id sid tid token lemma pos work_hn3zcuyx55c5hluvhowvnqdplm 1 1 Transactions transaction NNS work_hn3zcuyx55c5hluvhowvnqdplm 1 2 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 1 3 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 1 4 Association Association NNP work_hn3zcuyx55c5hluvhowvnqdplm 1 5 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 1 6 Computational Computational NNP work_hn3zcuyx55c5hluvhowvnqdplm 1 7 Linguistics Linguistics NNP work_hn3zcuyx55c5hluvhowvnqdplm 1 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 1 9 1 1 CD work_hn3zcuyx55c5hluvhowvnqdplm 1 10 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 1 11 2013 2013 CD work_hn3zcuyx55c5hluvhowvnqdplm 1 12 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 1 13 49–62 49–62 CD work_hn3zcuyx55c5hluvhowvnqdplm 1 14 . . . work_hn3zcuyx55c5hluvhowvnqdplm 2 1 Action Action NNP work_hn3zcuyx55c5hluvhowvnqdplm 2 2 Editor Editor NNP work_hn3zcuyx55c5hluvhowvnqdplm 2 3 : : : work_hn3zcuyx55c5hluvhowvnqdplm 2 4 Jason Jason NNP work_hn3zcuyx55c5hluvhowvnqdplm 2 5 Eisner Eisner NNP work_hn3zcuyx55c5hluvhowvnqdplm 2 6 . . . work_hn3zcuyx55c5hluvhowvnqdplm 3 1 Submitted submit VBN work_hn3zcuyx55c5hluvhowvnqdplm 3 2 11/2012 11/2012 CD work_hn3zcuyx55c5hluvhowvnqdplm 3 3 ; ; : work_hn3zcuyx55c5hluvhowvnqdplm 3 4 Published publish VBN work_hn3zcuyx55c5hluvhowvnqdplm 3 5 3/2013 3/2013 CD work_hn3zcuyx55c5hluvhowvnqdplm 3 6 . . . work_hn3zcuyx55c5hluvhowvnqdplm 4 1 c c NNP work_hn3zcuyx55c5hluvhowvnqdplm 4 2 © © NNP work_hn3zcuyx55c5hluvhowvnqdplm 4 3 2013 2013 CD work_hn3zcuyx55c5hluvhowvnqdplm 4 4 Association Association NNP work_hn3zcuyx55c5hluvhowvnqdplm 4 5 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 4 6 Computational Computational NNP work_hn3zcuyx55c5hluvhowvnqdplm 4 7 Linguistics Linguistics NNP work_hn3zcuyx55c5hluvhowvnqdplm 4 8 . . . work_hn3zcuyx55c5hluvhowvnqdplm 5 1 Weakly weakly IN work_hn3zcuyx55c5hluvhowvnqdplm 5 2 Supervised supervise VBN work_hn3zcuyx55c5hluvhowvnqdplm 5 3 Learning Learning NNP work_hn3zcuyx55c5hluvhowvnqdplm 5 4 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 5 5 Semantic Semantic NNP work_hn3zcuyx55c5hluvhowvnqdplm 5 6 Parsers Parsers NNPS work_hn3zcuyx55c5hluvhowvnqdplm 5 7 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 5 8 Mapping Mapping NNP work_hn3zcuyx55c5hluvhowvnqdplm 5 9 Instructions Instructions NNP work_hn3zcuyx55c5hluvhowvnqdplm 5 10 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 5 11 Actions Actions NNPS work_hn3zcuyx55c5hluvhowvnqdplm 5 12 Yoav Yoav NNP work_hn3zcuyx55c5hluvhowvnqdplm 5 13 Artzi Artzi NNP work_hn3zcuyx55c5hluvhowvnqdplm 5 14 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 5 15 Luke Luke NNP work_hn3zcuyx55c5hluvhowvnqdplm 5 16 Zettlemoyer Zettlemoyer NNP work_hn3zcuyx55c5hluvhowvnqdplm 5 17 Computer Computer NNP work_hn3zcuyx55c5hluvhowvnqdplm 5 18 Science Science NNP work_hn3zcuyx55c5hluvhowvnqdplm 5 19 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 5 20 Engineering Engineering NNP work_hn3zcuyx55c5hluvhowvnqdplm 5 21 University University NNP work_hn3zcuyx55c5hluvhowvnqdplm 5 22 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 5 23 Washington Washington NNP work_hn3zcuyx55c5hluvhowvnqdplm 5 24 Seattle Seattle NNP work_hn3zcuyx55c5hluvhowvnqdplm 5 25 , , , work_hn3zcuyx55c5hluvhowvnqdplm 5 26 WA WA NNP work_hn3zcuyx55c5hluvhowvnqdplm 5 27 98195 98195 CD work_hn3zcuyx55c5hluvhowvnqdplm 5 28 { { -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 5 29 yoav,lsz}@cs.washington.edu yoav,lsz}@cs.washington.edu CD work_hn3zcuyx55c5hluvhowvnqdplm 5 30 Abstract Abstract NNP work_hn3zcuyx55c5hluvhowvnqdplm 5 31 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 5 32 context context NN work_hn3zcuyx55c5hluvhowvnqdplm 5 33 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 5 34 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 5 35 language language NN work_hn3zcuyx55c5hluvhowvnqdplm 5 36 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 5 37 used use VBN work_hn3zcuyx55c5hluvhowvnqdplm 5 38 pro- pro- NN work_hn3zcuyx55c5hluvhowvnqdplm 5 39 vides vide VBZ work_hn3zcuyx55c5hluvhowvnqdplm 5 40 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 5 41 strong strong JJ work_hn3zcuyx55c5hluvhowvnqdplm 5 42 signal signal NN work_hn3zcuyx55c5hluvhowvnqdplm 5 43 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 5 44 learning learn VBG work_hn3zcuyx55c5hluvhowvnqdplm 5 45 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 5 46 recover recover VB work_hn3zcuyx55c5hluvhowvnqdplm 5 47 its -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 5 48 meaning meaning NN work_hn3zcuyx55c5hluvhowvnqdplm 5 49 . . . work_hn3zcuyx55c5hluvhowvnqdplm 6 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 6 2 this this DT work_hn3zcuyx55c5hluvhowvnqdplm 6 3 paper paper NN work_hn3zcuyx55c5hluvhowvnqdplm 6 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 6 5 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 6 6 show show VBP work_hn3zcuyx55c5hluvhowvnqdplm 6 7 it -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 6 8 can can MD work_hn3zcuyx55c5hluvhowvnqdplm 6 9 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 6 10 used use VBN work_hn3zcuyx55c5hluvhowvnqdplm 6 11 within within IN work_hn3zcuyx55c5hluvhowvnqdplm 6 12 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 6 13 grounded ground VBN work_hn3zcuyx55c5hluvhowvnqdplm 6 14 CCG CCG NNP work_hn3zcuyx55c5hluvhowvnqdplm 6 15 semantic semantic JJ work_hn3zcuyx55c5hluvhowvnqdplm 6 16 parsing parsing JJ work_hn3zcuyx55c5hluvhowvnqdplm 6 17 approach approach NN work_hn3zcuyx55c5hluvhowvnqdplm 6 18 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 6 19 learns learn VBZ work_hn3zcuyx55c5hluvhowvnqdplm 6 20 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 6 21 joint joint JJ work_hn3zcuyx55c5hluvhowvnqdplm 6 22 model model NN work_hn3zcuyx55c5hluvhowvnqdplm 6 23 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 6 24 mean- mean- NNP work_hn3zcuyx55c5hluvhowvnqdplm 6 25 ing ing NN work_hn3zcuyx55c5hluvhowvnqdplm 6 26 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 6 27 context context NN work_hn3zcuyx55c5hluvhowvnqdplm 6 28 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 6 29 interpreting interpret VBG work_hn3zcuyx55c5hluvhowvnqdplm 6 30 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 6 31 executing execute VBG work_hn3zcuyx55c5hluvhowvnqdplm 6 32 natural natural JJ work_hn3zcuyx55c5hluvhowvnqdplm 6 33 language language NN work_hn3zcuyx55c5hluvhowvnqdplm 6 34 instructions instruction NNS work_hn3zcuyx55c5hluvhowvnqdplm 6 35 , , , work_hn3zcuyx55c5hluvhowvnqdplm 6 36 using use VBG work_hn3zcuyx55c5hluvhowvnqdplm 6 37 various various JJ work_hn3zcuyx55c5hluvhowvnqdplm 6 38 types type NNS work_hn3zcuyx55c5hluvhowvnqdplm 6 39 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 6 40 weak weak JJ work_hn3zcuyx55c5hluvhowvnqdplm 6 41 supervision supervision NN work_hn3zcuyx55c5hluvhowvnqdplm 6 42 . . . work_hn3zcuyx55c5hluvhowvnqdplm 7 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 7 2 joint joint JJ work_hn3zcuyx55c5hluvhowvnqdplm 7 3 nature nature NN work_hn3zcuyx55c5hluvhowvnqdplm 7 4 provides provide VBZ work_hn3zcuyx55c5hluvhowvnqdplm 7 5 crucial crucial JJ work_hn3zcuyx55c5hluvhowvnqdplm 7 6 benefits benefit NNS work_hn3zcuyx55c5hluvhowvnqdplm 7 7 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 7 8 allowing allow VBG work_hn3zcuyx55c5hluvhowvnqdplm 7 9 situated situate VBN work_hn3zcuyx55c5hluvhowvnqdplm 7 10 cues cue NNS work_hn3zcuyx55c5hluvhowvnqdplm 7 11 , , , work_hn3zcuyx55c5hluvhowvnqdplm 7 12 such such JJ work_hn3zcuyx55c5hluvhowvnqdplm 7 13 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 7 14 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 7 15 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 7 16 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 7 17 visible visible JJ work_hn3zcuyx55c5hluvhowvnqdplm 7 18 objects object NNS work_hn3zcuyx55c5hluvhowvnqdplm 7 19 , , , work_hn3zcuyx55c5hluvhowvnqdplm 7 20 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 7 21 di- di- PRP work_hn3zcuyx55c5hluvhowvnqdplm 7 22 rectly rectly RB work_hn3zcuyx55c5hluvhowvnqdplm 7 23 influence influence VB work_hn3zcuyx55c5hluvhowvnqdplm 7 24 learning learning NN work_hn3zcuyx55c5hluvhowvnqdplm 7 25 . . . work_hn3zcuyx55c5hluvhowvnqdplm 8 1 It -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 8 2 also also RB work_hn3zcuyx55c5hluvhowvnqdplm 8 3 enables enable VBZ work_hn3zcuyx55c5hluvhowvnqdplm 8 4 algo- algo- CC work_hn3zcuyx55c5hluvhowvnqdplm 8 5 rithms rithms NNP work_hn3zcuyx55c5hluvhowvnqdplm 8 6 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 8 7 learn learn VBP work_hn3zcuyx55c5hluvhowvnqdplm 8 8 while while IN work_hn3zcuyx55c5hluvhowvnqdplm 8 9 executing execute VBG work_hn3zcuyx55c5hluvhowvnqdplm 8 10 instructions instruction NNS work_hn3zcuyx55c5hluvhowvnqdplm 8 11 , , , work_hn3zcuyx55c5hluvhowvnqdplm 8 12 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 8 13 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 8 14 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 8 15 trying try VBG work_hn3zcuyx55c5hluvhowvnqdplm 8 16 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 8 17 replicate replicate VB work_hn3zcuyx55c5hluvhowvnqdplm 8 18 human human JJ work_hn3zcuyx55c5hluvhowvnqdplm 8 19 ac- ac- JJ work_hn3zcuyx55c5hluvhowvnqdplm 8 20 tions tion NNS work_hn3zcuyx55c5hluvhowvnqdplm 8 21 . . . work_hn3zcuyx55c5hluvhowvnqdplm 9 1 Experiments experiment NNS work_hn3zcuyx55c5hluvhowvnqdplm 9 2 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 9 3 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 9 4 benchmark benchmark JJ work_hn3zcuyx55c5hluvhowvnqdplm 9 5 naviga- naviga- JJ work_hn3zcuyx55c5hluvhowvnqdplm 9 6 tional tional JJ work_hn3zcuyx55c5hluvhowvnqdplm 9 7 dataset dataset NNP work_hn3zcuyx55c5hluvhowvnqdplm 9 8 demonstrate demonstrate NNP work_hn3zcuyx55c5hluvhowvnqdplm 9 9 strong strong JJ work_hn3zcuyx55c5hluvhowvnqdplm 9 10 performance performance NN work_hn3zcuyx55c5hluvhowvnqdplm 9 11 under under IN work_hn3zcuyx55c5hluvhowvnqdplm 9 12 differing differ VBG work_hn3zcuyx55c5hluvhowvnqdplm 9 13 forms form NNS work_hn3zcuyx55c5hluvhowvnqdplm 9 14 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 9 15 supervision supervision NN work_hn3zcuyx55c5hluvhowvnqdplm 9 16 , , , work_hn3zcuyx55c5hluvhowvnqdplm 9 17 includ- includ- NNP work_hn3zcuyx55c5hluvhowvnqdplm 9 18 ing ing NNP work_hn3zcuyx55c5hluvhowvnqdplm 9 19 correctly correctly RB work_hn3zcuyx55c5hluvhowvnqdplm 9 20 executing execute VBG work_hn3zcuyx55c5hluvhowvnqdplm 9 21 60 60 CD work_hn3zcuyx55c5hluvhowvnqdplm 9 22 % % NN work_hn3zcuyx55c5hluvhowvnqdplm 9 23 more more JJR work_hn3zcuyx55c5hluvhowvnqdplm 9 24 instruction instruction NN work_hn3zcuyx55c5hluvhowvnqdplm 9 25 sets set NNS work_hn3zcuyx55c5hluvhowvnqdplm 9 26 relative relative JJ work_hn3zcuyx55c5hluvhowvnqdplm 9 27 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 9 28 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 9 29 previous previous JJ work_hn3zcuyx55c5hluvhowvnqdplm 9 30 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 9 31 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 9 32 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 9 33 art art NN work_hn3zcuyx55c5hluvhowvnqdplm 9 34 . . . work_hn3zcuyx55c5hluvhowvnqdplm 10 1 1 1 LS work_hn3zcuyx55c5hluvhowvnqdplm 10 2 Introduction introduction NN work_hn3zcuyx55c5hluvhowvnqdplm 10 3 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 10 4 context context NN work_hn3zcuyx55c5hluvhowvnqdplm 10 5 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 10 6 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 10 7 natural natural JJ work_hn3zcuyx55c5hluvhowvnqdplm 10 8 language language NN work_hn3zcuyx55c5hluvhowvnqdplm 10 9 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 10 10 used use VBN work_hn3zcuyx55c5hluvhowvnqdplm 10 11 pro- pro- NN work_hn3zcuyx55c5hluvhowvnqdplm 10 12 vides vide VBZ work_hn3zcuyx55c5hluvhowvnqdplm 10 13 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 10 14 strong strong JJ work_hn3zcuyx55c5hluvhowvnqdplm 10 15 signal signal NN work_hn3zcuyx55c5hluvhowvnqdplm 10 16 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 10 17 reason reason NN work_hn3zcuyx55c5hluvhowvnqdplm 10 18 about about IN work_hn3zcuyx55c5hluvhowvnqdplm 10 19 its -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 10 20 meaning meaning NN work_hn3zcuyx55c5hluvhowvnqdplm 10 21 . . . work_hn3zcuyx55c5hluvhowvnqdplm 11 1 However however RB work_hn3zcuyx55c5hluvhowvnqdplm 11 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 11 3 using use VBG work_hn3zcuyx55c5hluvhowvnqdplm 11 4 such such PDT work_hn3zcuyx55c5hluvhowvnqdplm 11 5 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 11 6 signal signal NN work_hn3zcuyx55c5hluvhowvnqdplm 11 7 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 11 8 automatically automatically RB work_hn3zcuyx55c5hluvhowvnqdplm 11 9 learn learn VB work_hn3zcuyx55c5hluvhowvnqdplm 11 10 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 11 11 understand understand VB work_hn3zcuyx55c5hluvhowvnqdplm 11 12 unrestricted unrestricted JJ work_hn3zcuyx55c5hluvhowvnqdplm 11 13 natural natural JJ work_hn3zcuyx55c5hluvhowvnqdplm 11 14 language language NN work_hn3zcuyx55c5hluvhowvnqdplm 11 15 remains remain VBZ work_hn3zcuyx55c5hluvhowvnqdplm 11 16 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 11 17 challenging challenging JJ work_hn3zcuyx55c5hluvhowvnqdplm 11 18 , , , work_hn3zcuyx55c5hluvhowvnqdplm 11 19 unsolved unsolved JJ work_hn3zcuyx55c5hluvhowvnqdplm 11 20 problem problem NN work_hn3zcuyx55c5hluvhowvnqdplm 11 21 . . . work_hn3zcuyx55c5hluvhowvnqdplm 12 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 12 2 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 12 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 12 4 consider consider VB work_hn3zcuyx55c5hluvhowvnqdplm 12 5 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 12 6 instructions instruction NNS work_hn3zcuyx55c5hluvhowvnqdplm 12 7 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 12 8 Figure Figure NNP work_hn3zcuyx55c5hluvhowvnqdplm 12 9 1 1 CD work_hn3zcuyx55c5hluvhowvnqdplm 12 10 . . . work_hn3zcuyx55c5hluvhowvnqdplm 13 1 Correct correct JJ work_hn3zcuyx55c5hluvhowvnqdplm 13 2 interpretation interpretation NN work_hn3zcuyx55c5hluvhowvnqdplm 13 3 requires require VBZ work_hn3zcuyx55c5hluvhowvnqdplm 13 4 us -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 13 5 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 13 6 solve solve VB work_hn3zcuyx55c5hluvhowvnqdplm 13 7 many many JJ work_hn3zcuyx55c5hluvhowvnqdplm 13 8 sub- sub- JJ work_hn3zcuyx55c5hluvhowvnqdplm 13 9 problems problem NNS work_hn3zcuyx55c5hluvhowvnqdplm 13 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 13 11 such such JJ work_hn3zcuyx55c5hluvhowvnqdplm 13 12 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 13 13 resolving resolve VBG work_hn3zcuyx55c5hluvhowvnqdplm 13 14 all all DT work_hn3zcuyx55c5hluvhowvnqdplm 13 15 referring refer VBG work_hn3zcuyx55c5hluvhowvnqdplm 13 16 expres- expres- VBZ work_hn3zcuyx55c5hluvhowvnqdplm 13 17 sions sion NNS work_hn3zcuyx55c5hluvhowvnqdplm 13 18 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 13 19 specific specific JJ work_hn3zcuyx55c5hluvhowvnqdplm 13 20 objects object NNS work_hn3zcuyx55c5hluvhowvnqdplm 13 21 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 13 22 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 13 23 environment environment NN work_hn3zcuyx55c5hluvhowvnqdplm 13 24 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 13 25 includ- includ- NNP work_hn3zcuyx55c5hluvhowvnqdplm 13 26 ing ing NNP work_hn3zcuyx55c5hluvhowvnqdplm 13 27 , , , work_hn3zcuyx55c5hluvhowvnqdplm 13 28 “ " `` work_hn3zcuyx55c5hluvhowvnqdplm 13 29 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 13 30 corner corner NN work_hn3zcuyx55c5hluvhowvnqdplm 13 31 ” " '' work_hn3zcuyx55c5hluvhowvnqdplm 13 32 or or CC work_hn3zcuyx55c5hluvhowvnqdplm 13 33 “ " `` work_hn3zcuyx55c5hluvhowvnqdplm 13 34 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 13 35 third third JJ work_hn3zcuyx55c5hluvhowvnqdplm 13 36 intersection intersection NN work_hn3zcuyx55c5hluvhowvnqdplm 13 37 ” " '' work_hn3zcuyx55c5hluvhowvnqdplm 13 38 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 13 39 , , , work_hn3zcuyx55c5hluvhowvnqdplm 13 40 disam- disam- NN work_hn3zcuyx55c5hluvhowvnqdplm 13 41 biguating biguating NN work_hn3zcuyx55c5hluvhowvnqdplm 13 42 word word NN work_hn3zcuyx55c5hluvhowvnqdplm 13 43 sense sense NN work_hn3zcuyx55c5hluvhowvnqdplm 13 44 based base VBN work_hn3zcuyx55c5hluvhowvnqdplm 13 45 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 13 46 context context NN work_hn3zcuyx55c5hluvhowvnqdplm 13 47 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 13 48 e.g. e.g. RB work_hn3zcuyx55c5hluvhowvnqdplm 13 49 , , , work_hn3zcuyx55c5hluvhowvnqdplm 13 50 “ " `` work_hn3zcuyx55c5hluvhowvnqdplm 13 51 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 13 52 chair chair NN work_hn3zcuyx55c5hluvhowvnqdplm 13 53 ” " '' work_hn3zcuyx55c5hluvhowvnqdplm 13 54 could could MD work_hn3zcuyx55c5hluvhowvnqdplm 13 55 refer refer VB work_hn3zcuyx55c5hluvhowvnqdplm 13 56 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 13 57 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 13 58 chair chair NN work_hn3zcuyx55c5hluvhowvnqdplm 13 59 or or CC work_hn3zcuyx55c5hluvhowvnqdplm 13 60 sofa sofa NN work_hn3zcuyx55c5hluvhowvnqdplm 13 61 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 13 62 , , , work_hn3zcuyx55c5hluvhowvnqdplm 13 63 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 13 64 finding find VBG work_hn3zcuyx55c5hluvhowvnqdplm 13 65 executable executable JJ work_hn3zcuyx55c5hluvhowvnqdplm 13 66 action action NN work_hn3zcuyx55c5hluvhowvnqdplm 13 67 sequences sequence NNS work_hn3zcuyx55c5hluvhowvnqdplm 13 68 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 13 69 satisfy satisfy VBP work_hn3zcuyx55c5hluvhowvnqdplm 13 70 stated state VBD work_hn3zcuyx55c5hluvhowvnqdplm 13 71 con- con- NN work_hn3zcuyx55c5hluvhowvnqdplm 13 72 straints straint NNS work_hn3zcuyx55c5hluvhowvnqdplm 13 73 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 13 74 such such JJ work_hn3zcuyx55c5hluvhowvnqdplm 13 75 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 13 76 “ " `` work_hn3zcuyx55c5hluvhowvnqdplm 13 77 twice twice RB work_hn3zcuyx55c5hluvhowvnqdplm 13 78 ” " '' work_hn3zcuyx55c5hluvhowvnqdplm 13 79 or or CC work_hn3zcuyx55c5hluvhowvnqdplm 13 80 “ " `` work_hn3zcuyx55c5hluvhowvnqdplm 13 81 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 13 82 face face VB work_hn3zcuyx55c5hluvhowvnqdplm 13 83 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 13 84 blue blue NNP work_hn3zcuyx55c5hluvhowvnqdplm 13 85 hall hall NNP work_hn3zcuyx55c5hluvhowvnqdplm 13 86 ” " '' work_hn3zcuyx55c5hluvhowvnqdplm 13 87 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 13 88 . . . work_hn3zcuyx55c5hluvhowvnqdplm 14 1 move move VB work_hn3zcuyx55c5hluvhowvnqdplm 14 2 forward forward RB work_hn3zcuyx55c5hluvhowvnqdplm 14 3 twice twice RB work_hn3zcuyx55c5hluvhowvnqdplm 14 4 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 14 5 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 14 6 chair chair NN work_hn3zcuyx55c5hluvhowvnqdplm 14 7 λa.move(a λa.move(a NN work_hn3zcuyx55c5hluvhowvnqdplm 14 8 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 14 9 ∧dir(a ∧dir(a NNP work_hn3zcuyx55c5hluvhowvnqdplm 14 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 14 11 forward forward RB work_hn3zcuyx55c5hluvhowvnqdplm 14 12 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 14 13 ∧ ∧ NNP work_hn3zcuyx55c5hluvhowvnqdplm 14 14 len(a len(a CD work_hn3zcuyx55c5hluvhowvnqdplm 14 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 14 16 2 2 LS work_hn3zcuyx55c5hluvhowvnqdplm 14 17 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 14 18 ∧ ∧ NNP work_hn3zcuyx55c5hluvhowvnqdplm 14 19 to(a to(a NNP work_hn3zcuyx55c5hluvhowvnqdplm 14 20 , , , work_hn3zcuyx55c5hluvhowvnqdplm 14 21 ιx.chair(x ιx.chair(x NNP work_hn3zcuyx55c5hluvhowvnqdplm 14 22 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 14 23 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 14 24 at at IN work_hn3zcuyx55c5hluvhowvnqdplm 14 25 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 14 26 corner corner NN work_hn3zcuyx55c5hluvhowvnqdplm 14 27 turn turn NN work_hn3zcuyx55c5hluvhowvnqdplm 14 28 left leave VBN work_hn3zcuyx55c5hluvhowvnqdplm 14 29 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 14 30 face face VB work_hn3zcuyx55c5hluvhowvnqdplm 14 31 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 14 32 blue blue JJ work_hn3zcuyx55c5hluvhowvnqdplm 14 33 hall hall NNP work_hn3zcuyx55c5hluvhowvnqdplm 14 34 λa.pre(a λa.pre(a NNP work_hn3zcuyx55c5hluvhowvnqdplm 14 35 , , , work_hn3zcuyx55c5hluvhowvnqdplm 14 36 ιx.corner(x ιx.corner(x NNP work_hn3zcuyx55c5hluvhowvnqdplm 14 37 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 14 38 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 14 39 ∧ ∧ NNP work_hn3zcuyx55c5hluvhowvnqdplm 14 40 turn(a turn(a NNP work_hn3zcuyx55c5hluvhowvnqdplm 14 41 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 14 42 ∧dir(a ∧dir(a NNP work_hn3zcuyx55c5hluvhowvnqdplm 14 43 , , , work_hn3zcuyx55c5hluvhowvnqdplm 14 44 left leave VBN work_hn3zcuyx55c5hluvhowvnqdplm 14 45 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 14 46 ∧ ∧ NNP work_hn3zcuyx55c5hluvhowvnqdplm 14 47 post(a post(a NNP work_hn3zcuyx55c5hluvhowvnqdplm 14 48 , , , work_hn3zcuyx55c5hluvhowvnqdplm 14 49 front(you front(you NFP work_hn3zcuyx55c5hluvhowvnqdplm 14 50 , , , work_hn3zcuyx55c5hluvhowvnqdplm 14 51 ιx.blue(x ιx.blue(x NNP work_hn3zcuyx55c5hluvhowvnqdplm 14 52 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 14 53 ∧hall(x ∧hall(x NFP work_hn3zcuyx55c5hluvhowvnqdplm 14 54 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 14 55 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 14 56 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 14 57 move move VB work_hn3zcuyx55c5hluvhowvnqdplm 14 58 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 14 59 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 14 60 chair chair NN work_hn3zcuyx55c5hluvhowvnqdplm 14 61 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 14 62 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 14 63 third third JJ work_hn3zcuyx55c5hluvhowvnqdplm 14 64 intersection intersection NN work_hn3zcuyx55c5hluvhowvnqdplm 14 65 λa.move(a λa.move(a NN work_hn3zcuyx55c5hluvhowvnqdplm 14 66 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 14 67 ∧ ∧ NNP work_hn3zcuyx55c5hluvhowvnqdplm 14 68 to(a to(a NNP work_hn3zcuyx55c5hluvhowvnqdplm 14 69 , , , work_hn3zcuyx55c5hluvhowvnqdplm 14 70 ιx.sofa(x ιx.sofa(x NN work_hn3zcuyx55c5hluvhowvnqdplm 14 71 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 14 72 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 14 73 ∧ ∧ NNP work_hn3zcuyx55c5hluvhowvnqdplm 14 74 intersect(order(λy.junction(y),frontdist intersect(order(λy.junction(y),frontdist NN work_hn3zcuyx55c5hluvhowvnqdplm 14 75 , , , work_hn3zcuyx55c5hluvhowvnqdplm 14 76 3),x 3),x CD work_hn3zcuyx55c5hluvhowvnqdplm 14 77 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 14 78 Figure figure NN work_hn3zcuyx55c5hluvhowvnqdplm 14 79 1 1 CD work_hn3zcuyx55c5hluvhowvnqdplm 14 80 : : : work_hn3zcuyx55c5hluvhowvnqdplm 14 81 A a DT work_hn3zcuyx55c5hluvhowvnqdplm 14 82 sample sample NN work_hn3zcuyx55c5hluvhowvnqdplm 14 83 navigation navigation NN work_hn3zcuyx55c5hluvhowvnqdplm 14 84 instruction instruction NN work_hn3zcuyx55c5hluvhowvnqdplm 14 85 set set VBN work_hn3zcuyx55c5hluvhowvnqdplm 14 86 , , , work_hn3zcuyx55c5hluvhowvnqdplm 14 87 paired pair VBN work_hn3zcuyx55c5hluvhowvnqdplm 14 88 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 14 89 lambda lambda NN work_hn3zcuyx55c5hluvhowvnqdplm 14 90 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 14 91 calculus calculus NN work_hn3zcuyx55c5hluvhowvnqdplm 14 92 meaning meaning NN work_hn3zcuyx55c5hluvhowvnqdplm 14 93 representations representation NNS work_hn3zcuyx55c5hluvhowvnqdplm 14 94 . . . work_hn3zcuyx55c5hluvhowvnqdplm 15 1 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 15 2 must must MD work_hn3zcuyx55c5hluvhowvnqdplm 15 3 also also RB work_hn3zcuyx55c5hluvhowvnqdplm 15 4 understand understand VB work_hn3zcuyx55c5hluvhowvnqdplm 15 5 implicit implicit JJ work_hn3zcuyx55c5hluvhowvnqdplm 15 6 requests request NNS work_hn3zcuyx55c5hluvhowvnqdplm 15 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 15 8 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 15 9 ex- ex- XX work_hn3zcuyx55c5hluvhowvnqdplm 15 10 ample ample NN work_hn3zcuyx55c5hluvhowvnqdplm 15 11 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 15 12 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 15 13 phrase phrase NN work_hn3zcuyx55c5hluvhowvnqdplm 15 14 “ " `` work_hn3zcuyx55c5hluvhowvnqdplm 15 15 at at IN work_hn3zcuyx55c5hluvhowvnqdplm 15 16 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 15 17 corner corner NN work_hn3zcuyx55c5hluvhowvnqdplm 15 18 , , , work_hn3zcuyx55c5hluvhowvnqdplm 15 19 ” " '' work_hn3zcuyx55c5hluvhowvnqdplm 15 20 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 15 21 describe describe VBP work_hn3zcuyx55c5hluvhowvnqdplm 15 22 goals goal NNS work_hn3zcuyx55c5hluvhowvnqdplm 15 23 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 15 24 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 15 25 achieved achieve VBN work_hn3zcuyx55c5hluvhowvnqdplm 15 26 without without IN work_hn3zcuyx55c5hluvhowvnqdplm 15 27 specifying specify VBG work_hn3zcuyx55c5hluvhowvnqdplm 15 28 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 15 29 specific specific JJ work_hn3zcuyx55c5hluvhowvnqdplm 15 30 steps step NNS work_hn3zcuyx55c5hluvhowvnqdplm 15 31 . . . work_hn3zcuyx55c5hluvhowvnqdplm 16 1 Finally finally RB work_hn3zcuyx55c5hluvhowvnqdplm 16 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 16 3 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 16 4 do do VB work_hn3zcuyx55c5hluvhowvnqdplm 16 5 all all DT work_hn3zcuyx55c5hluvhowvnqdplm 16 6 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 16 7 this this DT work_hn3zcuyx55c5hluvhowvnqdplm 16 8 robustly robustly RB work_hn3zcuyx55c5hluvhowvnqdplm 16 9 without without IN work_hn3zcuyx55c5hluvhowvnqdplm 16 10 pro- pro- NN work_hn3zcuyx55c5hluvhowvnqdplm 16 11 hibitive hibitive JJ work_hn3zcuyx55c5hluvhowvnqdplm 16 12 engineering engineering NN work_hn3zcuyx55c5hluvhowvnqdplm 16 13 effort effort NN work_hn3zcuyx55c5hluvhowvnqdplm 16 14 , , , work_hn3zcuyx55c5hluvhowvnqdplm 16 15 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 16 16 need need VBP work_hn3zcuyx55c5hluvhowvnqdplm 16 17 grounded ground VBN work_hn3zcuyx55c5hluvhowvnqdplm 16 18 learn- learn- JJ work_hn3zcuyx55c5hluvhowvnqdplm 16 19 ing ing NN work_hn3zcuyx55c5hluvhowvnqdplm 16 20 approaches approach NNS work_hn3zcuyx55c5hluvhowvnqdplm 16 21 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 16 22 jointly jointly RB work_hn3zcuyx55c5hluvhowvnqdplm 16 23 reason reason NN work_hn3zcuyx55c5hluvhowvnqdplm 16 24 about about IN work_hn3zcuyx55c5hluvhowvnqdplm 16 25 meaning meaning NN work_hn3zcuyx55c5hluvhowvnqdplm 16 26 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 16 27 context context NN work_hn3zcuyx55c5hluvhowvnqdplm 16 28 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 16 29 learn learn VB work_hn3zcuyx55c5hluvhowvnqdplm 16 30 directly directly RB work_hn3zcuyx55c5hluvhowvnqdplm 16 31 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 16 32 their -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 16 33 interplay interplay NN work_hn3zcuyx55c5hluvhowvnqdplm 16 34 , , , work_hn3zcuyx55c5hluvhowvnqdplm 16 35 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 16 36 as as RB work_hn3zcuyx55c5hluvhowvnqdplm 16 37 little little JJ work_hn3zcuyx55c5hluvhowvnqdplm 16 38 human human JJ work_hn3zcuyx55c5hluvhowvnqdplm 16 39 intervention intervention NN work_hn3zcuyx55c5hluvhowvnqdplm 16 40 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 16 41 possible possible JJ work_hn3zcuyx55c5hluvhowvnqdplm 16 42 . . . work_hn3zcuyx55c5hluvhowvnqdplm 17 1 Although although IN work_hn3zcuyx55c5hluvhowvnqdplm 17 2 many many JJ work_hn3zcuyx55c5hluvhowvnqdplm 17 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 17 4 these these DT work_hn3zcuyx55c5hluvhowvnqdplm 17 5 challenges challenge NNS work_hn3zcuyx55c5hluvhowvnqdplm 17 6 have have VBP work_hn3zcuyx55c5hluvhowvnqdplm 17 7 been be VBN work_hn3zcuyx55c5hluvhowvnqdplm 17 8 studied study VBN work_hn3zcuyx55c5hluvhowvnqdplm 17 9 separately separately RB work_hn3zcuyx55c5hluvhowvnqdplm 17 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 17 11 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 17 12 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 17 13 will will MD work_hn3zcuyx55c5hluvhowvnqdplm 17 14 review review VB work_hn3zcuyx55c5hluvhowvnqdplm 17 15 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 17 16 Section section NN work_hn3zcuyx55c5hluvhowvnqdplm 17 17 3 3 CD work_hn3zcuyx55c5hluvhowvnqdplm 17 18 , , , work_hn3zcuyx55c5hluvhowvnqdplm 17 19 this this DT work_hn3zcuyx55c5hluvhowvnqdplm 17 20 paper paper NN work_hn3zcuyx55c5hluvhowvnqdplm 17 21 represents represent VBZ work_hn3zcuyx55c5hluvhowvnqdplm 17 22 , , , work_hn3zcuyx55c5hluvhowvnqdplm 17 23 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 17 24 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 17 25 best good JJS work_hn3zcuyx55c5hluvhowvnqdplm 17 26 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 17 27 our -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 17 28 knowledge knowledge NN work_hn3zcuyx55c5hluvhowvnqdplm 17 29 , , , work_hn3zcuyx55c5hluvhowvnqdplm 17 30 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 17 31 first first JJ work_hn3zcuyx55c5hluvhowvnqdplm 17 32 attempt attempt NN work_hn3zcuyx55c5hluvhowvnqdplm 17 33 at at IN work_hn3zcuyx55c5hluvhowvnqdplm 17 34 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 17 35 comprehensive comprehensive JJ work_hn3zcuyx55c5hluvhowvnqdplm 17 36 model model NN work_hn3zcuyx55c5hluvhowvnqdplm 17 37 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 17 38 ad- ad- CC work_hn3zcuyx55c5hluvhowvnqdplm 17 39 dresses dress VBZ work_hn3zcuyx55c5hluvhowvnqdplm 17 40 them -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 17 41 all all DT work_hn3zcuyx55c5hluvhowvnqdplm 17 42 . . . work_hn3zcuyx55c5hluvhowvnqdplm 18 1 Our -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 18 2 approach approach NN work_hn3zcuyx55c5hluvhowvnqdplm 18 3 induces induce VBZ work_hn3zcuyx55c5hluvhowvnqdplm 18 4 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 18 5 weighted weighted JJ work_hn3zcuyx55c5hluvhowvnqdplm 18 6 Combinatory Combinatory NNP work_hn3zcuyx55c5hluvhowvnqdplm 18 7 Categorial Categorial NNP work_hn3zcuyx55c5hluvhowvnqdplm 18 8 Grammar Grammar NNP work_hn3zcuyx55c5hluvhowvnqdplm 18 9 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 18 10 CCG CCG NNP work_hn3zcuyx55c5hluvhowvnqdplm 18 11 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 18 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 18 13 includ- includ- NNP work_hn3zcuyx55c5hluvhowvnqdplm 18 14 ing ing NNP work_hn3zcuyx55c5hluvhowvnqdplm 18 15 both both CC work_hn3zcuyx55c5hluvhowvnqdplm 18 16 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 18 17 parameters parameter NNS work_hn3zcuyx55c5hluvhowvnqdplm 18 18 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 18 19 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 18 20 linear linear JJ work_hn3zcuyx55c5hluvhowvnqdplm 18 21 model model NN work_hn3zcuyx55c5hluvhowvnqdplm 18 22 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 18 23 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 18 24 CCG CCG NNP work_hn3zcuyx55c5hluvhowvnqdplm 18 25 lexicon lexicon NN work_hn3zcuyx55c5hluvhowvnqdplm 18 26 . . . work_hn3zcuyx55c5hluvhowvnqdplm 19 1 To to TO work_hn3zcuyx55c5hluvhowvnqdplm 19 2 model model VB work_hn3zcuyx55c5hluvhowvnqdplm 19 3 complex complex JJ work_hn3zcuyx55c5hluvhowvnqdplm 19 4 instructional instructional JJ work_hn3zcuyx55c5hluvhowvnqdplm 19 5 lan- lan- NN work_hn3zcuyx55c5hluvhowvnqdplm 19 6 guage guage NN work_hn3zcuyx55c5hluvhowvnqdplm 19 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 19 8 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 19 9 introduce introduce VBP work_hn3zcuyx55c5hluvhowvnqdplm 19 10 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 19 11 new new JJ work_hn3zcuyx55c5hluvhowvnqdplm 19 12 semantic semantic JJ work_hn3zcuyx55c5hluvhowvnqdplm 19 13 modeling modeling NN work_hn3zcuyx55c5hluvhowvnqdplm 19 14 ap- ap- NNP work_hn3zcuyx55c5hluvhowvnqdplm 19 15 proach proach NN work_hn3zcuyx55c5hluvhowvnqdplm 19 16 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 19 17 can can MD work_hn3zcuyx55c5hluvhowvnqdplm 19 18 represent represent VB work_hn3zcuyx55c5hluvhowvnqdplm 19 19 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 19 20 number number NN work_hn3zcuyx55c5hluvhowvnqdplm 19 21 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 19 22 key key JJ work_hn3zcuyx55c5hluvhowvnqdplm 19 23 linguistic linguistic JJ work_hn3zcuyx55c5hluvhowvnqdplm 19 24 constructs construct NNS work_hn3zcuyx55c5hluvhowvnqdplm 19 25 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 19 26 are be VBP work_hn3zcuyx55c5hluvhowvnqdplm 19 27 common common JJ work_hn3zcuyx55c5hluvhowvnqdplm 19 28 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 19 29 spatial spatial JJ work_hn3zcuyx55c5hluvhowvnqdplm 19 30 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 19 31 instruc- instruc- JJ work_hn3zcuyx55c5hluvhowvnqdplm 19 32 tional tional JJ work_hn3zcuyx55c5hluvhowvnqdplm 19 33 language language NN work_hn3zcuyx55c5hluvhowvnqdplm 19 34 . . . work_hn3zcuyx55c5hluvhowvnqdplm 20 1 To to TO work_hn3zcuyx55c5hluvhowvnqdplm 20 2 learn learn VB work_hn3zcuyx55c5hluvhowvnqdplm 20 3 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 20 4 indirect indirect JJ work_hn3zcuyx55c5hluvhowvnqdplm 20 5 supervision supervision NN work_hn3zcuyx55c5hluvhowvnqdplm 20 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 20 7 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 20 8 define define VBP work_hn3zcuyx55c5hluvhowvnqdplm 20 9 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 20 10 notion notion NN work_hn3zcuyx55c5hluvhowvnqdplm 20 11 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 20 12 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 20 13 validation validation NN work_hn3zcuyx55c5hluvhowvnqdplm 20 14 function function NN work_hn3zcuyx55c5hluvhowvnqdplm 20 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 20 16 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 20 17 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 20 18 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 20 19 tests test VBZ work_hn3zcuyx55c5hluvhowvnqdplm 20 20 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 20 21 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 20 22 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 20 23 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 20 24 agent agent NN work_hn3zcuyx55c5hluvhowvnqdplm 20 25 after after IN work_hn3zcuyx55c5hluvhowvnqdplm 20 26 in- in- RB work_hn3zcuyx55c5hluvhowvnqdplm 20 27 terpreting terprete VBG work_hn3zcuyx55c5hluvhowvnqdplm 20 28 an an DT work_hn3zcuyx55c5hluvhowvnqdplm 20 29 instruction instruction NN work_hn3zcuyx55c5hluvhowvnqdplm 20 30 . . . work_hn3zcuyx55c5hluvhowvnqdplm 21 1 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 21 2 then then RB work_hn3zcuyx55c5hluvhowvnqdplm 21 3 show show VBP work_hn3zcuyx55c5hluvhowvnqdplm 21 4 how how WRB work_hn3zcuyx55c5hluvhowvnqdplm 21 5 this this DT work_hn3zcuyx55c5hluvhowvnqdplm 21 6 function function NN work_hn3zcuyx55c5hluvhowvnqdplm 21 7 can can MD work_hn3zcuyx55c5hluvhowvnqdplm 21 8 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 21 9 used use VBN work_hn3zcuyx55c5hluvhowvnqdplm 21 10 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 21 11 drive drive VB work_hn3zcuyx55c5hluvhowvnqdplm 21 12 online online JJ work_hn3zcuyx55c5hluvhowvnqdplm 21 13 learning learning NN work_hn3zcuyx55c5hluvhowvnqdplm 21 14 . . . work_hn3zcuyx55c5hluvhowvnqdplm 22 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 22 2 49 49 CD work_hn3zcuyx55c5hluvhowvnqdplm 22 3 that that DT work_hn3zcuyx55c5hluvhowvnqdplm 22 4 purpose purpose NN work_hn3zcuyx55c5hluvhowvnqdplm 22 5 , , , work_hn3zcuyx55c5hluvhowvnqdplm 22 6 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 22 7 adapt adapt VBP work_hn3zcuyx55c5hluvhowvnqdplm 22 8 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 22 9 loss loss NN work_hn3zcuyx55c5hluvhowvnqdplm 22 10 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 22 11 sensitive sensitive JJ work_hn3zcuyx55c5hluvhowvnqdplm 22 12 Perceptron Perceptron NNP work_hn3zcuyx55c5hluvhowvnqdplm 22 13 algorithm algorithm NN work_hn3zcuyx55c5hluvhowvnqdplm 22 14 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 22 15 Singh Singh NNP work_hn3zcuyx55c5hluvhowvnqdplm 22 16 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 22 17 Miller Miller NNP work_hn3zcuyx55c5hluvhowvnqdplm 22 18 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 22 19 Collins Collins NNP work_hn3zcuyx55c5hluvhowvnqdplm 22 20 , , , work_hn3zcuyx55c5hluvhowvnqdplm 22 21 2007 2007 CD work_hn3zcuyx55c5hluvhowvnqdplm 22 22 ; ; : work_hn3zcuyx55c5hluvhowvnqdplm 22 23 Artzi Artzi NNP work_hn3zcuyx55c5hluvhowvnqdplm 22 24 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 22 25 Zettlemoyer Zettlemoyer NNP work_hn3zcuyx55c5hluvhowvnqdplm 22 26 , , , work_hn3zcuyx55c5hluvhowvnqdplm 22 27 2011 2011 CD work_hn3zcuyx55c5hluvhowvnqdplm 22 28 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 22 29 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 22 30 use use VB work_hn3zcuyx55c5hluvhowvnqdplm 22 31 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 22 32 validation validation NN work_hn3zcuyx55c5hluvhowvnqdplm 22 33 function function NN work_hn3zcuyx55c5hluvhowvnqdplm 22 34 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 22 35 coarse coarse NN work_hn3zcuyx55c5hluvhowvnqdplm 22 36 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 22 37 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 22 38 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 22 39 fine fine JJ work_hn3zcuyx55c5hluvhowvnqdplm 22 40 inference inference NN work_hn3zcuyx55c5hluvhowvnqdplm 22 41 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 22 42 lexical lexical NNP work_hn3zcuyx55c5hluvhowvnqdplm 22 43 induction induction NN work_hn3zcuyx55c5hluvhowvnqdplm 22 44 . . . work_hn3zcuyx55c5hluvhowvnqdplm 23 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 23 2 joint joint JJ work_hn3zcuyx55c5hluvhowvnqdplm 23 3 nature nature NN work_hn3zcuyx55c5hluvhowvnqdplm 23 4 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 23 5 this this DT work_hn3zcuyx55c5hluvhowvnqdplm 23 6 approach approach NN work_hn3zcuyx55c5hluvhowvnqdplm 23 7 provides provide VBZ work_hn3zcuyx55c5hluvhowvnqdplm 23 8 crucial crucial JJ work_hn3zcuyx55c5hluvhowvnqdplm 23 9 benefits benefit NNS work_hn3zcuyx55c5hluvhowvnqdplm 23 10 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 23 11 that that IN work_hn3zcuyx55c5hluvhowvnqdplm 23 12 it -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 23 13 allows allow VBZ work_hn3zcuyx55c5hluvhowvnqdplm 23 14 situated situated JJ work_hn3zcuyx55c5hluvhowvnqdplm 23 15 cues cue NNS work_hn3zcuyx55c5hluvhowvnqdplm 23 16 , , , work_hn3zcuyx55c5hluvhowvnqdplm 23 17 such such JJ work_hn3zcuyx55c5hluvhowvnqdplm 23 18 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 23 19 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 23 20 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 23 21 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 23 22 visible visible JJ work_hn3zcuyx55c5hluvhowvnqdplm 23 23 objects object NNS work_hn3zcuyx55c5hluvhowvnqdplm 23 24 , , , work_hn3zcuyx55c5hluvhowvnqdplm 23 25 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 23 26 directly directly RB work_hn3zcuyx55c5hluvhowvnqdplm 23 27 influence influence VB work_hn3zcuyx55c5hluvhowvnqdplm 23 28 parsing parsing NN work_hn3zcuyx55c5hluvhowvnqdplm 23 29 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 23 30 learning learn VBG work_hn3zcuyx55c5hluvhowvnqdplm 23 31 . . . work_hn3zcuyx55c5hluvhowvnqdplm 24 1 It -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 24 2 also also RB work_hn3zcuyx55c5hluvhowvnqdplm 24 3 enables enable VBZ work_hn3zcuyx55c5hluvhowvnqdplm 24 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 24 5 model model NN work_hn3zcuyx55c5hluvhowvnqdplm 24 6 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 24 7 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 24 8 learned learn VBN work_hn3zcuyx55c5hluvhowvnqdplm 24 9 while while IN work_hn3zcuyx55c5hluvhowvnqdplm 24 10 executing execute VBG work_hn3zcuyx55c5hluvhowvnqdplm 24 11 instructions instruction NNS work_hn3zcuyx55c5hluvhowvnqdplm 24 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 24 13 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 24 14 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 24 15 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 24 16 trying try VBG work_hn3zcuyx55c5hluvhowvnqdplm 24 17 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 24 18 replicate replicate VB work_hn3zcuyx55c5hluvhowvnqdplm 24 19 actions action NNS work_hn3zcuyx55c5hluvhowvnqdplm 24 20 taken take VBN work_hn3zcuyx55c5hluvhowvnqdplm 24 21 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 24 22 humans human NNS work_hn3zcuyx55c5hluvhowvnqdplm 24 23 . . . work_hn3zcuyx55c5hluvhowvnqdplm 25 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 25 2 particular particular JJ work_hn3zcuyx55c5hluvhowvnqdplm 25 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 25 4 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 25 5 show show VBP work_hn3zcuyx55c5hluvhowvnqdplm 25 6 that that IN work_hn3zcuyx55c5hluvhowvnqdplm 25 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 25 8 given give VBN work_hn3zcuyx55c5hluvhowvnqdplm 25 9 only only RB work_hn3zcuyx55c5hluvhowvnqdplm 25 10 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 25 11 small small JJ work_hn3zcuyx55c5hluvhowvnqdplm 25 12 seed seed NN work_hn3zcuyx55c5hluvhowvnqdplm 25 13 lexicon lexicon NN work_hn3zcuyx55c5hluvhowvnqdplm 25 14 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 25 15 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 25 16 task task NN work_hn3zcuyx55c5hluvhowvnqdplm 25 17 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 25 18 specific specific JJ work_hn3zcuyx55c5hluvhowvnqdplm 25 19 executor executor NN work_hn3zcuyx55c5hluvhowvnqdplm 25 20 , , , work_hn3zcuyx55c5hluvhowvnqdplm 25 21 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 25 22 can can MD work_hn3zcuyx55c5hluvhowvnqdplm 25 23 induce induce VB work_hn3zcuyx55c5hluvhowvnqdplm 25 24 high high JJ work_hn3zcuyx55c5hluvhowvnqdplm 25 25 quality quality NN work_hn3zcuyx55c5hluvhowvnqdplm 25 26 models model NNS work_hn3zcuyx55c5hluvhowvnqdplm 25 27 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 25 28 interpreting interpret VBG work_hn3zcuyx55c5hluvhowvnqdplm 25 29 complex complex JJ work_hn3zcuyx55c5hluvhowvnqdplm 25 30 instructions instruction NNS work_hn3zcuyx55c5hluvhowvnqdplm 25 31 . . . work_hn3zcuyx55c5hluvhowvnqdplm 26 1 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 26 2 evaluate evaluate VBP work_hn3zcuyx55c5hluvhowvnqdplm 26 3 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 26 4 method method NN work_hn3zcuyx55c5hluvhowvnqdplm 26 5 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 26 6 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 26 7 benchmark benchmark JJ work_hn3zcuyx55c5hluvhowvnqdplm 26 8 naviga- naviga- JJ work_hn3zcuyx55c5hluvhowvnqdplm 26 9 tional tional JJ work_hn3zcuyx55c5hluvhowvnqdplm 26 10 instructions instruction NNS work_hn3zcuyx55c5hluvhowvnqdplm 26 11 dataset dataset JJ work_hn3zcuyx55c5hluvhowvnqdplm 26 12 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 26 13 MacMahon MacMahon NNP work_hn3zcuyx55c5hluvhowvnqdplm 26 14 et et NNP work_hn3zcuyx55c5hluvhowvnqdplm 26 15 al al NNP work_hn3zcuyx55c5hluvhowvnqdplm 26 16 . . NNP work_hn3zcuyx55c5hluvhowvnqdplm 26 17 , , , work_hn3zcuyx55c5hluvhowvnqdplm 26 18 2006 2006 CD work_hn3zcuyx55c5hluvhowvnqdplm 26 19 ; ; : work_hn3zcuyx55c5hluvhowvnqdplm 26 20 Chen Chen NNP work_hn3zcuyx55c5hluvhowvnqdplm 26 21 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 26 22 Mooney Mooney NNP work_hn3zcuyx55c5hluvhowvnqdplm 26 23 , , , work_hn3zcuyx55c5hluvhowvnqdplm 26 24 2011 2011 CD work_hn3zcuyx55c5hluvhowvnqdplm 26 25 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 26 26 . . . work_hn3zcuyx55c5hluvhowvnqdplm 27 1 Our -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 27 2 joint joint JJ work_hn3zcuyx55c5hluvhowvnqdplm 27 3 approach approach NN work_hn3zcuyx55c5hluvhowvnqdplm 27 4 suc- suc- NNP work_hn3zcuyx55c5hluvhowvnqdplm 27 5 cessfully cessfully RB work_hn3zcuyx55c5hluvhowvnqdplm 27 6 completes complete VBZ work_hn3zcuyx55c5hluvhowvnqdplm 27 7 60 60 CD work_hn3zcuyx55c5hluvhowvnqdplm 27 8 % % NN work_hn3zcuyx55c5hluvhowvnqdplm 27 9 more more JJR work_hn3zcuyx55c5hluvhowvnqdplm 27 10 instruction instruction NN work_hn3zcuyx55c5hluvhowvnqdplm 27 11 sets set NNS work_hn3zcuyx55c5hluvhowvnqdplm 27 12 rel- rel- VBZ work_hn3zcuyx55c5hluvhowvnqdplm 27 13 ative ative JJ work_hn3zcuyx55c5hluvhowvnqdplm 27 14 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 27 15 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 27 16 previous previous JJ work_hn3zcuyx55c5hluvhowvnqdplm 27 17 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 27 18 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 27 19 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 27 20 art art NN work_hn3zcuyx55c5hluvhowvnqdplm 27 21 . . . work_hn3zcuyx55c5hluvhowvnqdplm 28 1 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 28 2 also also RB work_hn3zcuyx55c5hluvhowvnqdplm 28 3 re- re- VBP work_hn3zcuyx55c5hluvhowvnqdplm 28 4 port port NN work_hn3zcuyx55c5hluvhowvnqdplm 28 5 experiments experiment NNS work_hn3zcuyx55c5hluvhowvnqdplm 28 6 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 28 7 vary vary VBP work_hn3zcuyx55c5hluvhowvnqdplm 28 8 supervision supervision NN work_hn3zcuyx55c5hluvhowvnqdplm 28 9 type type NN work_hn3zcuyx55c5hluvhowvnqdplm 28 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 28 11 finding find VBG work_hn3zcuyx55c5hluvhowvnqdplm 28 12 that that IN work_hn3zcuyx55c5hluvhowvnqdplm 28 13 observing observe VBG work_hn3zcuyx55c5hluvhowvnqdplm 28 14 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 28 15 final final JJ work_hn3zcuyx55c5hluvhowvnqdplm 28 16 position position NN work_hn3zcuyx55c5hluvhowvnqdplm 28 17 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 28 18 an an DT work_hn3zcuyx55c5hluvhowvnqdplm 28 19 instruction instruction NN work_hn3zcuyx55c5hluvhowvnqdplm 28 20 ex- ex- CC work_hn3zcuyx55c5hluvhowvnqdplm 28 21 ecution ecution NN work_hn3zcuyx55c5hluvhowvnqdplm 28 22 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 28 23 nearly nearly RB work_hn3zcuyx55c5hluvhowvnqdplm 28 24 as as RB work_hn3zcuyx55c5hluvhowvnqdplm 28 25 informative informative JJ work_hn3zcuyx55c5hluvhowvnqdplm 28 26 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 28 27 observing observe VBG work_hn3zcuyx55c5hluvhowvnqdplm 28 28 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 28 29 en- en- NNP work_hn3zcuyx55c5hluvhowvnqdplm 28 30 tire tire NN work_hn3zcuyx55c5hluvhowvnqdplm 28 31 path path NN work_hn3zcuyx55c5hluvhowvnqdplm 28 32 . . . work_hn3zcuyx55c5hluvhowvnqdplm 29 1 Finally finally RB work_hn3zcuyx55c5hluvhowvnqdplm 29 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 29 3 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 29 4 present present VBP work_hn3zcuyx55c5hluvhowvnqdplm 29 5 improved improve VBN work_hn3zcuyx55c5hluvhowvnqdplm 29 6 results result NNS work_hn3zcuyx55c5hluvhowvnqdplm 29 7 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 29 8 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 29 9 new new JJ work_hn3zcuyx55c5hluvhowvnqdplm 29 10 version version NN work_hn3zcuyx55c5hluvhowvnqdplm 29 11 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 29 12 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 29 13 MacMahon MacMahon NNP work_hn3zcuyx55c5hluvhowvnqdplm 29 14 et et NNP work_hn3zcuyx55c5hluvhowvnqdplm 29 15 al al NNP work_hn3zcuyx55c5hluvhowvnqdplm 29 16 . . . work_hn3zcuyx55c5hluvhowvnqdplm 30 1 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 30 2 2006 2006 CD work_hn3zcuyx55c5hluvhowvnqdplm 30 3 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 30 4 corpus corpus NNP work_hn3zcuyx55c5hluvhowvnqdplm 30 5 , , , work_hn3zcuyx55c5hluvhowvnqdplm 30 6 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 30 7 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 30 8 filtered filter VBD work_hn3zcuyx55c5hluvhowvnqdplm 30 9 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 30 10 include include VB work_hn3zcuyx55c5hluvhowvnqdplm 30 11 only only JJ work_hn3zcuyx55c5hluvhowvnqdplm 30 12 executable executable JJ work_hn3zcuyx55c5hluvhowvnqdplm 30 13 instruc- instruc- NN work_hn3zcuyx55c5hluvhowvnqdplm 30 14 tions tion NNS work_hn3zcuyx55c5hluvhowvnqdplm 30 15 paired pair VBN work_hn3zcuyx55c5hluvhowvnqdplm 30 16 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 30 17 correct correct JJ work_hn3zcuyx55c5hluvhowvnqdplm 30 18 traces trace NNS work_hn3zcuyx55c5hluvhowvnqdplm 30 19 . . . work_hn3zcuyx55c5hluvhowvnqdplm 31 1 2 2 CD work_hn3zcuyx55c5hluvhowvnqdplm 31 2 Technical Technical NNP work_hn3zcuyx55c5hluvhowvnqdplm 31 3 Overview Overview NNP work_hn3zcuyx55c5hluvhowvnqdplm 31 4 Task Task NNP work_hn3zcuyx55c5hluvhowvnqdplm 31 5 Let let VB work_hn3zcuyx55c5hluvhowvnqdplm 31 6 S S NNP work_hn3zcuyx55c5hluvhowvnqdplm 31 7 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 31 8 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 31 9 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 31 10 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 31 11 possible possible JJ work_hn3zcuyx55c5hluvhowvnqdplm 31 12 environment environment NN work_hn3zcuyx55c5hluvhowvnqdplm 31 13 states state NNS work_hn3zcuyx55c5hluvhowvnqdplm 31 14 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 31 15 A a DT work_hn3zcuyx55c5hluvhowvnqdplm 31 16 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 31 17 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 31 18 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 31 19 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 31 20 possible possible JJ work_hn3zcuyx55c5hluvhowvnqdplm 31 21 actions action NNS work_hn3zcuyx55c5hluvhowvnqdplm 31 22 . . . work_hn3zcuyx55c5hluvhowvnqdplm 32 1 Given give VBN work_hn3zcuyx55c5hluvhowvnqdplm 32 2 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 32 3 start start NN work_hn3zcuyx55c5hluvhowvnqdplm 32 4 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 32 5 s s NN work_hn3zcuyx55c5hluvhowvnqdplm 32 6 ∈ ∈ NNP work_hn3zcuyx55c5hluvhowvnqdplm 32 7 S S NNP work_hn3zcuyx55c5hluvhowvnqdplm 32 8 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 32 9 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 32 10 natural natural JJ work_hn3zcuyx55c5hluvhowvnqdplm 32 11 language language NN work_hn3zcuyx55c5hluvhowvnqdplm 32 12 instruc- instruc- NN work_hn3zcuyx55c5hluvhowvnqdplm 32 13 tion tion NN work_hn3zcuyx55c5hluvhowvnqdplm 32 14 x x NNS work_hn3zcuyx55c5hluvhowvnqdplm 32 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 32 16 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 32 17 aim aim VBP work_hn3zcuyx55c5hluvhowvnqdplm 32 18 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 32 19 generate generate VB work_hn3zcuyx55c5hluvhowvnqdplm 32 20 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 32 21 sequence sequence NN work_hn3zcuyx55c5hluvhowvnqdplm 32 22 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 32 23 actions action NNS work_hn3zcuyx55c5hluvhowvnqdplm 32 24 ~a ~a . work_hn3zcuyx55c5hluvhowvnqdplm 32 25 = = SYM work_hn3zcuyx55c5hluvhowvnqdplm 32 26 〈 〈 NNP work_hn3zcuyx55c5hluvhowvnqdplm 32 27 a1 a1 NNP work_hn3zcuyx55c5hluvhowvnqdplm 32 28 , , , work_hn3zcuyx55c5hluvhowvnqdplm 32 29 . . . work_hn3zcuyx55c5hluvhowvnqdplm 33 1 . . . work_hn3zcuyx55c5hluvhowvnqdplm 34 1 . . . work_hn3zcuyx55c5hluvhowvnqdplm 35 1 , , , work_hn3zcuyx55c5hluvhowvnqdplm 35 2 an an DT work_hn3zcuyx55c5hluvhowvnqdplm 35 3 〉 〉 NNP work_hn3zcuyx55c5hluvhowvnqdplm 35 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 35 5 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 35 6 each each DT work_hn3zcuyx55c5hluvhowvnqdplm 35 7 ai ai VB work_hn3zcuyx55c5hluvhowvnqdplm 35 8 ∈ ∈ NNP work_hn3zcuyx55c5hluvhowvnqdplm 35 9 A A NNP work_hn3zcuyx55c5hluvhowvnqdplm 35 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 35 11 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 35 12 performs perform VBZ work_hn3zcuyx55c5hluvhowvnqdplm 35 13 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 35 14 steps step NNS work_hn3zcuyx55c5hluvhowvnqdplm 35 15 described describe VBN work_hn3zcuyx55c5hluvhowvnqdplm 35 16 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 35 17 x. x. NNP work_hn3zcuyx55c5hluvhowvnqdplm 36 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 36 2 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 36 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 36 4 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 36 5 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 36 6 navigation navigation NN work_hn3zcuyx55c5hluvhowvnqdplm 36 7 domain domain NN work_hn3zcuyx55c5hluvhowvnqdplm 36 8 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 36 9 MacMa- MacMa- NNP work_hn3zcuyx55c5hluvhowvnqdplm 36 10 hon hon NNP work_hn3zcuyx55c5hluvhowvnqdplm 36 11 et et NNP work_hn3zcuyx55c5hluvhowvnqdplm 36 12 al al NNP work_hn3zcuyx55c5hluvhowvnqdplm 36 13 . . NNP work_hn3zcuyx55c5hluvhowvnqdplm 36 14 , , , work_hn3zcuyx55c5hluvhowvnqdplm 36 15 2006 2006 CD work_hn3zcuyx55c5hluvhowvnqdplm 36 16 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 36 17 , , , work_hn3zcuyx55c5hluvhowvnqdplm 36 18 S S NNP work_hn3zcuyx55c5hluvhowvnqdplm 36 19 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 36 20 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 36 21 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 36 22 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 36 23 positions position NNS work_hn3zcuyx55c5hluvhowvnqdplm 36 24 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 36 25 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 36 26 map map NN work_hn3zcuyx55c5hluvhowvnqdplm 36 27 . . . work_hn3zcuyx55c5hluvhowvnqdplm 37 1 Each each DT work_hn3zcuyx55c5hluvhowvnqdplm 37 2 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 37 3 s s POS work_hn3zcuyx55c5hluvhowvnqdplm 37 4 = = NN work_hn3zcuyx55c5hluvhowvnqdplm 37 5 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 37 6 x x NNP work_hn3zcuyx55c5hluvhowvnqdplm 37 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 37 8 y y NNP work_hn3zcuyx55c5hluvhowvnqdplm 37 9 , , , work_hn3zcuyx55c5hluvhowvnqdplm 37 10 o o NN work_hn3zcuyx55c5hluvhowvnqdplm 37 11 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 37 12 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 37 13 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 37 14 triple triple JJ work_hn3zcuyx55c5hluvhowvnqdplm 37 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 37 16 where where WRB work_hn3zcuyx55c5hluvhowvnqdplm 37 17 x x NNP work_hn3zcuyx55c5hluvhowvnqdplm 37 18 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 37 19 y y NNP work_hn3zcuyx55c5hluvhowvnqdplm 37 20 are be VBP work_hn3zcuyx55c5hluvhowvnqdplm 37 21 integer integer NN work_hn3zcuyx55c5hluvhowvnqdplm 37 22 grid grid NN work_hn3zcuyx55c5hluvhowvnqdplm 37 23 coordinates coordinate NNS work_hn3zcuyx55c5hluvhowvnqdplm 37 24 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 37 25 o o NN work_hn3zcuyx55c5hluvhowvnqdplm 37 26 ∈{0 ∈{0 NNP work_hn3zcuyx55c5hluvhowvnqdplm 37 27 , , , work_hn3zcuyx55c5hluvhowvnqdplm 37 28 90 90 CD work_hn3zcuyx55c5hluvhowvnqdplm 37 29 , , , work_hn3zcuyx55c5hluvhowvnqdplm 37 30 180 180 CD work_hn3zcuyx55c5hluvhowvnqdplm 37 31 , , , work_hn3zcuyx55c5hluvhowvnqdplm 37 32 270 270 CD work_hn3zcuyx55c5hluvhowvnqdplm 37 33 } } -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 37 34 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 37 35 an an DT work_hn3zcuyx55c5hluvhowvnqdplm 37 36 orientation orientation NN work_hn3zcuyx55c5hluvhowvnqdplm 37 37 . . . work_hn3zcuyx55c5hluvhowvnqdplm 38 1 Figure figure NN work_hn3zcuyx55c5hluvhowvnqdplm 38 2 2 2 CD work_hn3zcuyx55c5hluvhowvnqdplm 38 3 shows show VBZ work_hn3zcuyx55c5hluvhowvnqdplm 38 4 an an DT work_hn3zcuyx55c5hluvhowvnqdplm 38 5 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 38 6 map map NN work_hn3zcuyx55c5hluvhowvnqdplm 38 7 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 38 8 36 36 CD work_hn3zcuyx55c5hluvhowvnqdplm 38 9 states state NNS work_hn3zcuyx55c5hluvhowvnqdplm 38 10 ; ; : work_hn3zcuyx55c5hluvhowvnqdplm 38 11 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 38 12 ones one NNS work_hn3zcuyx55c5hluvhowvnqdplm 38 13 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 38 14 use use VBP work_hn3zcuyx55c5hluvhowvnqdplm 38 15 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 38 16 our -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 38 17 experiments experiment NNS work_hn3zcuyx55c5hluvhowvnqdplm 38 18 con- con- NN work_hn3zcuyx55c5hluvhowvnqdplm 38 19 tain tain VBP work_hn3zcuyx55c5hluvhowvnqdplm 38 20 an an DT work_hn3zcuyx55c5hluvhowvnqdplm 38 21 average average NN work_hn3zcuyx55c5hluvhowvnqdplm 38 22 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 38 23 141 141 CD work_hn3zcuyx55c5hluvhowvnqdplm 38 24 . . . work_hn3zcuyx55c5hluvhowvnqdplm 39 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 39 2 space space NN work_hn3zcuyx55c5hluvhowvnqdplm 39 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 39 4 possible possible JJ work_hn3zcuyx55c5hluvhowvnqdplm 39 5 actions action NNS work_hn3zcuyx55c5hluvhowvnqdplm 39 6 A a NN work_hn3zcuyx55c5hluvhowvnqdplm 39 7 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 39 8 { { -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 39 9 LEFT left NN work_hn3zcuyx55c5hluvhowvnqdplm 39 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 39 11 RIGHT right UH work_hn3zcuyx55c5hluvhowvnqdplm 39 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 39 13 MOVE MOVE NNP work_hn3zcuyx55c5hluvhowvnqdplm 39 14 , , , work_hn3zcuyx55c5hluvhowvnqdplm 39 15 NULL NULL NNP work_hn3zcuyx55c5hluvhowvnqdplm 39 16 } } -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 39 17 . . . work_hn3zcuyx55c5hluvhowvnqdplm 40 1 Actions action NNS work_hn3zcuyx55c5hluvhowvnqdplm 40 2 change change VBP work_hn3zcuyx55c5hluvhowvnqdplm 40 3 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 40 4 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 40 5 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 40 6 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 40 7 world world NN work_hn3zcuyx55c5hluvhowvnqdplm 40 8 according accord VBG work_hn3zcuyx55c5hluvhowvnqdplm 40 9 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 40 10 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 40 11 transition transition NN work_hn3zcuyx55c5hluvhowvnqdplm 40 12 func- func- JJ work_hn3zcuyx55c5hluvhowvnqdplm 40 13 tion tion NN work_hn3zcuyx55c5hluvhowvnqdplm 40 14 T T NNP work_hn3zcuyx55c5hluvhowvnqdplm 40 15 : : : work_hn3zcuyx55c5hluvhowvnqdplm 40 16 A×S A×S `` work_hn3zcuyx55c5hluvhowvnqdplm 40 17 → → NFP work_hn3zcuyx55c5hluvhowvnqdplm 40 18 S. S. NNP work_hn3zcuyx55c5hluvhowvnqdplm 40 19 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 40 20 our -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 40 21 navigation navigation NN work_hn3zcuyx55c5hluvhowvnqdplm 40 22 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 40 23 , , , work_hn3zcuyx55c5hluvhowvnqdplm 40 24 moving move VBG work_hn3zcuyx55c5hluvhowvnqdplm 40 25 forward forward RB work_hn3zcuyx55c5hluvhowvnqdplm 40 26 can can MD work_hn3zcuyx55c5hluvhowvnqdplm 40 27 change change VB work_hn3zcuyx55c5hluvhowvnqdplm 40 28 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 40 29 x x NN work_hn3zcuyx55c5hluvhowvnqdplm 40 30 or or CC work_hn3zcuyx55c5hluvhowvnqdplm 40 31 y y NNP work_hn3zcuyx55c5hluvhowvnqdplm 40 32 coordinates coordinate NNS work_hn3zcuyx55c5hluvhowvnqdplm 40 33 while while IN work_hn3zcuyx55c5hluvhowvnqdplm 40 34 turning turn VBG work_hn3zcuyx55c5hluvhowvnqdplm 40 35 changes change NNS work_hn3zcuyx55c5hluvhowvnqdplm 40 36 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 40 37 orientation orientation NN work_hn3zcuyx55c5hluvhowvnqdplm 40 38 o. o. NN work_hn3zcuyx55c5hluvhowvnqdplm 41 1 Model model NN work_hn3zcuyx55c5hluvhowvnqdplm 41 2 To to TO work_hn3zcuyx55c5hluvhowvnqdplm 41 3 map map VB work_hn3zcuyx55c5hluvhowvnqdplm 41 4 instructions instruction NNS work_hn3zcuyx55c5hluvhowvnqdplm 41 5 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 41 6 actions action NNS work_hn3zcuyx55c5hluvhowvnqdplm 41 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 41 8 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 41 9 jointly jointly RB work_hn3zcuyx55c5hluvhowvnqdplm 41 10 reason reason VBP work_hn3zcuyx55c5hluvhowvnqdplm 41 11 about about IN work_hn3zcuyx55c5hluvhowvnqdplm 41 12 linguistic linguistic JJ work_hn3zcuyx55c5hluvhowvnqdplm 41 13 meaning meaning NN work_hn3zcuyx55c5hluvhowvnqdplm 41 14 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 41 15 action action NN work_hn3zcuyx55c5hluvhowvnqdplm 41 16 execu- execu- XX work_hn3zcuyx55c5hluvhowvnqdplm 41 17 tion tion NN work_hn3zcuyx55c5hluvhowvnqdplm 41 18 . . . work_hn3zcuyx55c5hluvhowvnqdplm 42 1 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 42 2 use use VBP work_hn3zcuyx55c5hluvhowvnqdplm 42 3 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 42 4 weighted weighted JJ work_hn3zcuyx55c5hluvhowvnqdplm 42 5 CCG CCG NNP work_hn3zcuyx55c5hluvhowvnqdplm 42 6 grammar grammar NN work_hn3zcuyx55c5hluvhowvnqdplm 42 7 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 42 8 rank rank VB work_hn3zcuyx55c5hluvhowvnqdplm 42 9 pos- pos- XX work_hn3zcuyx55c5hluvhowvnqdplm 42 10 sible sible NNP work_hn3zcuyx55c5hluvhowvnqdplm 42 11 meanings meaning NNS work_hn3zcuyx55c5hluvhowvnqdplm 42 12 z z NNP work_hn3zcuyx55c5hluvhowvnqdplm 42 13 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 42 14 each each DT work_hn3zcuyx55c5hluvhowvnqdplm 42 15 instruction instruction NN work_hn3zcuyx55c5hluvhowvnqdplm 42 16 x. x. NN work_hn3zcuyx55c5hluvhowvnqdplm 43 1 Section section NN work_hn3zcuyx55c5hluvhowvnqdplm 43 2 6 6 CD work_hn3zcuyx55c5hluvhowvnqdplm 43 3 defines define VBZ work_hn3zcuyx55c5hluvhowvnqdplm 43 4 how how WRB work_hn3zcuyx55c5hluvhowvnqdplm 43 5 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 43 6 design design VB work_hn3zcuyx55c5hluvhowvnqdplm 43 7 such such JJ work_hn3zcuyx55c5hluvhowvnqdplm 43 8 grammars grammar NNS work_hn3zcuyx55c5hluvhowvnqdplm 43 9 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 43 10 instruc- instruc- NNP work_hn3zcuyx55c5hluvhowvnqdplm 43 11 tional tional JJ work_hn3zcuyx55c5hluvhowvnqdplm 43 12 language language NN work_hn3zcuyx55c5hluvhowvnqdplm 43 13 . . . work_hn3zcuyx55c5hluvhowvnqdplm 44 1 Each each DT work_hn3zcuyx55c5hluvhowvnqdplm 44 2 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 44 3 form form NN work_hn3zcuyx55c5hluvhowvnqdplm 44 4 z z NN work_hn3zcuyx55c5hluvhowvnqdplm 44 5 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 44 6 mapped map VBN work_hn3zcuyx55c5hluvhowvnqdplm 44 7 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 44 8 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 44 9 sequence sequence NN work_hn3zcuyx55c5hluvhowvnqdplm 44 10 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 44 11 actions action NNS work_hn3zcuyx55c5hluvhowvnqdplm 44 12 ~a ~a . work_hn3zcuyx55c5hluvhowvnqdplm 44 13 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 44 14 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 44 15 deterministic deterministic JJ work_hn3zcuyx55c5hluvhowvnqdplm 44 16 executor executor NN work_hn3zcuyx55c5hluvhowvnqdplm 44 17 , , , work_hn3zcuyx55c5hluvhowvnqdplm 44 18 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 44 19 described describe VBN work_hn3zcuyx55c5hluvhowvnqdplm 44 20 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 44 21 Section Section NNP work_hn3zcuyx55c5hluvhowvnqdplm 44 22 7 7 CD work_hn3zcuyx55c5hluvhowvnqdplm 44 23 . . . work_hn3zcuyx55c5hluvhowvnqdplm 45 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 45 2 final final JJ work_hn3zcuyx55c5hluvhowvnqdplm 45 3 grounded ground VBN work_hn3zcuyx55c5hluvhowvnqdplm 45 4 CCG CCG NNP work_hn3zcuyx55c5hluvhowvnqdplm 45 5 model model NN work_hn3zcuyx55c5hluvhowvnqdplm 45 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 45 7 detailed detail VBN work_hn3zcuyx55c5hluvhowvnqdplm 45 8 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 45 9 Section Section NNP work_hn3zcuyx55c5hluvhowvnqdplm 45 10 6.3 6.3 CD work_hn3zcuyx55c5hluvhowvnqdplm 45 11 , , , work_hn3zcuyx55c5hluvhowvnqdplm 45 12 jointly jointly RB work_hn3zcuyx55c5hluvhowvnqdplm 45 13 constructs construct NNS work_hn3zcuyx55c5hluvhowvnqdplm 45 14 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 45 15 scores score NNS work_hn3zcuyx55c5hluvhowvnqdplm 45 16 z z NNP work_hn3zcuyx55c5hluvhowvnqdplm 45 17 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 45 18 ~a ~a NNP work_hn3zcuyx55c5hluvhowvnqdplm 45 19 , , , work_hn3zcuyx55c5hluvhowvnqdplm 45 20 allowing allow VBG work_hn3zcuyx55c5hluvhowvnqdplm 45 21 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 45 22 robust robust RB work_hn3zcuyx55c5hluvhowvnqdplm 45 23 situated situate VBN work_hn3zcuyx55c5hluvhowvnqdplm 45 24 reason- reason- NNP work_hn3zcuyx55c5hluvhowvnqdplm 45 25 ing ing NNP work_hn3zcuyx55c5hluvhowvnqdplm 45 26 during during IN work_hn3zcuyx55c5hluvhowvnqdplm 45 27 semantic semantic JJ work_hn3zcuyx55c5hluvhowvnqdplm 45 28 interpretation interpretation NN work_hn3zcuyx55c5hluvhowvnqdplm 45 29 . . . work_hn3zcuyx55c5hluvhowvnqdplm 46 1 Learning learn VBG work_hn3zcuyx55c5hluvhowvnqdplm 46 2 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 46 3 assume assume VBP work_hn3zcuyx55c5hluvhowvnqdplm 46 4 access access NN work_hn3zcuyx55c5hluvhowvnqdplm 46 5 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 46 6 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 46 7 training training NN work_hn3zcuyx55c5hluvhowvnqdplm 46 8 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 46 9 con- con- NN work_hn3zcuyx55c5hluvhowvnqdplm 46 10 taining taine VBG work_hn3zcuyx55c5hluvhowvnqdplm 46 11 n n NN work_hn3zcuyx55c5hluvhowvnqdplm 46 12 examples example NNS work_hn3zcuyx55c5hluvhowvnqdplm 46 13 { { -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 46 14 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 46 15 xi xi NNP work_hn3zcuyx55c5hluvhowvnqdplm 46 16 , , , work_hn3zcuyx55c5hluvhowvnqdplm 46 17 si si UH work_hn3zcuyx55c5hluvhowvnqdplm 46 18 , , , work_hn3zcuyx55c5hluvhowvnqdplm 46 19 Vi Vi NNP work_hn3zcuyx55c5hluvhowvnqdplm 46 20 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 46 21 : : : work_hn3zcuyx55c5hluvhowvnqdplm 46 22 i i PRP work_hn3zcuyx55c5hluvhowvnqdplm 46 23 = = SYM work_hn3zcuyx55c5hluvhowvnqdplm 46 24 1 1 CD work_hn3zcuyx55c5hluvhowvnqdplm 46 25 . . . work_hn3zcuyx55c5hluvhowvnqdplm 47 1 . . . work_hn3zcuyx55c5hluvhowvnqdplm 48 1 .n .n NFP work_hn3zcuyx55c5hluvhowvnqdplm 48 2 } } -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 48 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 48 4 each each DT work_hn3zcuyx55c5hluvhowvnqdplm 48 5 containing contain VBG work_hn3zcuyx55c5hluvhowvnqdplm 48 6 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 48 7 natural natural JJ work_hn3zcuyx55c5hluvhowvnqdplm 48 8 language language NN work_hn3zcuyx55c5hluvhowvnqdplm 48 9 sentence sentence NN work_hn3zcuyx55c5hluvhowvnqdplm 48 10 xi xi NNP work_hn3zcuyx55c5hluvhowvnqdplm 48 11 , , , work_hn3zcuyx55c5hluvhowvnqdplm 48 12 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 48 13 start start NN work_hn3zcuyx55c5hluvhowvnqdplm 48 14 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 48 15 si si NN work_hn3zcuyx55c5hluvhowvnqdplm 48 16 , , , work_hn3zcuyx55c5hluvhowvnqdplm 48 17 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 48 18 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 48 19 validation validation NN work_hn3zcuyx55c5hluvhowvnqdplm 48 20 function function NN work_hn3zcuyx55c5hluvhowvnqdplm 48 21 Vi Vi NNP work_hn3zcuyx55c5hluvhowvnqdplm 48 22 . . . work_hn3zcuyx55c5hluvhowvnqdplm 49 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 49 2 validation validation NN work_hn3zcuyx55c5hluvhowvnqdplm 49 3 function function NN work_hn3zcuyx55c5hluvhowvnqdplm 49 4 Vi Vi NNP work_hn3zcuyx55c5hluvhowvnqdplm 49 5 : : : work_hn3zcuyx55c5hluvhowvnqdplm 49 6 A a NN work_hn3zcuyx55c5hluvhowvnqdplm 49 7 → → SYM work_hn3zcuyx55c5hluvhowvnqdplm 49 8 { { -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 49 9 0 0 CD work_hn3zcuyx55c5hluvhowvnqdplm 49 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 49 11 1 1 CD work_hn3zcuyx55c5hluvhowvnqdplm 49 12 } } -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 49 13 maps map VBZ work_hn3zcuyx55c5hluvhowvnqdplm 49 14 an an DT work_hn3zcuyx55c5hluvhowvnqdplm 49 15 action action NN work_hn3zcuyx55c5hluvhowvnqdplm 49 16 sequence sequence NN work_hn3zcuyx55c5hluvhowvnqdplm 49 17 ~a ~a . work_hn3zcuyx55c5hluvhowvnqdplm 49 18 ∈ ∈ NNP work_hn3zcuyx55c5hluvhowvnqdplm 49 19 A a NN work_hn3zcuyx55c5hluvhowvnqdplm 49 20 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 49 21 1 1 CD work_hn3zcuyx55c5hluvhowvnqdplm 49 22 if if IN work_hn3zcuyx55c5hluvhowvnqdplm 49 23 it -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 49 24 ’s ’ VBZ work_hn3zcuyx55c5hluvhowvnqdplm 49 25 correct correct JJ work_hn3zcuyx55c5hluvhowvnqdplm 49 26 according accord VBG work_hn3zcuyx55c5hluvhowvnqdplm 49 27 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 49 28 available available JJ work_hn3zcuyx55c5hluvhowvnqdplm 49 29 su- su- XX work_hn3zcuyx55c5hluvhowvnqdplm 49 30 pervision pervision NN work_hn3zcuyx55c5hluvhowvnqdplm 49 31 , , , work_hn3zcuyx55c5hluvhowvnqdplm 49 32 or or CC work_hn3zcuyx55c5hluvhowvnqdplm 49 33 0 0 CD work_hn3zcuyx55c5hluvhowvnqdplm 49 34 otherwise otherwise RB work_hn3zcuyx55c5hluvhowvnqdplm 49 35 . . . work_hn3zcuyx55c5hluvhowvnqdplm 50 1 This this DT work_hn3zcuyx55c5hluvhowvnqdplm 50 2 training training NN work_hn3zcuyx55c5hluvhowvnqdplm 50 3 data datum NNS work_hn3zcuyx55c5hluvhowvnqdplm 50 4 contains contain VBZ work_hn3zcuyx55c5hluvhowvnqdplm 50 5 no no DT work_hn3zcuyx55c5hluvhowvnqdplm 50 6 direct direct JJ work_hn3zcuyx55c5hluvhowvnqdplm 50 7 evidence evidence NN work_hn3zcuyx55c5hluvhowvnqdplm 50 8 about about IN work_hn3zcuyx55c5hluvhowvnqdplm 50 9 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 50 10 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 50 11 form form NN work_hn3zcuyx55c5hluvhowvnqdplm 50 12 zi zi NNP work_hn3zcuyx55c5hluvhowvnqdplm 50 13 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 50 14 each each DT work_hn3zcuyx55c5hluvhowvnqdplm 50 15 xi xi NNP work_hn3zcuyx55c5hluvhowvnqdplm 50 16 , , , work_hn3zcuyx55c5hluvhowvnqdplm 50 17 or or CC work_hn3zcuyx55c5hluvhowvnqdplm 50 18 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 50 19 grounded ground VBN work_hn3zcuyx55c5hluvhowvnqdplm 50 20 CCG CCG NNP work_hn3zcuyx55c5hluvhowvnqdplm 50 21 analysis analysis NN work_hn3zcuyx55c5hluvhowvnqdplm 50 22 used use VBN work_hn3zcuyx55c5hluvhowvnqdplm 50 23 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 50 24 construct construct VB work_hn3zcuyx55c5hluvhowvnqdplm 50 25 zi zi NN work_hn3zcuyx55c5hluvhowvnqdplm 50 26 . . . work_hn3zcuyx55c5hluvhowvnqdplm 51 1 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 51 2 model model VBP work_hn3zcuyx55c5hluvhowvnqdplm 51 3 all all PDT work_hn3zcuyx55c5hluvhowvnqdplm 51 4 these these DT work_hn3zcuyx55c5hluvhowvnqdplm 51 5 choices choice NNS work_hn3zcuyx55c5hluvhowvnqdplm 51 6 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 51 7 latent latent NN work_hn3zcuyx55c5hluvhowvnqdplm 51 8 variables variable NNS work_hn3zcuyx55c5hluvhowvnqdplm 51 9 . . . work_hn3zcuyx55c5hluvhowvnqdplm 52 1 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 52 2 experiment experiment VBP work_hn3zcuyx55c5hluvhowvnqdplm 52 3 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 52 4 two two CD work_hn3zcuyx55c5hluvhowvnqdplm 52 5 validation validation NN work_hn3zcuyx55c5hluvhowvnqdplm 52 6 functions function NNS work_hn3zcuyx55c5hluvhowvnqdplm 52 7 . . . work_hn3zcuyx55c5hluvhowvnqdplm 53 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 53 2 first first JJ work_hn3zcuyx55c5hluvhowvnqdplm 53 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 53 4 VD(~a vd(~a FW work_hn3zcuyx55c5hluvhowvnqdplm 53 5 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 53 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 53 7 has have VBZ work_hn3zcuyx55c5hluvhowvnqdplm 53 8 access access NN work_hn3zcuyx55c5hluvhowvnqdplm 53 9 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 53 10 an an DT work_hn3zcuyx55c5hluvhowvnqdplm 53 11 observable observable JJ work_hn3zcuyx55c5hluvhowvnqdplm 53 12 demonstra- demonstra- JJ work_hn3zcuyx55c5hluvhowvnqdplm 53 13 tion tion NN work_hn3zcuyx55c5hluvhowvnqdplm 53 14 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 53 15 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 53 16 execution execution NN work_hn3zcuyx55c5hluvhowvnqdplm 53 17 ~ai ~ai NNP work_hn3zcuyx55c5hluvhowvnqdplm 53 18 , , , work_hn3zcuyx55c5hluvhowvnqdplm 53 19 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 53 20 given give VBN work_hn3zcuyx55c5hluvhowvnqdplm 53 21 ~a ~a NNP work_hn3zcuyx55c5hluvhowvnqdplm 53 22 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 53 23 valid valid JJ work_hn3zcuyx55c5hluvhowvnqdplm 53 24 iff iff NN work_hn3zcuyx55c5hluvhowvnqdplm 53 25 ~a ~a NNP work_hn3zcuyx55c5hluvhowvnqdplm 53 26 = = SYM work_hn3zcuyx55c5hluvhowvnqdplm 53 27 ~ai ~ai FW work_hn3zcuyx55c5hluvhowvnqdplm 53 28 . . . work_hn3zcuyx55c5hluvhowvnqdplm 54 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 54 2 second second JJ work_hn3zcuyx55c5hluvhowvnqdplm 54 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 54 4 VSi VSi NNP work_hn3zcuyx55c5hluvhowvnqdplm 54 5 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 54 6 ~a ~a NNP work_hn3zcuyx55c5hluvhowvnqdplm 54 7 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 54 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 54 9 only only RB work_hn3zcuyx55c5hluvhowvnqdplm 54 10 encodes encode VBZ work_hn3zcuyx55c5hluvhowvnqdplm 54 11 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 54 12 final final JJ work_hn3zcuyx55c5hluvhowvnqdplm 54 13 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 54 14 s′i s′i ADD work_hn3zcuyx55c5hluvhowvnqdplm 54 15 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 54 16 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 54 17 execution execution NN work_hn3zcuyx55c5hluvhowvnqdplm 54 18 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 54 19 x x NNS work_hn3zcuyx55c5hluvhowvnqdplm 54 20 , , , work_hn3zcuyx55c5hluvhowvnqdplm 54 21 therefore therefore RB work_hn3zcuyx55c5hluvhowvnqdplm 54 22 ~a ~a NNP work_hn3zcuyx55c5hluvhowvnqdplm 54 23 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 54 24 valid valid JJ work_hn3zcuyx55c5hluvhowvnqdplm 54 25 iff iff NN work_hn3zcuyx55c5hluvhowvnqdplm 54 26 its -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 54 27 final final JJ work_hn3zcuyx55c5hluvhowvnqdplm 54 28 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 54 29 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 54 30 s′i s′i ADD work_hn3zcuyx55c5hluvhowvnqdplm 54 31 . . . work_hn3zcuyx55c5hluvhowvnqdplm 55 1 Since since IN work_hn3zcuyx55c5hluvhowvnqdplm 55 2 numerous numerous JJ work_hn3zcuyx55c5hluvhowvnqdplm 55 3 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 55 4 forms form NNS work_hn3zcuyx55c5hluvhowvnqdplm 55 5 often often RB work_hn3zcuyx55c5hluvhowvnqdplm 55 6 ex- ex- RB work_hn3zcuyx55c5hluvhowvnqdplm 55 7 ecute ecute VBP work_hn3zcuyx55c5hluvhowvnqdplm 55 8 identically identically RB work_hn3zcuyx55c5hluvhowvnqdplm 55 9 , , , work_hn3zcuyx55c5hluvhowvnqdplm 55 10 both both DT work_hn3zcuyx55c5hluvhowvnqdplm 55 11 functions function NNS work_hn3zcuyx55c5hluvhowvnqdplm 55 12 provide provide VBP work_hn3zcuyx55c5hluvhowvnqdplm 55 13 highly highly RB work_hn3zcuyx55c5hluvhowvnqdplm 55 14 am- am- JJ work_hn3zcuyx55c5hluvhowvnqdplm 55 15 biguous biguous JJ work_hn3zcuyx55c5hluvhowvnqdplm 55 16 supervision supervision NN work_hn3zcuyx55c5hluvhowvnqdplm 55 17 . . . work_hn3zcuyx55c5hluvhowvnqdplm 56 1 Evaluation evaluation NN work_hn3zcuyx55c5hluvhowvnqdplm 56 2 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 56 3 evaluate evaluate VBP work_hn3zcuyx55c5hluvhowvnqdplm 56 4 task task NN work_hn3zcuyx55c5hluvhowvnqdplm 56 5 completion completion NN work_hn3zcuyx55c5hluvhowvnqdplm 56 6 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 56 7 sin- sin- JJ work_hn3zcuyx55c5hluvhowvnqdplm 56 8 gle gle JJ work_hn3zcuyx55c5hluvhowvnqdplm 56 9 instructions instruction NNS work_hn3zcuyx55c5hluvhowvnqdplm 56 10 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 56 11 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 56 12 test test NN work_hn3zcuyx55c5hluvhowvnqdplm 56 13 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 56 14 { { -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 56 15 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 56 16 xi xi NNP work_hn3zcuyx55c5hluvhowvnqdplm 56 17 , , , work_hn3zcuyx55c5hluvhowvnqdplm 56 18 si si NN work_hn3zcuyx55c5hluvhowvnqdplm 56 19 , , , work_hn3zcuyx55c5hluvhowvnqdplm 56 20 s′i s′i ADD work_hn3zcuyx55c5hluvhowvnqdplm 56 21 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 56 22 : : : work_hn3zcuyx55c5hluvhowvnqdplm 56 23 i i PRP work_hn3zcuyx55c5hluvhowvnqdplm 56 24 = = SYM work_hn3zcuyx55c5hluvhowvnqdplm 56 25 1 1 CD work_hn3zcuyx55c5hluvhowvnqdplm 56 26 . . . work_hn3zcuyx55c5hluvhowvnqdplm 57 1 . . . work_hn3zcuyx55c5hluvhowvnqdplm 58 1 .n .n NFP work_hn3zcuyx55c5hluvhowvnqdplm 58 2 } } -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 58 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 58 4 where where WRB work_hn3zcuyx55c5hluvhowvnqdplm 58 5 s′i s′i ADD work_hn3zcuyx55c5hluvhowvnqdplm 58 6 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 58 7 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 58 8 final final JJ work_hn3zcuyx55c5hluvhowvnqdplm 58 9 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 58 10 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 58 11 an an DT work_hn3zcuyx55c5hluvhowvnqdplm 58 12 oracle oracle JJ work_hn3zcuyx55c5hluvhowvnqdplm 58 13 agent agent NN work_hn3zcuyx55c5hluvhowvnqdplm 58 14 following follow VBG work_hn3zcuyx55c5hluvhowvnqdplm 58 15 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 58 16 execution execution NN work_hn3zcuyx55c5hluvhowvnqdplm 58 17 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 58 18 xi xi NNP work_hn3zcuyx55c5hluvhowvnqdplm 58 19 starting start VBG work_hn3zcuyx55c5hluvhowvnqdplm 58 20 at at IN work_hn3zcuyx55c5hluvhowvnqdplm 58 21 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 58 22 si si NN work_hn3zcuyx55c5hluvhowvnqdplm 58 23 . . . work_hn3zcuyx55c5hluvhowvnqdplm 59 1 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 59 2 will will MD work_hn3zcuyx55c5hluvhowvnqdplm 59 3 also also RB work_hn3zcuyx55c5hluvhowvnqdplm 59 4 report report VB work_hn3zcuyx55c5hluvhowvnqdplm 59 5 accuracies accuracy NNS work_hn3zcuyx55c5hluvhowvnqdplm 59 6 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 59 7 correctly correctly RB work_hn3zcuyx55c5hluvhowvnqdplm 59 8 interpreting interpret VBG work_hn3zcuyx55c5hluvhowvnqdplm 59 9 instruction instruction NN work_hn3zcuyx55c5hluvhowvnqdplm 59 10 sequences sequence NNS work_hn3zcuyx55c5hluvhowvnqdplm 59 11 ~x ~x NNP work_hn3zcuyx55c5hluvhowvnqdplm 59 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 59 13 where where WRB work_hn3zcuyx55c5hluvhowvnqdplm 59 14 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 59 15 single single JJ work_hn3zcuyx55c5hluvhowvnqdplm 59 16 error error NN work_hn3zcuyx55c5hluvhowvnqdplm 59 17 can can MD work_hn3zcuyx55c5hluvhowvnqdplm 59 18 cause cause VB work_hn3zcuyx55c5hluvhowvnqdplm 59 19 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 59 20 entire entire JJ work_hn3zcuyx55c5hluvhowvnqdplm 59 21 sequence sequence NN work_hn3zcuyx55c5hluvhowvnqdplm 59 22 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 59 23 fail fail VB work_hn3zcuyx55c5hluvhowvnqdplm 59 24 . . . work_hn3zcuyx55c5hluvhowvnqdplm 60 1 Finally finally RB work_hn3zcuyx55c5hluvhowvnqdplm 60 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 60 3 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 60 4 report report VBP work_hn3zcuyx55c5hluvhowvnqdplm 60 5 accuracy accuracy NN work_hn3zcuyx55c5hluvhowvnqdplm 60 6 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 60 7 recovering recover VBG work_hn3zcuyx55c5hluvhowvnqdplm 60 8 correct correct JJ work_hn3zcuyx55c5hluvhowvnqdplm 60 9 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 60 10 forms form NNS work_hn3zcuyx55c5hluvhowvnqdplm 60 11 zi zi VBP work_hn3zcuyx55c5hluvhowvnqdplm 60 12 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 60 13 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 60 14 manually manually RB work_hn3zcuyx55c5hluvhowvnqdplm 60 15 annotated annotate VBN work_hn3zcuyx55c5hluvhowvnqdplm 60 16 subset subset NN work_hn3zcuyx55c5hluvhowvnqdplm 60 17 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 60 18 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 60 19 test test NN work_hn3zcuyx55c5hluvhowvnqdplm 60 20 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 60 21 . . . work_hn3zcuyx55c5hluvhowvnqdplm 61 1 3 3 CD work_hn3zcuyx55c5hluvhowvnqdplm 61 2 Related related JJ work_hn3zcuyx55c5hluvhowvnqdplm 61 3 Work work NN work_hn3zcuyx55c5hluvhowvnqdplm 61 4 Our -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 61 5 learning learning NN work_hn3zcuyx55c5hluvhowvnqdplm 61 6 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 61 7 inspired inspire VBN work_hn3zcuyx55c5hluvhowvnqdplm 61 8 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 61 9 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 61 10 reinforcement reinforcement NN work_hn3zcuyx55c5hluvhowvnqdplm 61 11 learn- learn- NNP work_hn3zcuyx55c5hluvhowvnqdplm 61 12 ing ing NNP work_hn3zcuyx55c5hluvhowvnqdplm 61 13 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 61 14 RL RL NNP work_hn3zcuyx55c5hluvhowvnqdplm 61 15 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 61 16 approach approach NN work_hn3zcuyx55c5hluvhowvnqdplm 61 17 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 61 18 Branavan Branavan NNP work_hn3zcuyx55c5hluvhowvnqdplm 61 19 et et NNP work_hn3zcuyx55c5hluvhowvnqdplm 61 20 al al NNP work_hn3zcuyx55c5hluvhowvnqdplm 61 21 . . . work_hn3zcuyx55c5hluvhowvnqdplm 62 1 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 62 2 2009 2009 CD work_hn3zcuyx55c5hluvhowvnqdplm 62 3 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 62 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 62 5 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 62 6 related relate VBN work_hn3zcuyx55c5hluvhowvnqdplm 62 7 methods method NNS work_hn3zcuyx55c5hluvhowvnqdplm 62 8 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 62 9 Vogel Vogel NNP work_hn3zcuyx55c5hluvhowvnqdplm 62 10 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 62 11 Jurafsky Jurafsky NNP work_hn3zcuyx55c5hluvhowvnqdplm 62 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 62 13 2010 2010 CD work_hn3zcuyx55c5hluvhowvnqdplm 62 14 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 62 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 62 16 but but CC work_hn3zcuyx55c5hluvhowvnqdplm 62 17 uses use VBZ work_hn3zcuyx55c5hluvhowvnqdplm 62 18 latent latent JJ work_hn3zcuyx55c5hluvhowvnqdplm 62 19 variable variable JJ work_hn3zcuyx55c5hluvhowvnqdplm 62 20 model model NN work_hn3zcuyx55c5hluvhowvnqdplm 62 21 updates update VBZ work_hn3zcuyx55c5hluvhowvnqdplm 62 22 within within IN work_hn3zcuyx55c5hluvhowvnqdplm 62 23 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 62 24 semantic semantic JJ work_hn3zcuyx55c5hluvhowvnqdplm 62 25 parser parser NN work_hn3zcuyx55c5hluvhowvnqdplm 62 26 . . . work_hn3zcuyx55c5hluvhowvnqdplm 63 1 Branavan Branavan NNP work_hn3zcuyx55c5hluvhowvnqdplm 63 2 et et NNP work_hn3zcuyx55c5hluvhowvnqdplm 63 3 al al NNP work_hn3zcuyx55c5hluvhowvnqdplm 63 4 . . . work_hn3zcuyx55c5hluvhowvnqdplm 64 1 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 64 2 2010 2010 CD work_hn3zcuyx55c5hluvhowvnqdplm 64 3 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 64 4 extended extend VBD work_hn3zcuyx55c5hluvhowvnqdplm 64 5 their -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 64 6 RL rl NN work_hn3zcuyx55c5hluvhowvnqdplm 64 7 ap- ap- NN work_hn3zcuyx55c5hluvhowvnqdplm 64 8 proach proach NN work_hn3zcuyx55c5hluvhowvnqdplm 64 9 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 64 10 model model VB work_hn3zcuyx55c5hluvhowvnqdplm 64 11 high high JJ work_hn3zcuyx55c5hluvhowvnqdplm 64 12 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 64 13 level level NN work_hn3zcuyx55c5hluvhowvnqdplm 64 14 instructions instruction NNS work_hn3zcuyx55c5hluvhowvnqdplm 64 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 64 16 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 64 17 cor- cor- RB work_hn3zcuyx55c5hluvhowvnqdplm 64 18 respond respond VB work_hn3zcuyx55c5hluvhowvnqdplm 64 19 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 64 20 implicit implicit JJ work_hn3zcuyx55c5hluvhowvnqdplm 64 21 actions action NNS work_hn3zcuyx55c5hluvhowvnqdplm 64 22 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 64 23 our -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 64 24 domain domain NN work_hn3zcuyx55c5hluvhowvnqdplm 64 25 . . . work_hn3zcuyx55c5hluvhowvnqdplm 65 1 Wei Wei NNP work_hn3zcuyx55c5hluvhowvnqdplm 65 2 et et FW work_hn3zcuyx55c5hluvhowvnqdplm 65 3 al al NNP work_hn3zcuyx55c5hluvhowvnqdplm 65 4 . . . work_hn3zcuyx55c5hluvhowvnqdplm 66 1 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 66 2 2009 2009 CD work_hn3zcuyx55c5hluvhowvnqdplm 66 3 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 66 4 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 66 5 Kollar Kollar NNP work_hn3zcuyx55c5hluvhowvnqdplm 66 6 et et NNP work_hn3zcuyx55c5hluvhowvnqdplm 66 7 al al NNP work_hn3zcuyx55c5hluvhowvnqdplm 66 8 . . . work_hn3zcuyx55c5hluvhowvnqdplm 67 1 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 67 2 2010 2010 CD work_hn3zcuyx55c5hluvhowvnqdplm 67 3 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 67 4 used use VBN work_hn3zcuyx55c5hluvhowvnqdplm 67 5 shallow shallow NN work_hn3zcuyx55c5hluvhowvnqdplm 67 6 linguis- linguis- NNP work_hn3zcuyx55c5hluvhowvnqdplm 67 7 tic tic JJ work_hn3zcuyx55c5hluvhowvnqdplm 67 8 representations representation NNS work_hn3zcuyx55c5hluvhowvnqdplm 67 9 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 67 10 instructions instruction NNS work_hn3zcuyx55c5hluvhowvnqdplm 67 11 . . . work_hn3zcuyx55c5hluvhowvnqdplm 68 1 Recently recently RB work_hn3zcuyx55c5hluvhowvnqdplm 68 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 68 3 Tellex Tellex NNP work_hn3zcuyx55c5hluvhowvnqdplm 68 4 50 50 NNP work_hn3zcuyx55c5hluvhowvnqdplm 68 5 et et NNP work_hn3zcuyx55c5hluvhowvnqdplm 68 6 al al NNP work_hn3zcuyx55c5hluvhowvnqdplm 68 7 . . . work_hn3zcuyx55c5hluvhowvnqdplm 69 1 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 69 2 2011 2011 CD work_hn3zcuyx55c5hluvhowvnqdplm 69 3 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 69 4 used use VBD work_hn3zcuyx55c5hluvhowvnqdplm 69 5 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 69 6 graphical graphical JJ work_hn3zcuyx55c5hluvhowvnqdplm 69 7 model model NN work_hn3zcuyx55c5hluvhowvnqdplm 69 8 semantics semantic NNS work_hn3zcuyx55c5hluvhowvnqdplm 69 9 rep- rep- NNP work_hn3zcuyx55c5hluvhowvnqdplm 69 10 resentation resentation NN work_hn3zcuyx55c5hluvhowvnqdplm 69 11 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 69 12 learn learn VB work_hn3zcuyx55c5hluvhowvnqdplm 69 13 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 69 14 instructions instruction NNS work_hn3zcuyx55c5hluvhowvnqdplm 69 15 paired pair VBN work_hn3zcuyx55c5hluvhowvnqdplm 69 16 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 69 17 demonstrations demonstration NNS work_hn3zcuyx55c5hluvhowvnqdplm 69 18 . . . work_hn3zcuyx55c5hluvhowvnqdplm 70 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 70 2 contrast contrast NN work_hn3zcuyx55c5hluvhowvnqdplm 70 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 70 4 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 70 5 model model VBP work_hn3zcuyx55c5hluvhowvnqdplm 70 6 significantly significantly RB work_hn3zcuyx55c5hluvhowvnqdplm 70 7 more more RBR work_hn3zcuyx55c5hluvhowvnqdplm 70 8 complex complex JJ work_hn3zcuyx55c5hluvhowvnqdplm 70 9 linguistic linguistic JJ work_hn3zcuyx55c5hluvhowvnqdplm 70 10 phenomena phenomenon NNS work_hn3zcuyx55c5hluvhowvnqdplm 70 11 than than IN work_hn3zcuyx55c5hluvhowvnqdplm 70 12 these these DT work_hn3zcuyx55c5hluvhowvnqdplm 70 13 ap- ap- JJ work_hn3zcuyx55c5hluvhowvnqdplm 70 14 proaches proache NNS work_hn3zcuyx55c5hluvhowvnqdplm 70 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 70 16 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 70 17 required require VBN work_hn3zcuyx55c5hluvhowvnqdplm 70 18 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 70 19 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 70 20 navigation navigation NN work_hn3zcuyx55c5hluvhowvnqdplm 70 21 domain domain NN work_hn3zcuyx55c5hluvhowvnqdplm 70 22 . . . work_hn3zcuyx55c5hluvhowvnqdplm 71 1 Other other JJ work_hn3zcuyx55c5hluvhowvnqdplm 71 2 research research NN work_hn3zcuyx55c5hluvhowvnqdplm 71 3 has have VBZ work_hn3zcuyx55c5hluvhowvnqdplm 71 4 adopted adopt VBN work_hn3zcuyx55c5hluvhowvnqdplm 71 5 expressive expressive JJ work_hn3zcuyx55c5hluvhowvnqdplm 71 6 meaning meaning NN work_hn3zcuyx55c5hluvhowvnqdplm 71 7 representations representation NNS work_hn3zcuyx55c5hluvhowvnqdplm 71 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 71 9 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 71 10 differing differ VBG work_hn3zcuyx55c5hluvhowvnqdplm 71 11 learning learning NN work_hn3zcuyx55c5hluvhowvnqdplm 71 12 approaches approach NNS work_hn3zcuyx55c5hluvhowvnqdplm 71 13 . . . work_hn3zcuyx55c5hluvhowvnqdplm 72 1 Matuszek Matuszek NNP work_hn3zcuyx55c5hluvhowvnqdplm 72 2 et et NNP work_hn3zcuyx55c5hluvhowvnqdplm 72 3 al al NNP work_hn3zcuyx55c5hluvhowvnqdplm 72 4 . . . work_hn3zcuyx55c5hluvhowvnqdplm 73 1 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 73 2 2010 2010 CD work_hn3zcuyx55c5hluvhowvnqdplm 73 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 73 4 2012 2012 CD work_hn3zcuyx55c5hluvhowvnqdplm 73 5 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 73 6 describe describe VBP work_hn3zcuyx55c5hluvhowvnqdplm 73 7 supervised supervise VBN work_hn3zcuyx55c5hluvhowvnqdplm 73 8 al- al- JJ work_hn3zcuyx55c5hluvhowvnqdplm 73 9 gorithms gorithms NNP work_hn3zcuyx55c5hluvhowvnqdplm 73 10 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 73 11 learn learn VBP work_hn3zcuyx55c5hluvhowvnqdplm 73 12 semantic semantic JJ work_hn3zcuyx55c5hluvhowvnqdplm 73 13 parsers parser NNS work_hn3zcuyx55c5hluvhowvnqdplm 73 14 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 73 15 navigation navigation NN work_hn3zcuyx55c5hluvhowvnqdplm 73 16 instructions instruction NNS work_hn3zcuyx55c5hluvhowvnqdplm 73 17 . . . work_hn3zcuyx55c5hluvhowvnqdplm 74 1 Chen Chen NNP work_hn3zcuyx55c5hluvhowvnqdplm 74 2 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 74 3 Mooney Mooney NNP work_hn3zcuyx55c5hluvhowvnqdplm 74 4 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 74 5 2011 2011 CD work_hn3zcuyx55c5hluvhowvnqdplm 74 6 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 74 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 74 8 Chen Chen NNP work_hn3zcuyx55c5hluvhowvnqdplm 74 9 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 74 10 2012 2012 CD work_hn3zcuyx55c5hluvhowvnqdplm 74 11 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 74 12 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 74 13 Kim Kim NNP work_hn3zcuyx55c5hluvhowvnqdplm 74 14 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 74 15 Mooney Mooney NNP work_hn3zcuyx55c5hluvhowvnqdplm 74 16 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 74 17 2012 2012 CD work_hn3zcuyx55c5hluvhowvnqdplm 74 18 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 74 19 present present JJ work_hn3zcuyx55c5hluvhowvnqdplm 74 20 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 74 21 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 74 22 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 74 23 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 74 24 the- the- NN work_hn3zcuyx55c5hluvhowvnqdplm 74 25 art art NN work_hn3zcuyx55c5hluvhowvnqdplm 74 26 algorithms algorithm NNS work_hn3zcuyx55c5hluvhowvnqdplm 74 27 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 74 28 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 74 29 navigation navigation NN work_hn3zcuyx55c5hluvhowvnqdplm 74 30 task task NN work_hn3zcuyx55c5hluvhowvnqdplm 74 31 , , , work_hn3zcuyx55c5hluvhowvnqdplm 74 32 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 74 33 training train VBG work_hn3zcuyx55c5hluvhowvnqdplm 74 34 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 74 35 supervised supervised JJ work_hn3zcuyx55c5hluvhowvnqdplm 74 36 semantic semantic JJ work_hn3zcuyx55c5hluvhowvnqdplm 74 37 parser parser NN work_hn3zcuyx55c5hluvhowvnqdplm 74 38 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 74 39 automatically automatically RB work_hn3zcuyx55c5hluvhowvnqdplm 74 40 in- in- JJ work_hn3zcuyx55c5hluvhowvnqdplm 74 41 duced duced JJ work_hn3zcuyx55c5hluvhowvnqdplm 74 42 labels label NNS work_hn3zcuyx55c5hluvhowvnqdplm 74 43 . . . work_hn3zcuyx55c5hluvhowvnqdplm 75 1 Our -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 75 2 work work NN work_hn3zcuyx55c5hluvhowvnqdplm 75 3 differs differ VBZ work_hn3zcuyx55c5hluvhowvnqdplm 75 4 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 75 5 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 75 6 use use NN work_hn3zcuyx55c5hluvhowvnqdplm 75 7 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 75 8 joint joint JJ work_hn3zcuyx55c5hluvhowvnqdplm 75 9 learning learning NN work_hn3zcuyx55c5hluvhowvnqdplm 75 10 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 75 11 inference inference NN work_hn3zcuyx55c5hluvhowvnqdplm 75 12 approaches approach NNS work_hn3zcuyx55c5hluvhowvnqdplm 75 13 . . . work_hn3zcuyx55c5hluvhowvnqdplm 76 1 Supervised supervise VBN work_hn3zcuyx55c5hluvhowvnqdplm 76 2 approaches approach NNS work_hn3zcuyx55c5hluvhowvnqdplm 76 3 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 76 4 learning learn VBG work_hn3zcuyx55c5hluvhowvnqdplm 76 5 semantic semantic JJ work_hn3zcuyx55c5hluvhowvnqdplm 76 6 parsers parser NNS work_hn3zcuyx55c5hluvhowvnqdplm 76 7 have have VBP work_hn3zcuyx55c5hluvhowvnqdplm 76 8 received receive VBN work_hn3zcuyx55c5hluvhowvnqdplm 76 9 significant significant JJ work_hn3zcuyx55c5hluvhowvnqdplm 76 10 attention attention NN work_hn3zcuyx55c5hluvhowvnqdplm 76 11 , , , work_hn3zcuyx55c5hluvhowvnqdplm 76 12 e.g. e.g. RB work_hn3zcuyx55c5hluvhowvnqdplm 77 1 Kate Kate NNP work_hn3zcuyx55c5hluvhowvnqdplm 77 2 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 77 3 Mooney Mooney NNP work_hn3zcuyx55c5hluvhowvnqdplm 77 4 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 77 5 2006 2006 CD work_hn3zcuyx55c5hluvhowvnqdplm 77 6 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 77 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 77 8 Wong Wong NNP work_hn3zcuyx55c5hluvhowvnqdplm 77 9 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 77 10 Mooney Mooney NNP work_hn3zcuyx55c5hluvhowvnqdplm 77 11 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 77 12 2007 2007 CD work_hn3zcuyx55c5hluvhowvnqdplm 77 13 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 77 14 , , , work_hn3zcuyx55c5hluvhowvnqdplm 77 15 Muresan Muresan NNP work_hn3zcuyx55c5hluvhowvnqdplm 77 16 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 77 17 2011 2011 CD work_hn3zcuyx55c5hluvhowvnqdplm 77 18 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 77 19 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 77 20 Kwiatkowski Kwiatkowski NNP work_hn3zcuyx55c5hluvhowvnqdplm 77 21 et et FW work_hn3zcuyx55c5hluvhowvnqdplm 77 22 al al NNP work_hn3zcuyx55c5hluvhowvnqdplm 77 23 . . . work_hn3zcuyx55c5hluvhowvnqdplm 78 1 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 78 2 2010 2010 CD work_hn3zcuyx55c5hluvhowvnqdplm 78 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 78 4 2012 2012 CD work_hn3zcuyx55c5hluvhowvnqdplm 78 5 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 78 6 . . . work_hn3zcuyx55c5hluvhowvnqdplm 79 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 79 2 algorithms algorithm NNS work_hn3zcuyx55c5hluvhowvnqdplm 79 3 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 79 4 develop develop VBP work_hn3zcuyx55c5hluvhowvnqdplm 79 5 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 79 6 this this DT work_hn3zcuyx55c5hluvhowvnqdplm 79 7 pa- pa- XX work_hn3zcuyx55c5hluvhowvnqdplm 79 8 per per IN work_hn3zcuyx55c5hluvhowvnqdplm 79 9 combine combine VB work_hn3zcuyx55c5hluvhowvnqdplm 79 10 ideas idea NNS work_hn3zcuyx55c5hluvhowvnqdplm 79 11 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 79 12 previous previous JJ work_hn3zcuyx55c5hluvhowvnqdplm 79 13 supervised supervise VBN work_hn3zcuyx55c5hluvhowvnqdplm 79 14 CCG CCG NNP work_hn3zcuyx55c5hluvhowvnqdplm 79 15 learning learning NN work_hn3zcuyx55c5hluvhowvnqdplm 79 16 work work NN work_hn3zcuyx55c5hluvhowvnqdplm 79 17 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 79 18 Zettlemoyer Zettlemoyer NNP work_hn3zcuyx55c5hluvhowvnqdplm 79 19 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 79 20 Collins Collins NNP work_hn3zcuyx55c5hluvhowvnqdplm 79 21 , , , work_hn3zcuyx55c5hluvhowvnqdplm 79 22 2005 2005 CD work_hn3zcuyx55c5hluvhowvnqdplm 79 23 , , , work_hn3zcuyx55c5hluvhowvnqdplm 79 24 2007 2007 CD work_hn3zcuyx55c5hluvhowvnqdplm 79 25 ; ; : work_hn3zcuyx55c5hluvhowvnqdplm 79 26 Kwiatkowski Kwiatkowski NNP work_hn3zcuyx55c5hluvhowvnqdplm 79 27 et et FW work_hn3zcuyx55c5hluvhowvnqdplm 79 28 al al NNP work_hn3zcuyx55c5hluvhowvnqdplm 79 29 . . NNP work_hn3zcuyx55c5hluvhowvnqdplm 79 30 , , , work_hn3zcuyx55c5hluvhowvnqdplm 79 31 2011 2011 CD work_hn3zcuyx55c5hluvhowvnqdplm 79 32 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 79 33 , , , work_hn3zcuyx55c5hluvhowvnqdplm 79 34 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 79 35 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 79 36 describe describe VBP work_hn3zcuyx55c5hluvhowvnqdplm 79 37 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 79 38 Sec- Sec- NNP work_hn3zcuyx55c5hluvhowvnqdplm 79 39 tion tion NN work_hn3zcuyx55c5hluvhowvnqdplm 79 40 4 4 CD work_hn3zcuyx55c5hluvhowvnqdplm 79 41 . . . work_hn3zcuyx55c5hluvhowvnqdplm 80 1 Recently recently RB work_hn3zcuyx55c5hluvhowvnqdplm 80 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 80 3 various various JJ work_hn3zcuyx55c5hluvhowvnqdplm 80 4 alternative alternative JJ work_hn3zcuyx55c5hluvhowvnqdplm 80 5 forms form NNS work_hn3zcuyx55c5hluvhowvnqdplm 80 6 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 80 7 su- su- JJ work_hn3zcuyx55c5hluvhowvnqdplm 80 8 pervision pervision NN work_hn3zcuyx55c5hluvhowvnqdplm 80 9 were be VBD work_hn3zcuyx55c5hluvhowvnqdplm 80 10 introduced introduce VBN work_hn3zcuyx55c5hluvhowvnqdplm 80 11 . . . work_hn3zcuyx55c5hluvhowvnqdplm 81 1 Clarke Clarke NNP work_hn3zcuyx55c5hluvhowvnqdplm 81 2 et et FW work_hn3zcuyx55c5hluvhowvnqdplm 81 3 al al NNP work_hn3zcuyx55c5hluvhowvnqdplm 81 4 . . . work_hn3zcuyx55c5hluvhowvnqdplm 82 1 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 82 2 2010 2010 CD work_hn3zcuyx55c5hluvhowvnqdplm 82 3 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 82 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 82 5 Goldwasser Goldwasser NNP work_hn3zcuyx55c5hluvhowvnqdplm 82 6 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 82 7 Roth Roth NNP work_hn3zcuyx55c5hluvhowvnqdplm 82 8 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 82 9 2011 2011 CD work_hn3zcuyx55c5hluvhowvnqdplm 82 10 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 82 11 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 82 12 Liang Liang NNP work_hn3zcuyx55c5hluvhowvnqdplm 82 13 et et NNP work_hn3zcuyx55c5hluvhowvnqdplm 82 14 al al NNP work_hn3zcuyx55c5hluvhowvnqdplm 82 15 . . . work_hn3zcuyx55c5hluvhowvnqdplm 83 1 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 83 2 2011 2011 CD work_hn3zcuyx55c5hluvhowvnqdplm 83 3 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 83 4 describe describe VBP work_hn3zcuyx55c5hluvhowvnqdplm 83 5 approaches approach NNS work_hn3zcuyx55c5hluvhowvnqdplm 83 6 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 83 7 learning learn VBG work_hn3zcuyx55c5hluvhowvnqdplm 83 8 semantic semantic JJ work_hn3zcuyx55c5hluvhowvnqdplm 83 9 parsers parser NNS work_hn3zcuyx55c5hluvhowvnqdplm 83 10 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 83 11 sentences sentence NNS work_hn3zcuyx55c5hluvhowvnqdplm 83 12 paired pair VBN work_hn3zcuyx55c5hluvhowvnqdplm 83 13 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 83 14 responses response NNS work_hn3zcuyx55c5hluvhowvnqdplm 83 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 83 16 Krishna- Krishna- NNP work_hn3zcuyx55c5hluvhowvnqdplm 83 17 murthy murthy NNP work_hn3zcuyx55c5hluvhowvnqdplm 83 18 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 83 19 Mitchell Mitchell NNP work_hn3zcuyx55c5hluvhowvnqdplm 83 20 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 83 21 2012 2012 CD work_hn3zcuyx55c5hluvhowvnqdplm 83 22 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 83 23 describe describe VBP work_hn3zcuyx55c5hluvhowvnqdplm 83 24 using use VBG work_hn3zcuyx55c5hluvhowvnqdplm 83 25 distant distant JJ work_hn3zcuyx55c5hluvhowvnqdplm 83 26 supervision supervision NN work_hn3zcuyx55c5hluvhowvnqdplm 83 27 , , , work_hn3zcuyx55c5hluvhowvnqdplm 83 28 Artzi Artzi NNP work_hn3zcuyx55c5hluvhowvnqdplm 83 29 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 83 30 Zettlemoyer Zettlemoyer NNP work_hn3zcuyx55c5hluvhowvnqdplm 83 31 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 83 32 2011 2011 CD work_hn3zcuyx55c5hluvhowvnqdplm 83 33 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 83 34 use use VB work_hn3zcuyx55c5hluvhowvnqdplm 83 35 weak weak JJ work_hn3zcuyx55c5hluvhowvnqdplm 83 36 supervision supervision NN work_hn3zcuyx55c5hluvhowvnqdplm 83 37 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 83 38 conversational conversational JJ work_hn3zcuyx55c5hluvhowvnqdplm 83 39 logs log NNS work_hn3zcuyx55c5hluvhowvnqdplm 83 40 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 83 41 Gold- Gold- NNP work_hn3zcuyx55c5hluvhowvnqdplm 83 42 wasser wasser NNP work_hn3zcuyx55c5hluvhowvnqdplm 83 43 et et NNP work_hn3zcuyx55c5hluvhowvnqdplm 83 44 al al NNP work_hn3zcuyx55c5hluvhowvnqdplm 83 45 . . . work_hn3zcuyx55c5hluvhowvnqdplm 84 1 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 84 2 2011 2011 CD work_hn3zcuyx55c5hluvhowvnqdplm 84 3 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 84 4 present present JJ work_hn3zcuyx55c5hluvhowvnqdplm 84 5 work work NN work_hn3zcuyx55c5hluvhowvnqdplm 84 6 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 84 7 unsupervised unsupervised JJ work_hn3zcuyx55c5hluvhowvnqdplm 84 8 learning learning NN work_hn3zcuyx55c5hluvhowvnqdplm 84 9 . . . work_hn3zcuyx55c5hluvhowvnqdplm 85 1 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 85 2 discuss discuss VBP work_hn3zcuyx55c5hluvhowvnqdplm 85 3 various various JJ work_hn3zcuyx55c5hluvhowvnqdplm 85 4 forms form NNS work_hn3zcuyx55c5hluvhowvnqdplm 85 5 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 85 6 supervision supervision NN work_hn3zcuyx55c5hluvhowvnqdplm 85 7 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 85 8 complement complement VBP work_hn3zcuyx55c5hluvhowvnqdplm 85 9 these these DT work_hn3zcuyx55c5hluvhowvnqdplm 85 10 approaches approach NNS work_hn3zcuyx55c5hluvhowvnqdplm 85 11 . . . work_hn3zcuyx55c5hluvhowvnqdplm 86 1 There there EX work_hn3zcuyx55c5hluvhowvnqdplm 86 2 has have VBZ work_hn3zcuyx55c5hluvhowvnqdplm 86 3 also also RB work_hn3zcuyx55c5hluvhowvnqdplm 86 4 been be VBN work_hn3zcuyx55c5hluvhowvnqdplm 86 5 work work NN work_hn3zcuyx55c5hluvhowvnqdplm 86 6 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 86 7 learning learn VBG work_hn3zcuyx55c5hluvhowvnqdplm 86 8 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 86 9 semantic semantic JJ work_hn3zcuyx55c5hluvhowvnqdplm 86 10 analysis analysis NN work_hn3zcuyx55c5hluvhowvnqdplm 86 11 tasks task NNS work_hn3zcuyx55c5hluvhowvnqdplm 86 12 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 86 13 grounded ground VBN work_hn3zcuyx55c5hluvhowvnqdplm 86 14 data datum NNS work_hn3zcuyx55c5hluvhowvnqdplm 86 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 86 16 including include VBG work_hn3zcuyx55c5hluvhowvnqdplm 86 17 event event NN work_hn3zcuyx55c5hluvhowvnqdplm 86 18 streams stream NNS work_hn3zcuyx55c5hluvhowvnqdplm 86 19 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 86 20 Liang Liang NNP work_hn3zcuyx55c5hluvhowvnqdplm 86 21 et et NNP work_hn3zcuyx55c5hluvhowvnqdplm 86 22 al al NNP work_hn3zcuyx55c5hluvhowvnqdplm 86 23 . . NNP work_hn3zcuyx55c5hluvhowvnqdplm 86 24 , , , work_hn3zcuyx55c5hluvhowvnqdplm 86 25 2009 2009 CD work_hn3zcuyx55c5hluvhowvnqdplm 86 26 ; ; : work_hn3zcuyx55c5hluvhowvnqdplm 86 27 Chen Chen NNP work_hn3zcuyx55c5hluvhowvnqdplm 86 28 et et NNP work_hn3zcuyx55c5hluvhowvnqdplm 86 29 al al NNP work_hn3zcuyx55c5hluvhowvnqdplm 86 30 . . NNP work_hn3zcuyx55c5hluvhowvnqdplm 86 31 , , , work_hn3zcuyx55c5hluvhowvnqdplm 86 32 2010 2010 CD work_hn3zcuyx55c5hluvhowvnqdplm 86 33 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 86 34 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 86 35 language language NN work_hn3zcuyx55c5hluvhowvnqdplm 86 36 paired pair VBN work_hn3zcuyx55c5hluvhowvnqdplm 86 37 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 86 38 visual visual JJ work_hn3zcuyx55c5hluvhowvnqdplm 86 39 perception perception NN work_hn3zcuyx55c5hluvhowvnqdplm 86 40 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 86 41 Matuszek Matuszek NNP work_hn3zcuyx55c5hluvhowvnqdplm 86 42 et et NNP work_hn3zcuyx55c5hluvhowvnqdplm 86 43 al al NNP work_hn3zcuyx55c5hluvhowvnqdplm 86 44 . . NNP work_hn3zcuyx55c5hluvhowvnqdplm 86 45 , , , work_hn3zcuyx55c5hluvhowvnqdplm 86 46 2012 2012 CD work_hn3zcuyx55c5hluvhowvnqdplm 86 47 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 86 48 . . . work_hn3zcuyx55c5hluvhowvnqdplm 87 1 Finally finally RB work_hn3zcuyx55c5hluvhowvnqdplm 87 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 87 3 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 87 4 topic topic NN work_hn3zcuyx55c5hluvhowvnqdplm 87 5 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 87 6 executing execute VBG work_hn3zcuyx55c5hluvhowvnqdplm 87 7 instructions instruction NNS work_hn3zcuyx55c5hluvhowvnqdplm 87 8 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 87 9 non non JJ work_hn3zcuyx55c5hluvhowvnqdplm 87 10 - - JJ work_hn3zcuyx55c5hluvhowvnqdplm 87 11 learning learning JJ work_hn3zcuyx55c5hluvhowvnqdplm 87 12 settings setting NNS work_hn3zcuyx55c5hluvhowvnqdplm 87 13 has have VBZ work_hn3zcuyx55c5hluvhowvnqdplm 87 14 received receive VBN work_hn3zcuyx55c5hluvhowvnqdplm 87 15 significant significant JJ work_hn3zcuyx55c5hluvhowvnqdplm 87 16 atten- atten- NN work_hn3zcuyx55c5hluvhowvnqdplm 87 17 tion tion NN work_hn3zcuyx55c5hluvhowvnqdplm 87 18 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 87 19 e.g. e.g. RB work_hn3zcuyx55c5hluvhowvnqdplm 87 20 , , , work_hn3zcuyx55c5hluvhowvnqdplm 87 21 Winograd Winograd NNP work_hn3zcuyx55c5hluvhowvnqdplm 87 22 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 87 23 1972 1972 CD work_hn3zcuyx55c5hluvhowvnqdplm 87 24 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 87 25 , , , work_hn3zcuyx55c5hluvhowvnqdplm 87 26 Di Di NNP work_hn3zcuyx55c5hluvhowvnqdplm 87 27 Eugenio Eugenio NNP work_hn3zcuyx55c5hluvhowvnqdplm 87 28 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 87 29 White White NNP work_hn3zcuyx55c5hluvhowvnqdplm 87 30 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 87 31 1992 1992 CD work_hn3zcuyx55c5hluvhowvnqdplm 87 32 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 87 33 , , , work_hn3zcuyx55c5hluvhowvnqdplm 87 34 Webber Webber NNP work_hn3zcuyx55c5hluvhowvnqdplm 87 35 et et NNP work_hn3zcuyx55c5hluvhowvnqdplm 87 36 al al NNP work_hn3zcuyx55c5hluvhowvnqdplm 87 37 . . . work_hn3zcuyx55c5hluvhowvnqdplm 88 1 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 88 2 1995 1995 CD work_hn3zcuyx55c5hluvhowvnqdplm 88 3 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 88 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 88 5 Bugmann Bugmann NNP work_hn3zcuyx55c5hluvhowvnqdplm 88 6 et et NNP work_hn3zcuyx55c5hluvhowvnqdplm 88 7 al al NNP work_hn3zcuyx55c5hluvhowvnqdplm 88 8 . . . work_hn3zcuyx55c5hluvhowvnqdplm 89 1 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 89 2 2004 2004 CD work_hn3zcuyx55c5hluvhowvnqdplm 89 3 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 89 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 89 5 MacMahon MacMahon NNP work_hn3zcuyx55c5hluvhowvnqdplm 89 6 et et NNP work_hn3zcuyx55c5hluvhowvnqdplm 89 7 al al NNP work_hn3zcuyx55c5hluvhowvnqdplm 89 8 . . . work_hn3zcuyx55c5hluvhowvnqdplm 90 1 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 90 2 2006 2006 CD work_hn3zcuyx55c5hluvhowvnqdplm 90 3 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 90 4 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 90 5 Dzifcak Dzifcak NNP work_hn3zcuyx55c5hluvhowvnqdplm 90 6 et et NNP work_hn3zcuyx55c5hluvhowvnqdplm 90 7 al al NNP work_hn3zcuyx55c5hluvhowvnqdplm 90 8 . . . work_hn3zcuyx55c5hluvhowvnqdplm 91 1 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 91 2 2009 2009 CD work_hn3zcuyx55c5hluvhowvnqdplm 91 3 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 91 4 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 91 5 . . . work_hn3zcuyx55c5hluvhowvnqdplm 92 1 4 4 LS work_hn3zcuyx55c5hluvhowvnqdplm 92 2 Background Background NNP work_hn3zcuyx55c5hluvhowvnqdplm 92 3 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 92 4 use use VBP work_hn3zcuyx55c5hluvhowvnqdplm 92 5 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 92 6 weighted weighted JJ work_hn3zcuyx55c5hluvhowvnqdplm 92 7 linear linear JJ work_hn3zcuyx55c5hluvhowvnqdplm 92 8 CCG CCG NNP work_hn3zcuyx55c5hluvhowvnqdplm 92 9 grammar grammar NN work_hn3zcuyx55c5hluvhowvnqdplm 92 10 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 92 11 seman- seman- NNP work_hn3zcuyx55c5hluvhowvnqdplm 92 12 tic tic NNP work_hn3zcuyx55c5hluvhowvnqdplm 92 13 parsing parsing NN work_hn3zcuyx55c5hluvhowvnqdplm 92 14 , , , work_hn3zcuyx55c5hluvhowvnqdplm 92 15 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 92 16 briefly briefly RB work_hn3zcuyx55c5hluvhowvnqdplm 92 17 reviewed review VBN work_hn3zcuyx55c5hluvhowvnqdplm 92 18 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 92 19 this this DT work_hn3zcuyx55c5hluvhowvnqdplm 92 20 section section NN work_hn3zcuyx55c5hluvhowvnqdplm 92 21 . . . work_hn3zcuyx55c5hluvhowvnqdplm 93 1 Combinatory Combinatory NNP work_hn3zcuyx55c5hluvhowvnqdplm 93 2 Categorial Categorial NNP work_hn3zcuyx55c5hluvhowvnqdplm 93 3 Grammars Grammars NNPS work_hn3zcuyx55c5hluvhowvnqdplm 93 4 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 93 5 CCGs CCGs NNP work_hn3zcuyx55c5hluvhowvnqdplm 93 6 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 93 7 CCGs ccg NNS work_hn3zcuyx55c5hluvhowvnqdplm 93 8 are be VBP work_hn3zcuyx55c5hluvhowvnqdplm 93 9 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 93 10 linguistically linguistically RB work_hn3zcuyx55c5hluvhowvnqdplm 93 11 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 93 12 motivated motivated JJ work_hn3zcuyx55c5hluvhowvnqdplm 93 13 formalism formalism NN work_hn3zcuyx55c5hluvhowvnqdplm 93 14 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 93 15 modeling model VBG work_hn3zcuyx55c5hluvhowvnqdplm 93 16 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 93 17 wide wide JJ work_hn3zcuyx55c5hluvhowvnqdplm 93 18 range range NN work_hn3zcuyx55c5hluvhowvnqdplm 93 19 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 93 20 language language NN work_hn3zcuyx55c5hluvhowvnqdplm 93 21 phenom- phenom- NNP work_hn3zcuyx55c5hluvhowvnqdplm 93 22 ena ena NNP work_hn3zcuyx55c5hluvhowvnqdplm 93 23 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 93 24 Steedman Steedman NNP work_hn3zcuyx55c5hluvhowvnqdplm 93 25 , , , work_hn3zcuyx55c5hluvhowvnqdplm 93 26 1996 1996 CD work_hn3zcuyx55c5hluvhowvnqdplm 93 27 , , , work_hn3zcuyx55c5hluvhowvnqdplm 93 28 2000 2000 CD work_hn3zcuyx55c5hluvhowvnqdplm 93 29 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 93 30 . . . work_hn3zcuyx55c5hluvhowvnqdplm 94 1 A a DT work_hn3zcuyx55c5hluvhowvnqdplm 94 2 CCG CCG NNP work_hn3zcuyx55c5hluvhowvnqdplm 94 3 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 94 4 defined define VBN work_hn3zcuyx55c5hluvhowvnqdplm 94 5 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 94 6 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 94 7 lexicon lexicon NN work_hn3zcuyx55c5hluvhowvnqdplm 94 8 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 94 9 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 94 10 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 94 11 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 94 12 combinators combinator NNS work_hn3zcuyx55c5hluvhowvnqdplm 94 13 . . . work_hn3zcuyx55c5hluvhowvnqdplm 95 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 95 2 lexicon lexicon NN work_hn3zcuyx55c5hluvhowvnqdplm 95 3 con- con- NN work_hn3zcuyx55c5hluvhowvnqdplm 95 4 tains tain VBZ work_hn3zcuyx55c5hluvhowvnqdplm 95 5 entries entry NNS work_hn3zcuyx55c5hluvhowvnqdplm 95 6 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 95 7 pair pair VBP work_hn3zcuyx55c5hluvhowvnqdplm 95 8 words word NNS work_hn3zcuyx55c5hluvhowvnqdplm 95 9 or or CC work_hn3zcuyx55c5hluvhowvnqdplm 95 10 phrases phrase NNS work_hn3zcuyx55c5hluvhowvnqdplm 95 11 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 95 12 cate- cate- NN work_hn3zcuyx55c5hluvhowvnqdplm 95 13 gories gorie NNS work_hn3zcuyx55c5hluvhowvnqdplm 95 14 . . . work_hn3zcuyx55c5hluvhowvnqdplm 96 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 96 2 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 96 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 96 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 96 5 lexical lexical JJ work_hn3zcuyx55c5hluvhowvnqdplm 96 6 entry entry NN work_hn3zcuyx55c5hluvhowvnqdplm 96 7 chair chair NN work_hn3zcuyx55c5hluvhowvnqdplm 96 8 ` ` '' work_hn3zcuyx55c5hluvhowvnqdplm 96 9 N N NNP work_hn3zcuyx55c5hluvhowvnqdplm 96 10 : : : work_hn3zcuyx55c5hluvhowvnqdplm 96 11 λx.chair(x λx.chair(x NN work_hn3zcuyx55c5hluvhowvnqdplm 96 12 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 96 13 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 96 14 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 96 15 word word NN work_hn3zcuyx55c5hluvhowvnqdplm 96 16 “ " `` work_hn3zcuyx55c5hluvhowvnqdplm 96 17 chair chair NN work_hn3zcuyx55c5hluvhowvnqdplm 96 18 ” " '' work_hn3zcuyx55c5hluvhowvnqdplm 96 19 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 96 20 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 96 21 parse parse NN work_hn3zcuyx55c5hluvhowvnqdplm 96 22 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 96 23 Fig- Fig- NNP work_hn3zcuyx55c5hluvhowvnqdplm 96 24 ure ure NNP work_hn3zcuyx55c5hluvhowvnqdplm 96 25 4 4 CD work_hn3zcuyx55c5hluvhowvnqdplm 96 26 pairs pair NNS work_hn3zcuyx55c5hluvhowvnqdplm 96 27 it -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 96 28 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 96 29 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 96 30 category category NN work_hn3zcuyx55c5hluvhowvnqdplm 96 31 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 96 32 has have VBZ work_hn3zcuyx55c5hluvhowvnqdplm 96 33 syntactic syntactic JJ work_hn3zcuyx55c5hluvhowvnqdplm 96 34 type type NN work_hn3zcuyx55c5hluvhowvnqdplm 96 35 N N NNP work_hn3zcuyx55c5hluvhowvnqdplm 96 36 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 96 37 meaning mean VBG work_hn3zcuyx55c5hluvhowvnqdplm 96 38 λx.chair(x λx.chair(x NN work_hn3zcuyx55c5hluvhowvnqdplm 96 39 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 96 40 . . . work_hn3zcuyx55c5hluvhowvnqdplm 97 1 Figure figure NN work_hn3zcuyx55c5hluvhowvnqdplm 97 2 4 4 CD work_hn3zcuyx55c5hluvhowvnqdplm 97 3 shows show VBZ work_hn3zcuyx55c5hluvhowvnqdplm 97 4 how how WRB work_hn3zcuyx55c5hluvhowvnqdplm 97 5 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 97 6 CCG CCG NNP work_hn3zcuyx55c5hluvhowvnqdplm 97 7 parse parse NN work_hn3zcuyx55c5hluvhowvnqdplm 97 8 builds build VBZ work_hn3zcuyx55c5hluvhowvnqdplm 97 9 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 97 10 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 97 11 form form NN work_hn3zcuyx55c5hluvhowvnqdplm 97 12 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 97 13 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 97 14 complete complete JJ work_hn3zcuyx55c5hluvhowvnqdplm 97 15 sen- sen- NN work_hn3zcuyx55c5hluvhowvnqdplm 97 16 tence tence NN work_hn3zcuyx55c5hluvhowvnqdplm 97 17 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 97 18 our -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 97 19 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 97 20 navigation navigation NN work_hn3zcuyx55c5hluvhowvnqdplm 97 21 domain domain NN work_hn3zcuyx55c5hluvhowvnqdplm 97 22 . . . work_hn3zcuyx55c5hluvhowvnqdplm 98 1 Starting start VBG work_hn3zcuyx55c5hluvhowvnqdplm 98 2 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 98 3 lexical lexical JJ work_hn3zcuyx55c5hluvhowvnqdplm 98 4 entries entry NNS work_hn3zcuyx55c5hluvhowvnqdplm 98 5 , , , work_hn3zcuyx55c5hluvhowvnqdplm 98 6 each each DT work_hn3zcuyx55c5hluvhowvnqdplm 98 7 intermediate intermediate JJ work_hn3zcuyx55c5hluvhowvnqdplm 98 8 parse parse NN work_hn3zcuyx55c5hluvhowvnqdplm 98 9 node node NNP work_hn3zcuyx55c5hluvhowvnqdplm 98 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 98 11 including include VBG work_hn3zcuyx55c5hluvhowvnqdplm 98 12 syntax syntax NN work_hn3zcuyx55c5hluvhowvnqdplm 98 13 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 98 14 semantics semantic NNS work_hn3zcuyx55c5hluvhowvnqdplm 98 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 98 16 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 98 17 constructed construct VBN work_hn3zcuyx55c5hluvhowvnqdplm 98 18 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 98 19 one one CD work_hn3zcuyx55c5hluvhowvnqdplm 98 20 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 98 21 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 98 22 small small JJ work_hn3zcuyx55c5hluvhowvnqdplm 98 23 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 98 24 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 98 25 CCG CCG NNP work_hn3zcuyx55c5hluvhowvnqdplm 98 26 combinators combinator NNS work_hn3zcuyx55c5hluvhowvnqdplm 98 27 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 98 28 Steedman Steedman NNP work_hn3zcuyx55c5hluvhowvnqdplm 98 29 , , , work_hn3zcuyx55c5hluvhowvnqdplm 98 30 1996 1996 CD work_hn3zcuyx55c5hluvhowvnqdplm 98 31 , , , work_hn3zcuyx55c5hluvhowvnqdplm 98 32 2000 2000 CD work_hn3zcuyx55c5hluvhowvnqdplm 98 33 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 98 34 . . . work_hn3zcuyx55c5hluvhowvnqdplm 99 1 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 99 2 use use VBP work_hn3zcuyx55c5hluvhowvnqdplm 99 3 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 99 4 application application NN work_hn3zcuyx55c5hluvhowvnqdplm 99 5 , , , work_hn3zcuyx55c5hluvhowvnqdplm 99 6 composition composition NN work_hn3zcuyx55c5hluvhowvnqdplm 99 7 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 99 8 coordination coordination NN work_hn3zcuyx55c5hluvhowvnqdplm 99 9 combinators combinator NNS work_hn3zcuyx55c5hluvhowvnqdplm 99 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 99 11 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 99 12 three three CD work_hn3zcuyx55c5hluvhowvnqdplm 99 13 others other NNS work_hn3zcuyx55c5hluvhowvnqdplm 99 14 de- de- RB work_hn3zcuyx55c5hluvhowvnqdplm 99 15 scribed scribe VBD work_hn3zcuyx55c5hluvhowvnqdplm 99 16 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 99 17 Section Section NNP work_hn3zcuyx55c5hluvhowvnqdplm 99 18 6.3 6.3 CD work_hn3zcuyx55c5hluvhowvnqdplm 99 19 . . . work_hn3zcuyx55c5hluvhowvnqdplm 100 1 Factored Factored NNP work_hn3zcuyx55c5hluvhowvnqdplm 100 2 CCG CCG NNP work_hn3zcuyx55c5hluvhowvnqdplm 100 3 Lexicons lexicon NNS work_hn3zcuyx55c5hluvhowvnqdplm 100 4 Recently recently RB work_hn3zcuyx55c5hluvhowvnqdplm 100 5 , , , work_hn3zcuyx55c5hluvhowvnqdplm 100 6 Kwiatkowski Kwiatkowski NNP work_hn3zcuyx55c5hluvhowvnqdplm 100 7 et et FW work_hn3zcuyx55c5hluvhowvnqdplm 100 8 al al NNP work_hn3zcuyx55c5hluvhowvnqdplm 100 9 . . . work_hn3zcuyx55c5hluvhowvnqdplm 101 1 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 101 2 2011 2011 CD work_hn3zcuyx55c5hluvhowvnqdplm 101 3 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 101 4 introduced introduce VBD work_hn3zcuyx55c5hluvhowvnqdplm 101 5 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 101 6 factored factor VBN work_hn3zcuyx55c5hluvhowvnqdplm 101 7 CCG CCG NNP work_hn3zcuyx55c5hluvhowvnqdplm 101 8 lexicon lexicon NN work_hn3zcuyx55c5hluvhowvnqdplm 101 9 representation representation NN work_hn3zcuyx55c5hluvhowvnqdplm 101 10 . . . work_hn3zcuyx55c5hluvhowvnqdplm 102 1 Each each DT work_hn3zcuyx55c5hluvhowvnqdplm 102 2 lexical lexical JJ work_hn3zcuyx55c5hluvhowvnqdplm 102 3 item item NN work_hn3zcuyx55c5hluvhowvnqdplm 102 4 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 102 5 composed compose VBN work_hn3zcuyx55c5hluvhowvnqdplm 102 6 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 102 7 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 102 8 lexeme lexeme NN work_hn3zcuyx55c5hluvhowvnqdplm 102 9 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 102 10 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 102 11 template template NN work_hn3zcuyx55c5hluvhowvnqdplm 102 12 . . . work_hn3zcuyx55c5hluvhowvnqdplm 103 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 103 2 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 103 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 103 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 103 5 entry entry NN work_hn3zcuyx55c5hluvhowvnqdplm 103 6 chair chair NN work_hn3zcuyx55c5hluvhowvnqdplm 103 7 ` ` '' work_hn3zcuyx55c5hluvhowvnqdplm 103 8 N N NNP work_hn3zcuyx55c5hluvhowvnqdplm 103 9 : : : work_hn3zcuyx55c5hluvhowvnqdplm 103 10 λx.chair(x λx.chair(x NN work_hn3zcuyx55c5hluvhowvnqdplm 103 11 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 103 12 would would MD work_hn3zcuyx55c5hluvhowvnqdplm 103 13 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 103 14 constructed construct VBN work_hn3zcuyx55c5hluvhowvnqdplm 103 15 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 103 16 combining combine VBG work_hn3zcuyx55c5hluvhowvnqdplm 103 17 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 103 18 lexeme lexeme NNP work_hn3zcuyx55c5hluvhowvnqdplm 103 19 chair chair NN work_hn3zcuyx55c5hluvhowvnqdplm 103 20 ` ` '' work_hn3zcuyx55c5hluvhowvnqdplm 103 21 [ [ -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 103 22 chair chair NN work_hn3zcuyx55c5hluvhowvnqdplm 103 23 ] ] -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 103 24 , , , work_hn3zcuyx55c5hluvhowvnqdplm 103 25 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 103 26 con- con- NN work_hn3zcuyx55c5hluvhowvnqdplm 103 27 tains tain VBZ work_hn3zcuyx55c5hluvhowvnqdplm 103 28 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 103 29 word word NN work_hn3zcuyx55c5hluvhowvnqdplm 103 30 paired pair VBN work_hn3zcuyx55c5hluvhowvnqdplm 103 31 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 103 32 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 103 33 constants constant NNS work_hn3zcuyx55c5hluvhowvnqdplm 103 34 , , , work_hn3zcuyx55c5hluvhowvnqdplm 103 35 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 103 36 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 103 37 template template NN work_hn3zcuyx55c5hluvhowvnqdplm 103 38 λv λv NN work_hn3zcuyx55c5hluvhowvnqdplm 103 39 . . . work_hn3zcuyx55c5hluvhowvnqdplm 104 1 [ [ -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 104 2 N n NN work_hn3zcuyx55c5hluvhowvnqdplm 104 3 : : : work_hn3zcuyx55c5hluvhowvnqdplm 104 4 λx.v(x λx.v(x LS work_hn3zcuyx55c5hluvhowvnqdplm 104 5 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 104 6 ] ] -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 104 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 104 8 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 104 9 defines define VBZ work_hn3zcuyx55c5hluvhowvnqdplm 104 10 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 104 11 rest rest NN work_hn3zcuyx55c5hluvhowvnqdplm 104 12 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 104 13 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 104 14 category category NN work_hn3zcuyx55c5hluvhowvnqdplm 104 15 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 104 16 abstracting abstract VBG work_hn3zcuyx55c5hluvhowvnqdplm 104 17 over over IN work_hn3zcuyx55c5hluvhowvnqdplm 104 18 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 104 19 constants constant NNS work_hn3zcuyx55c5hluvhowvnqdplm 104 20 . . . work_hn3zcuyx55c5hluvhowvnqdplm 105 1 This this DT work_hn3zcuyx55c5hluvhowvnqdplm 105 2 approach approach NN work_hn3zcuyx55c5hluvhowvnqdplm 105 3 allows allow VBZ work_hn3zcuyx55c5hluvhowvnqdplm 105 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 105 5 reuse reuse NN work_hn3zcuyx55c5hluvhowvnqdplm 105 6 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 105 7 common common JJ work_hn3zcuyx55c5hluvhowvnqdplm 105 8 syntactic syntactic JJ work_hn3zcuyx55c5hluvhowvnqdplm 105 9 structures structure NNS work_hn3zcuyx55c5hluvhowvnqdplm 105 10 through through IN work_hn3zcuyx55c5hluvhowvnqdplm 105 11 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 105 12 small small JJ work_hn3zcuyx55c5hluvhowvnqdplm 105 13 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 105 14 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 105 15 templates template NNS work_hn3zcuyx55c5hluvhowvnqdplm 105 16 . . . work_hn3zcuyx55c5hluvhowvnqdplm 106 1 Section section NN work_hn3zcuyx55c5hluvhowvnqdplm 106 2 8 8 CD work_hn3zcuyx55c5hluvhowvnqdplm 106 3 describes describe VBZ work_hn3zcuyx55c5hluvhowvnqdplm 106 4 how how WRB work_hn3zcuyx55c5hluvhowvnqdplm 106 5 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 106 6 learn learn VBP work_hn3zcuyx55c5hluvhowvnqdplm 106 7 such such JJ work_hn3zcuyx55c5hluvhowvnqdplm 106 8 lexical lexical JJ work_hn3zcuyx55c5hluvhowvnqdplm 106 9 entries entry NNS work_hn3zcuyx55c5hluvhowvnqdplm 106 10 . . . work_hn3zcuyx55c5hluvhowvnqdplm 107 1 Weighted Weighted NNP work_hn3zcuyx55c5hluvhowvnqdplm 107 2 Linear Linear NNP work_hn3zcuyx55c5hluvhowvnqdplm 107 3 CCGs CCGs NNPS work_hn3zcuyx55c5hluvhowvnqdplm 107 4 A a DT work_hn3zcuyx55c5hluvhowvnqdplm 107 5 weighted weight VBN work_hn3zcuyx55c5hluvhowvnqdplm 107 6 linear linear NN work_hn3zcuyx55c5hluvhowvnqdplm 107 7 CCG CCG NNP work_hn3zcuyx55c5hluvhowvnqdplm 107 8 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 107 9 Clark Clark NNP work_hn3zcuyx55c5hluvhowvnqdplm 107 10 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 107 11 Curran Curran NNP work_hn3zcuyx55c5hluvhowvnqdplm 107 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 107 13 2007 2007 CD work_hn3zcuyx55c5hluvhowvnqdplm 107 14 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 107 15 ranks rank VBZ work_hn3zcuyx55c5hluvhowvnqdplm 107 16 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 107 17 space space NN work_hn3zcuyx55c5hluvhowvnqdplm 107 18 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 107 19 possible possible JJ work_hn3zcuyx55c5hluvhowvnqdplm 107 20 parses parse NNS work_hn3zcuyx55c5hluvhowvnqdplm 107 21 under under IN work_hn3zcuyx55c5hluvhowvnqdplm 107 22 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 107 23 grammar grammar NN work_hn3zcuyx55c5hluvhowvnqdplm 107 24 , , , work_hn3zcuyx55c5hluvhowvnqdplm 107 25 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 107 26 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 107 27 closely closely RB work_hn3zcuyx55c5hluvhowvnqdplm 107 28 related related JJ work_hn3zcuyx55c5hluvhowvnqdplm 107 29 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 107 30 several several JJ work_hn3zcuyx55c5hluvhowvnqdplm 107 31 other other JJ work_hn3zcuyx55c5hluvhowvnqdplm 107 32 approaches approach NNS work_hn3zcuyx55c5hluvhowvnqdplm 107 33 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 107 34 Lafferty Lafferty NNP work_hn3zcuyx55c5hluvhowvnqdplm 107 35 et et NNP work_hn3zcuyx55c5hluvhowvnqdplm 107 36 al al NNP work_hn3zcuyx55c5hluvhowvnqdplm 107 37 . . NNP work_hn3zcuyx55c5hluvhowvnqdplm 107 38 , , , work_hn3zcuyx55c5hluvhowvnqdplm 107 39 2001 2001 CD work_hn3zcuyx55c5hluvhowvnqdplm 107 40 ; ; : work_hn3zcuyx55c5hluvhowvnqdplm 107 41 Collins Collins NNP work_hn3zcuyx55c5hluvhowvnqdplm 107 42 , , , work_hn3zcuyx55c5hluvhowvnqdplm 107 43 2004 2004 CD work_hn3zcuyx55c5hluvhowvnqdplm 107 44 ; ; : work_hn3zcuyx55c5hluvhowvnqdplm 107 45 Taskar Taskar NNP work_hn3zcuyx55c5hluvhowvnqdplm 107 46 et et FW work_hn3zcuyx55c5hluvhowvnqdplm 107 47 al al NNP work_hn3zcuyx55c5hluvhowvnqdplm 107 48 . . NNP work_hn3zcuyx55c5hluvhowvnqdplm 107 49 , , , work_hn3zcuyx55c5hluvhowvnqdplm 107 50 2004 2004 CD work_hn3zcuyx55c5hluvhowvnqdplm 107 51 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 107 52 . . . work_hn3zcuyx55c5hluvhowvnqdplm 108 1 Let let VB work_hn3zcuyx55c5hluvhowvnqdplm 108 2 x x TO work_hn3zcuyx55c5hluvhowvnqdplm 108 3 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 108 4 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 108 5 sentence sentence NN work_hn3zcuyx55c5hluvhowvnqdplm 108 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 108 7 y y NNP work_hn3zcuyx55c5hluvhowvnqdplm 108 8 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 108 9 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 108 10 CCG CCG NNP work_hn3zcuyx55c5hluvhowvnqdplm 108 11 parse parse NN work_hn3zcuyx55c5hluvhowvnqdplm 108 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 108 13 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 108 14 GEN(x gen(x VB work_hn3zcuyx55c5hluvhowvnqdplm 108 15 ; ; : work_hn3zcuyx55c5hluvhowvnqdplm 108 16 Λ λ NN work_hn3zcuyx55c5hluvhowvnqdplm 108 17 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 108 18 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 108 19 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 108 20 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 108 21 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 108 22 all all DT work_hn3zcuyx55c5hluvhowvnqdplm 108 23 possible possible JJ work_hn3zcuyx55c5hluvhowvnqdplm 108 24 CCG CCG NNP work_hn3zcuyx55c5hluvhowvnqdplm 108 25 parses parse NNS work_hn3zcuyx55c5hluvhowvnqdplm 108 26 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 108 27 x x NNS work_hn3zcuyx55c5hluvhowvnqdplm 108 28 given give VBN work_hn3zcuyx55c5hluvhowvnqdplm 108 29 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 108 30 lexi- lexi- XX work_hn3zcuyx55c5hluvhowvnqdplm 108 31 con con XX work_hn3zcuyx55c5hluvhowvnqdplm 108 32 Λ. Λ. NNP work_hn3zcuyx55c5hluvhowvnqdplm 109 1 Define Define NNP work_hn3zcuyx55c5hluvhowvnqdplm 109 2 φ(x φ(x NNP work_hn3zcuyx55c5hluvhowvnqdplm 109 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 109 4 y y NNP work_hn3zcuyx55c5hluvhowvnqdplm 109 5 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 109 6 ∈ ∈ NNP work_hn3zcuyx55c5hluvhowvnqdplm 109 7 Rd Rd NNP work_hn3zcuyx55c5hluvhowvnqdplm 109 8 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 109 9 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 109 10 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 109 11 d d NN work_hn3zcuyx55c5hluvhowvnqdplm 109 12 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 109 13 dimensional dimensional JJ work_hn3zcuyx55c5hluvhowvnqdplm 109 14 feature feature NN work_hn3zcuyx55c5hluvhowvnqdplm 109 15 – – : work_hn3zcuyx55c5hluvhowvnqdplm 109 16 vector vector NN work_hn3zcuyx55c5hluvhowvnqdplm 109 17 representation representation NN work_hn3zcuyx55c5hluvhowvnqdplm 109 18 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 109 19 θ θ NNP work_hn3zcuyx55c5hluvhowvnqdplm 109 20 ∈ ∈ VBZ work_hn3zcuyx55c5hluvhowvnqdplm 109 21 Rd Rd NNP work_hn3zcuyx55c5hluvhowvnqdplm 109 22 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 109 23 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 109 24 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 109 25 pa- pa- JJ work_hn3zcuyx55c5hluvhowvnqdplm 109 26 rameter ramet JJR work_hn3zcuyx55c5hluvhowvnqdplm 109 27 vector vector NN work_hn3zcuyx55c5hluvhowvnqdplm 109 28 . . . work_hn3zcuyx55c5hluvhowvnqdplm 110 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 110 2 optimal optimal JJ work_hn3zcuyx55c5hluvhowvnqdplm 110 3 parse parse NN work_hn3zcuyx55c5hluvhowvnqdplm 110 4 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 110 5 sentence sentence NN work_hn3zcuyx55c5hluvhowvnqdplm 110 6 x x SYM work_hn3zcuyx55c5hluvhowvnqdplm 110 7 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 110 8 y∗(x y∗(x NNP work_hn3zcuyx55c5hluvhowvnqdplm 110 9 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 110 10 = = NFP work_hn3zcuyx55c5hluvhowvnqdplm 110 11 arg arg NN work_hn3zcuyx55c5hluvhowvnqdplm 110 12 max max NNP work_hn3zcuyx55c5hluvhowvnqdplm 110 13 y∈GEN(x;Λ y∈GEN(x;Λ NNP work_hn3zcuyx55c5hluvhowvnqdplm 110 14 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 110 15 θ θ NNP work_hn3zcuyx55c5hluvhowvnqdplm 110 16 · · NFP work_hn3zcuyx55c5hluvhowvnqdplm 110 17 φ(x φ(x NNP work_hn3zcuyx55c5hluvhowvnqdplm 110 18 , , , work_hn3zcuyx55c5hluvhowvnqdplm 110 19 y y NNP work_hn3zcuyx55c5hluvhowvnqdplm 110 20 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 110 21 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 110 22 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 110 23 final final JJ work_hn3zcuyx55c5hluvhowvnqdplm 110 24 output output NN work_hn3zcuyx55c5hluvhowvnqdplm 110 25 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 110 26 form form NN work_hn3zcuyx55c5hluvhowvnqdplm 110 27 z z NNP work_hn3zcuyx55c5hluvhowvnqdplm 110 28 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 110 29 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 110 30 λ λ NNP work_hn3zcuyx55c5hluvhowvnqdplm 110 31 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 110 32 calculus calculus NN work_hn3zcuyx55c5hluvhowvnqdplm 110 33 expression expression NN work_hn3zcuyx55c5hluvhowvnqdplm 110 34 at at IN work_hn3zcuyx55c5hluvhowvnqdplm 110 35 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 110 36 root root NN work_hn3zcuyx55c5hluvhowvnqdplm 110 37 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 110 38 y∗(x y∗(x NNP work_hn3zcuyx55c5hluvhowvnqdplm 110 39 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 110 40 . . . work_hn3zcuyx55c5hluvhowvnqdplm 111 1 Section section NN work_hn3zcuyx55c5hluvhowvnqdplm 111 2 7.2 7.2 CD work_hn3zcuyx55c5hluvhowvnqdplm 111 3 de- de- RB work_hn3zcuyx55c5hluvhowvnqdplm 111 4 scribes scribe VBZ work_hn3zcuyx55c5hluvhowvnqdplm 111 5 how how WRB work_hn3zcuyx55c5hluvhowvnqdplm 111 6 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 111 7 efficiently efficiently RB work_hn3zcuyx55c5hluvhowvnqdplm 111 8 compute compute VBD work_hn3zcuyx55c5hluvhowvnqdplm 111 9 an an DT work_hn3zcuyx55c5hluvhowvnqdplm 111 10 approxima- approxima- JJ work_hn3zcuyx55c5hluvhowvnqdplm 111 11 tion tion NN work_hn3zcuyx55c5hluvhowvnqdplm 111 12 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 111 13 y∗(x y∗(x NNP work_hn3zcuyx55c5hluvhowvnqdplm 111 14 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 111 15 within within IN work_hn3zcuyx55c5hluvhowvnqdplm 111 16 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 111 17 joint joint JJ work_hn3zcuyx55c5hluvhowvnqdplm 111 18 interpretation interpretation NN work_hn3zcuyx55c5hluvhowvnqdplm 111 19 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 111 20 exe- exe- NN work_hn3zcuyx55c5hluvhowvnqdplm 111 21 cution cution NN work_hn3zcuyx55c5hluvhowvnqdplm 111 22 model model NN work_hn3zcuyx55c5hluvhowvnqdplm 111 23 . . . work_hn3zcuyx55c5hluvhowvnqdplm 112 1 51 51 CD work_hn3zcuyx55c5hluvhowvnqdplm 112 2 Supervised supervise VBN work_hn3zcuyx55c5hluvhowvnqdplm 112 3 learning learn VBG work_hn3zcuyx55c5hluvhowvnqdplm 112 4 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 112 5 GENLEX GENLEX NNP work_hn3zcuyx55c5hluvhowvnqdplm 112 6 Previous Previous NNP work_hn3zcuyx55c5hluvhowvnqdplm 112 7 work work NN work_hn3zcuyx55c5hluvhowvnqdplm 112 8 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 112 9 Zettlemoyer Zettlemoyer NNP work_hn3zcuyx55c5hluvhowvnqdplm 112 10 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 112 11 Collins Collins NNP work_hn3zcuyx55c5hluvhowvnqdplm 112 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 112 13 2005 2005 CD work_hn3zcuyx55c5hluvhowvnqdplm 112 14 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 112 15 introduced introduce VBD work_hn3zcuyx55c5hluvhowvnqdplm 112 16 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 112 17 function function NN work_hn3zcuyx55c5hluvhowvnqdplm 112 18 GENLEX(x genlex(x NN work_hn3zcuyx55c5hluvhowvnqdplm 112 19 , , , work_hn3zcuyx55c5hluvhowvnqdplm 112 20 z z LS work_hn3zcuyx55c5hluvhowvnqdplm 112 21 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 112 22 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 112 23 map map VB work_hn3zcuyx55c5hluvhowvnqdplm 112 24 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 112 25 sentence sentence NN work_hn3zcuyx55c5hluvhowvnqdplm 112 26 x x LS work_hn3zcuyx55c5hluvhowvnqdplm 112 27 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 112 28 its -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 112 29 meaning meaning NN work_hn3zcuyx55c5hluvhowvnqdplm 112 30 z z NN work_hn3zcuyx55c5hluvhowvnqdplm 112 31 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 112 32 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 112 33 large large JJ work_hn3zcuyx55c5hluvhowvnqdplm 112 34 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 112 35 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 112 36 potential potential JJ work_hn3zcuyx55c5hluvhowvnqdplm 112 37 lexical lexical JJ work_hn3zcuyx55c5hluvhowvnqdplm 112 38 entries entry NNS work_hn3zcuyx55c5hluvhowvnqdplm 112 39 . . . work_hn3zcuyx55c5hluvhowvnqdplm 113 1 These these DT work_hn3zcuyx55c5hluvhowvnqdplm 113 2 entries entry NNS work_hn3zcuyx55c5hluvhowvnqdplm 113 3 are be VBP work_hn3zcuyx55c5hluvhowvnqdplm 113 4 generated generate VBN work_hn3zcuyx55c5hluvhowvnqdplm 113 5 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 113 6 rules rule NNS work_hn3zcuyx55c5hluvhowvnqdplm 113 7 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 113 8 consider consider VBP work_hn3zcuyx55c5hluvhowvnqdplm 113 9 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 113 10 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 113 11 form form NN work_hn3zcuyx55c5hluvhowvnqdplm 113 12 z z NN work_hn3zcuyx55c5hluvhowvnqdplm 113 13 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 113 14 guess guess VB work_hn3zcuyx55c5hluvhowvnqdplm 113 15 potential potential JJ work_hn3zcuyx55c5hluvhowvnqdplm 113 16 CCG CCG NNP work_hn3zcuyx55c5hluvhowvnqdplm 113 17 categories category NNS work_hn3zcuyx55c5hluvhowvnqdplm 113 18 . . . work_hn3zcuyx55c5hluvhowvnqdplm 114 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 114 2 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 114 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 114 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 114 5 rule rule NN work_hn3zcuyx55c5hluvhowvnqdplm 114 6 p p NN work_hn3zcuyx55c5hluvhowvnqdplm 114 7 → → SYM work_hn3zcuyx55c5hluvhowvnqdplm 114 8 N n NN work_hn3zcuyx55c5hluvhowvnqdplm 114 9 : : : work_hn3zcuyx55c5hluvhowvnqdplm 114 10 λx.p(x λx.p(x NN work_hn3zcuyx55c5hluvhowvnqdplm 114 11 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 114 12 introduces introduce VBZ work_hn3zcuyx55c5hluvhowvnqdplm 114 13 categories category NNS work_hn3zcuyx55c5hluvhowvnqdplm 114 14 commonly commonly RB work_hn3zcuyx55c5hluvhowvnqdplm 114 15 used use VBN work_hn3zcuyx55c5hluvhowvnqdplm 114 16 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 114 17 model model VB work_hn3zcuyx55c5hluvhowvnqdplm 114 18 certain certain JJ work_hn3zcuyx55c5hluvhowvnqdplm 114 19 types type NNS work_hn3zcuyx55c5hluvhowvnqdplm 114 20 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 114 21 nouns noun NNS work_hn3zcuyx55c5hluvhowvnqdplm 114 22 . . . work_hn3zcuyx55c5hluvhowvnqdplm 115 1 This this DT work_hn3zcuyx55c5hluvhowvnqdplm 115 2 rule rule NN work_hn3zcuyx55c5hluvhowvnqdplm 115 3 would would MD work_hn3zcuyx55c5hluvhowvnqdplm 115 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 115 5 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 115 6 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 115 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 115 8 introduce introduce VB work_hn3zcuyx55c5hluvhowvnqdplm 115 9 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 115 10 category category NN work_hn3zcuyx55c5hluvhowvnqdplm 115 11 N N NNP work_hn3zcuyx55c5hluvhowvnqdplm 115 12 : : : work_hn3zcuyx55c5hluvhowvnqdplm 115 13 λx.chair(x λx.chair(x NN work_hn3zcuyx55c5hluvhowvnqdplm 115 14 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 115 15 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 115 16 any any DT work_hn3zcuyx55c5hluvhowvnqdplm 115 17 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 115 18 form form NN work_hn3zcuyx55c5hluvhowvnqdplm 115 19 z z NN work_hn3zcuyx55c5hluvhowvnqdplm 115 20 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 115 21 contains contain VBZ work_hn3zcuyx55c5hluvhowvnqdplm 115 22 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 115 23 constant constant JJ work_hn3zcuyx55c5hluvhowvnqdplm 115 24 chair chair NN work_hn3zcuyx55c5hluvhowvnqdplm 115 25 . . . work_hn3zcuyx55c5hluvhowvnqdplm 116 1 GENLEX GENLEX NNP work_hn3zcuyx55c5hluvhowvnqdplm 116 2 uses use VBZ work_hn3zcuyx55c5hluvhowvnqdplm 116 3 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 116 4 small small JJ work_hn3zcuyx55c5hluvhowvnqdplm 116 5 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 116 6 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 116 7 such such JJ work_hn3zcuyx55c5hluvhowvnqdplm 116 8 rules rule NNS work_hn3zcuyx55c5hluvhowvnqdplm 116 9 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 116 10 generate generate VB work_hn3zcuyx55c5hluvhowvnqdplm 116 11 categories category NNS work_hn3zcuyx55c5hluvhowvnqdplm 116 12 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 116 13 are be VBP work_hn3zcuyx55c5hluvhowvnqdplm 116 14 paired pair VBN work_hn3zcuyx55c5hluvhowvnqdplm 116 15 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 116 16 all all DT work_hn3zcuyx55c5hluvhowvnqdplm 116 17 possible possible JJ work_hn3zcuyx55c5hluvhowvnqdplm 116 18 substrings substring NNS work_hn3zcuyx55c5hluvhowvnqdplm 116 19 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 116 20 x x NNS work_hn3zcuyx55c5hluvhowvnqdplm 116 21 , , , work_hn3zcuyx55c5hluvhowvnqdplm 116 22 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 116 23 create create VB work_hn3zcuyx55c5hluvhowvnqdplm 116 24 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 116 25 large large JJ work_hn3zcuyx55c5hluvhowvnqdplm 116 26 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 116 27 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 116 28 lexical lexical JJ work_hn3zcuyx55c5hluvhowvnqdplm 116 29 entries entry NNS work_hn3zcuyx55c5hluvhowvnqdplm 116 30 . . . work_hn3zcuyx55c5hluvhowvnqdplm 117 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 117 2 complete complete JJ work_hn3zcuyx55c5hluvhowvnqdplm 117 3 learning learning NN work_hn3zcuyx55c5hluvhowvnqdplm 117 4 algorithm algorithm NN work_hn3zcuyx55c5hluvhowvnqdplm 117 5 then then RB work_hn3zcuyx55c5hluvhowvnqdplm 117 6 simultaneously simultaneously RB work_hn3zcuyx55c5hluvhowvnqdplm 117 7 selects select VBZ work_hn3zcuyx55c5hluvhowvnqdplm 117 8 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 117 9 small small JJ work_hn3zcuyx55c5hluvhowvnqdplm 117 10 sub- sub- JJ work_hn3zcuyx55c5hluvhowvnqdplm 117 11 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 117 12 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 117 13 these these DT work_hn3zcuyx55c5hluvhowvnqdplm 117 14 entries entry NNS work_hn3zcuyx55c5hluvhowvnqdplm 117 15 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 117 16 estimates estimate VBZ work_hn3zcuyx55c5hluvhowvnqdplm 117 17 parameter parameter NN work_hn3zcuyx55c5hluvhowvnqdplm 117 18 values value NNS work_hn3zcuyx55c5hluvhowvnqdplm 117 19 θ θ NNP work_hn3zcuyx55c5hluvhowvnqdplm 117 20 . . . work_hn3zcuyx55c5hluvhowvnqdplm 118 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 118 2 Section section NN work_hn3zcuyx55c5hluvhowvnqdplm 118 3 8 8 CD work_hn3zcuyx55c5hluvhowvnqdplm 118 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 118 5 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 118 6 will will MD work_hn3zcuyx55c5hluvhowvnqdplm 118 7 introduce introduce VB work_hn3zcuyx55c5hluvhowvnqdplm 118 8 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 118 9 new new JJ work_hn3zcuyx55c5hluvhowvnqdplm 118 10 way way NN work_hn3zcuyx55c5hluvhowvnqdplm 118 11 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 118 12 using use VBG work_hn3zcuyx55c5hluvhowvnqdplm 118 13 GENLEX GENLEX NNP work_hn3zcuyx55c5hluvhowvnqdplm 118 14 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 118 15 learn learn VB work_hn3zcuyx55c5hluvhowvnqdplm 118 16 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 118 17 different different JJ work_hn3zcuyx55c5hluvhowvnqdplm 118 18 signals signal NNS work_hn3zcuyx55c5hluvhowvnqdplm 118 19 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 118 20 , , , work_hn3zcuyx55c5hluvhowvnqdplm 118 21 crucially crucially RB work_hn3zcuyx55c5hluvhowvnqdplm 118 22 , , , work_hn3zcuyx55c5hluvhowvnqdplm 118 23 do do VBP work_hn3zcuyx55c5hluvhowvnqdplm 118 24 not not RB work_hn3zcuyx55c5hluvhowvnqdplm 118 25 require require VB work_hn3zcuyx55c5hluvhowvnqdplm 118 26 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 118 27 labeled label VBN work_hn3zcuyx55c5hluvhowvnqdplm 118 28 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 118 29 form form NN work_hn3zcuyx55c5hluvhowvnqdplm 118 30 z. z. NNP work_hn3zcuyx55c5hluvhowvnqdplm 119 1 5 5 CD work_hn3zcuyx55c5hluvhowvnqdplm 119 2 Spatial spatial JJ work_hn3zcuyx55c5hluvhowvnqdplm 119 3 Environment Environment NNP work_hn3zcuyx55c5hluvhowvnqdplm 119 4 Modeling Modeling NNP work_hn3zcuyx55c5hluvhowvnqdplm 119 5 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 119 6 will will MD work_hn3zcuyx55c5hluvhowvnqdplm 119 7 execute execute VB work_hn3zcuyx55c5hluvhowvnqdplm 119 8 instructions instruction NNS work_hn3zcuyx55c5hluvhowvnqdplm 119 9 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 119 10 an an DT work_hn3zcuyx55c5hluvhowvnqdplm 119 11 environment environment NN work_hn3zcuyx55c5hluvhowvnqdplm 119 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 119 13 see see VB work_hn3zcuyx55c5hluvhowvnqdplm 119 14 Section section NN work_hn3zcuyx55c5hluvhowvnqdplm 119 15 2 2 CD work_hn3zcuyx55c5hluvhowvnqdplm 119 16 , , , work_hn3zcuyx55c5hluvhowvnqdplm 119 17 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 119 18 has have VBZ work_hn3zcuyx55c5hluvhowvnqdplm 119 19 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 119 20 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 119 21 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 119 22 positions position NNS work_hn3zcuyx55c5hluvhowvnqdplm 119 23 . . . work_hn3zcuyx55c5hluvhowvnqdplm 120 1 A a DT work_hn3zcuyx55c5hluvhowvnqdplm 120 2 position position NN work_hn3zcuyx55c5hluvhowvnqdplm 120 3 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 120 4 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 120 5 triple triple JJ work_hn3zcuyx55c5hluvhowvnqdplm 120 6 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 120 7 x x NN work_hn3zcuyx55c5hluvhowvnqdplm 120 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 120 9 y y NNP work_hn3zcuyx55c5hluvhowvnqdplm 120 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 120 11 o o NNP work_hn3zcuyx55c5hluvhowvnqdplm 120 12 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 120 13 , , , work_hn3zcuyx55c5hluvhowvnqdplm 120 14 where where WRB work_hn3zcuyx55c5hluvhowvnqdplm 120 15 x x NNP work_hn3zcuyx55c5hluvhowvnqdplm 120 16 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 120 17 y y NNP work_hn3zcuyx55c5hluvhowvnqdplm 120 18 are be VBP work_hn3zcuyx55c5hluvhowvnqdplm 120 19 horizontal horizontal JJ work_hn3zcuyx55c5hluvhowvnqdplm 120 20 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 120 21 vertical vertical JJ work_hn3zcuyx55c5hluvhowvnqdplm 120 22 coordinates coordinate NNS work_hn3zcuyx55c5hluvhowvnqdplm 120 23 , , , work_hn3zcuyx55c5hluvhowvnqdplm 120 24 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 120 25 o o UH work_hn3zcuyx55c5hluvhowvnqdplm 120 26 ∈ ∈ NN work_hn3zcuyx55c5hluvhowvnqdplm 120 27 O o NN work_hn3zcuyx55c5hluvhowvnqdplm 120 28 = = NFP work_hn3zcuyx55c5hluvhowvnqdplm 120 29 { { -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 120 30 0 0 CD work_hn3zcuyx55c5hluvhowvnqdplm 120 31 , , , work_hn3zcuyx55c5hluvhowvnqdplm 120 32 90 90 CD work_hn3zcuyx55c5hluvhowvnqdplm 120 33 , , , work_hn3zcuyx55c5hluvhowvnqdplm 120 34 180 180 CD work_hn3zcuyx55c5hluvhowvnqdplm 120 35 , , , work_hn3zcuyx55c5hluvhowvnqdplm 120 36 270 270 CD work_hn3zcuyx55c5hluvhowvnqdplm 120 37 } } -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 120 38 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 120 39 an an DT work_hn3zcuyx55c5hluvhowvnqdplm 120 40 orientation orientation NN work_hn3zcuyx55c5hluvhowvnqdplm 120 41 . . . work_hn3zcuyx55c5hluvhowvnqdplm 121 1 A a DT work_hn3zcuyx55c5hluvhowvnqdplm 121 2 position position NN work_hn3zcuyx55c5hluvhowvnqdplm 121 3 also also RB work_hn3zcuyx55c5hluvhowvnqdplm 121 4 includes include VBZ work_hn3zcuyx55c5hluvhowvnqdplm 121 5 properties property NNS work_hn3zcuyx55c5hluvhowvnqdplm 121 6 indicating indicate VBG work_hn3zcuyx55c5hluvhowvnqdplm 121 7 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 121 8 object object NN work_hn3zcuyx55c5hluvhowvnqdplm 121 9 it -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 121 10 contains contain VBZ work_hn3zcuyx55c5hluvhowvnqdplm 121 11 , , , work_hn3zcuyx55c5hluvhowvnqdplm 121 12 its -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 121 13 floor floor NN work_hn3zcuyx55c5hluvhowvnqdplm 121 14 pattern pattern NN work_hn3zcuyx55c5hluvhowvnqdplm 121 15 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 121 16 its -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 121 17 wallpaper wallpaper NN work_hn3zcuyx55c5hluvhowvnqdplm 121 18 . . . work_hn3zcuyx55c5hluvhowvnqdplm 122 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 122 2 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 122 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 122 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 122 5 square square NN work_hn3zcuyx55c5hluvhowvnqdplm 122 6 at at IN work_hn3zcuyx55c5hluvhowvnqdplm 122 7 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 122 8 4 4 CD work_hn3zcuyx55c5hluvhowvnqdplm 122 9 , , , work_hn3zcuyx55c5hluvhowvnqdplm 122 10 3 3 CD work_hn3zcuyx55c5hluvhowvnqdplm 122 11 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 122 12 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 122 13 Figure figure NN work_hn3zcuyx55c5hluvhowvnqdplm 122 14 2 2 CD work_hn3zcuyx55c5hluvhowvnqdplm 122 15 has have VBZ work_hn3zcuyx55c5hluvhowvnqdplm 122 16 four four CD work_hn3zcuyx55c5hluvhowvnqdplm 122 17 positions position NNS work_hn3zcuyx55c5hluvhowvnqdplm 122 18 , , , work_hn3zcuyx55c5hluvhowvnqdplm 122 19 one one CD work_hn3zcuyx55c5hluvhowvnqdplm 122 20 per per IN work_hn3zcuyx55c5hluvhowvnqdplm 122 21 orientation orientation NN work_hn3zcuyx55c5hluvhowvnqdplm 122 22 . . . work_hn3zcuyx55c5hluvhowvnqdplm 123 1 Because because IN work_hn3zcuyx55c5hluvhowvnqdplm 123 2 instructional instructional JJ work_hn3zcuyx55c5hluvhowvnqdplm 123 3 language language NN work_hn3zcuyx55c5hluvhowvnqdplm 123 4 refers refer VBZ work_hn3zcuyx55c5hluvhowvnqdplm 123 5 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 123 6 objects object NNS work_hn3zcuyx55c5hluvhowvnqdplm 123 7 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 123 8 other other JJ work_hn3zcuyx55c5hluvhowvnqdplm 123 9 structures structure NNS work_hn3zcuyx55c5hluvhowvnqdplm 123 10 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 123 11 an an DT work_hn3zcuyx55c5hluvhowvnqdplm 123 12 environment environment NN work_hn3zcuyx55c5hluvhowvnqdplm 123 13 , , , work_hn3zcuyx55c5hluvhowvnqdplm 123 14 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 123 15 introduce introduce VBP work_hn3zcuyx55c5hluvhowvnqdplm 123 16 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 123 17 notion notion NN work_hn3zcuyx55c5hluvhowvnqdplm 123 18 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 123 19 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 123 20 position position NN work_hn3zcuyx55c5hluvhowvnqdplm 123 21 set set VBN work_hn3zcuyx55c5hluvhowvnqdplm 123 22 . . . work_hn3zcuyx55c5hluvhowvnqdplm 124 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 124 2 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 124 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 124 4 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 124 5 Figure Figure NNP work_hn3zcuyx55c5hluvhowvnqdplm 124 6 2 2 CD work_hn3zcuyx55c5hluvhowvnqdplm 124 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 124 8 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 124 9 position position NN work_hn3zcuyx55c5hluvhowvnqdplm 124 10 set set VBD work_hn3zcuyx55c5hluvhowvnqdplm 124 11 D d NN work_hn3zcuyx55c5hluvhowvnqdplm 124 12 = = NN work_hn3zcuyx55c5hluvhowvnqdplm 124 13 { { -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 124 14 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 124 15 5 5 CD work_hn3zcuyx55c5hluvhowvnqdplm 124 16 , , , work_hn3zcuyx55c5hluvhowvnqdplm 124 17 3,o 3,o CD work_hn3zcuyx55c5hluvhowvnqdplm 124 18 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 124 19 : : : work_hn3zcuyx55c5hluvhowvnqdplm 124 20 o o UH work_hn3zcuyx55c5hluvhowvnqdplm 124 21 ∈ ∈ NNP work_hn3zcuyx55c5hluvhowvnqdplm 124 22 O o NN work_hn3zcuyx55c5hluvhowvnqdplm 124 23 } } -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 124 24 represents represent VBZ work_hn3zcuyx55c5hluvhowvnqdplm 124 25 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 124 26 chair chair NN work_hn3zcuyx55c5hluvhowvnqdplm 124 27 , , , work_hn3zcuyx55c5hluvhowvnqdplm 124 28 while while IN work_hn3zcuyx55c5hluvhowvnqdplm 124 29 B b NN work_hn3zcuyx55c5hluvhowvnqdplm 124 30 = = NFP work_hn3zcuyx55c5hluvhowvnqdplm 124 31 { { -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 124 32 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 124 33 x x NNS work_hn3zcuyx55c5hluvhowvnqdplm 124 34 , , , work_hn3zcuyx55c5hluvhowvnqdplm 124 35 3,o 3,o NNP work_hn3zcuyx55c5hluvhowvnqdplm 124 36 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 124 37 : : : work_hn3zcuyx55c5hluvhowvnqdplm 124 38 o o UH work_hn3zcuyx55c5hluvhowvnqdplm 124 39 ∈ ∈ NNP work_hn3zcuyx55c5hluvhowvnqdplm 124 40 O o NN work_hn3zcuyx55c5hluvhowvnqdplm 124 41 , , , work_hn3zcuyx55c5hluvhowvnqdplm 124 42 x x LS work_hn3zcuyx55c5hluvhowvnqdplm 124 43 ∈ ∈ NNP work_hn3zcuyx55c5hluvhowvnqdplm 124 44 [ [ -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 124 45 0 0 NFP work_hn3zcuyx55c5hluvhowvnqdplm 124 46 . . . work_hn3zcuyx55c5hluvhowvnqdplm 125 1 . . . work_hn3zcuyx55c5hluvhowvnqdplm 126 1 . . . work_hn3zcuyx55c5hluvhowvnqdplm 127 1 5 5 LS work_hn3zcuyx55c5hluvhowvnqdplm 127 2 ] ] -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 127 3 } } -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 127 4 represents represent VBZ work_hn3zcuyx55c5hluvhowvnqdplm 127 5 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 127 6 blue blue JJ work_hn3zcuyx55c5hluvhowvnqdplm 127 7 floor floor NN work_hn3zcuyx55c5hluvhowvnqdplm 127 8 . . . work_hn3zcuyx55c5hluvhowvnqdplm 128 1 Both both DT work_hn3zcuyx55c5hluvhowvnqdplm 128 2 sets set NNS work_hn3zcuyx55c5hluvhowvnqdplm 128 3 contain contain VBP work_hn3zcuyx55c5hluvhowvnqdplm 128 4 all all DT work_hn3zcuyx55c5hluvhowvnqdplm 128 5 ori- ori- JJ work_hn3zcuyx55c5hluvhowvnqdplm 128 6 entations entation NNS work_hn3zcuyx55c5hluvhowvnqdplm 128 7 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 128 8 each each DT work_hn3zcuyx55c5hluvhowvnqdplm 128 9 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 128 10 x x NNP work_hn3zcuyx55c5hluvhowvnqdplm 128 11 , , , work_hn3zcuyx55c5hluvhowvnqdplm 128 12 y y NNP work_hn3zcuyx55c5hluvhowvnqdplm 128 13 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 128 14 pair pair NN work_hn3zcuyx55c5hluvhowvnqdplm 128 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 128 16 thereby thereby RB work_hn3zcuyx55c5hluvhowvnqdplm 128 17 representing represent VBG work_hn3zcuyx55c5hluvhowvnqdplm 128 18 properties property NNS work_hn3zcuyx55c5hluvhowvnqdplm 128 19 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 128 20 regions region NNS work_hn3zcuyx55c5hluvhowvnqdplm 128 21 . . . work_hn3zcuyx55c5hluvhowvnqdplm 129 1 Position position NN work_hn3zcuyx55c5hluvhowvnqdplm 129 2 sets set NNS work_hn3zcuyx55c5hluvhowvnqdplm 129 3 can can MD work_hn3zcuyx55c5hluvhowvnqdplm 129 4 have have VB work_hn3zcuyx55c5hluvhowvnqdplm 129 5 many many JJ work_hn3zcuyx55c5hluvhowvnqdplm 129 6 properties property NNS work_hn3zcuyx55c5hluvhowvnqdplm 129 7 . . . work_hn3zcuyx55c5hluvhowvnqdplm 130 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 130 2 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 130 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 130 4 E e NN work_hn3zcuyx55c5hluvhowvnqdplm 130 5 , , , work_hn3zcuyx55c5hluvhowvnqdplm 130 6 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 130 7 addition addition NN work_hn3zcuyx55c5hluvhowvnqdplm 130 8 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 130 9 being be VBG work_hn3zcuyx55c5hluvhowvnqdplm 130 10 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 130 11 chair chair NN work_hn3zcuyx55c5hluvhowvnqdplm 130 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 130 13 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 130 14 also also RB work_hn3zcuyx55c5hluvhowvnqdplm 130 15 an an DT work_hn3zcuyx55c5hluvhowvnqdplm 130 16 intersection intersection NN work_hn3zcuyx55c5hluvhowvnqdplm 130 17 because because IN work_hn3zcuyx55c5hluvhowvnqdplm 130 18 it -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 130 19 overlaps overlap VBZ work_hn3zcuyx55c5hluvhowvnqdplm 130 20 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 130 21 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 130 22 neighboring neighboring NN work_hn3zcuyx55c5hluvhowvnqdplm 130 23 halls hall NNS work_hn3zcuyx55c5hluvhowvnqdplm 130 24 A A NNP work_hn3zcuyx55c5hluvhowvnqdplm 130 25 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 130 26 B. B. NNP work_hn3zcuyx55c5hluvhowvnqdplm 131 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 131 2 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 131 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 131 4 possi- possi- JJ work_hn3zcuyx55c5hluvhowvnqdplm 131 5 ble ble NNP work_hn3zcuyx55c5hluvhowvnqdplm 131 6 entities entity NNS work_hn3zcuyx55c5hluvhowvnqdplm 131 7 includes include VBZ work_hn3zcuyx55c5hluvhowvnqdplm 131 8 all all DT work_hn3zcuyx55c5hluvhowvnqdplm 131 9 position position NN work_hn3zcuyx55c5hluvhowvnqdplm 131 10 sets set NNS work_hn3zcuyx55c5hluvhowvnqdplm 131 11 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 131 12 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 131 13 few few JJ work_hn3zcuyx55c5hluvhowvnqdplm 131 14 addi- addi- JJ work_hn3zcuyx55c5hluvhowvnqdplm 131 15 tional tional JJ work_hn3zcuyx55c5hluvhowvnqdplm 131 16 entries entry NNS work_hn3zcuyx55c5hluvhowvnqdplm 131 17 . . . work_hn3zcuyx55c5hluvhowvnqdplm 132 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 132 2 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 132 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 132 4 set set VBN work_hn3zcuyx55c5hluvhowvnqdplm 132 5 C c NN work_hn3zcuyx55c5hluvhowvnqdplm 132 6 = = NFP work_hn3zcuyx55c5hluvhowvnqdplm 132 7 { { -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 132 8 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 132 9 4 4 CD work_hn3zcuyx55c5hluvhowvnqdplm 132 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 132 11 3 3 CD work_hn3zcuyx55c5hluvhowvnqdplm 132 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 132 13 90 90 CD work_hn3zcuyx55c5hluvhowvnqdplm 132 14 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 132 15 } } -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 132 16 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 132 17 Figure figure NN work_hn3zcuyx55c5hluvhowvnqdplm 132 18 2 2 CD work_hn3zcuyx55c5hluvhowvnqdplm 132 19 represents represent VBZ work_hn3zcuyx55c5hluvhowvnqdplm 132 20 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 132 21 agent agent NN work_hn3zcuyx55c5hluvhowvnqdplm 132 22 ’s ’s POS work_hn3zcuyx55c5hluvhowvnqdplm 132 23 position position NN work_hn3zcuyx55c5hluvhowvnqdplm 132 24 . . . work_hn3zcuyx55c5hluvhowvnqdplm 133 1 6 6 CD work_hn3zcuyx55c5hluvhowvnqdplm 133 2 Modeling model VBG work_hn3zcuyx55c5hluvhowvnqdplm 133 3 Instructional Instructional NNP work_hn3zcuyx55c5hluvhowvnqdplm 133 4 Language Language NNP work_hn3zcuyx55c5hluvhowvnqdplm 133 5 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 133 6 aim aim VBP work_hn3zcuyx55c5hluvhowvnqdplm 133 7 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 133 8 design design VB work_hn3zcuyx55c5hluvhowvnqdplm 133 9 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 133 10 semantic semantic JJ work_hn3zcuyx55c5hluvhowvnqdplm 133 11 representation representation NN work_hn3zcuyx55c5hluvhowvnqdplm 133 12 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 133 13 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 133 14 learnable learnable JJ work_hn3zcuyx55c5hluvhowvnqdplm 133 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 133 16 models model NNS work_hn3zcuyx55c5hluvhowvnqdplm 133 17 grounded ground VBD work_hn3zcuyx55c5hluvhowvnqdplm 133 18 phenomena phenomenon NNS work_hn3zcuyx55c5hluvhowvnqdplm 133 19 such such JJ work_hn3zcuyx55c5hluvhowvnqdplm 133 20 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 133 21 spa- spa- NN work_hn3zcuyx55c5hluvhowvnqdplm 133 22 X X NNP work_hn3zcuyx55c5hluvhowvnqdplm 133 23     _SP work_hn3zcuyx55c5hluvhowvnqdplm 133 24 y y NN work_hn3zcuyx55c5hluvhowvnqdplm 133 25     _SP work_hn3zcuyx55c5hluvhowvnqdplm 133 26 1 1 CD work_hn3zcuyx55c5hluvhowvnqdplm 133 27     _SP work_hn3zcuyx55c5hluvhowvnqdplm 133 28 2 2 CD work_hn3zcuyx55c5hluvhowvnqdplm 133 29     _SP work_hn3zcuyx55c5hluvhowvnqdplm 133 30 3 3 CD work_hn3zcuyx55c5hluvhowvnqdplm 133 31     _SP work_hn3zcuyx55c5hluvhowvnqdplm 133 32 4 4 CD work_hn3zcuyx55c5hluvhowvnqdplm 133 33     _SP work_hn3zcuyx55c5hluvhowvnqdplm 133 34 5 5 CD work_hn3zcuyx55c5hluvhowvnqdplm 133 35     _SP work_hn3zcuyx55c5hluvhowvnqdplm 133 36 1 1 CD work_hn3zcuyx55c5hluvhowvnqdplm 133 37     _SP work_hn3zcuyx55c5hluvhowvnqdplm 133 38 2 2 CD work_hn3zcuyx55c5hluvhowvnqdplm 133 39     _SP work_hn3zcuyx55c5hluvhowvnqdplm 133 40 3 3 CD work_hn3zcuyx55c5hluvhowvnqdplm 133 41     _SP work_hn3zcuyx55c5hluvhowvnqdplm 133 42 4 4 CD work_hn3zcuyx55c5hluvhowvnqdplm 133 43     _SP work_hn3zcuyx55c5hluvhowvnqdplm 133 44 5 5 CD work_hn3zcuyx55c5hluvhowvnqdplm 133 45     _SP work_hn3zcuyx55c5hluvhowvnqdplm 133 46 270 270 CD work_hn3zcuyx55c5hluvhowvnqdplm 133 47   _SP work_hn3zcuyx55c5hluvhowvnqdplm 133 48 90 90 CD work_hn3zcuyx55c5hluvhowvnqdplm 133 49     _SP work_hn3zcuyx55c5hluvhowvnqdplm 133 50 0 0 CD work_hn3zcuyx55c5hluvhowvnqdplm 133 51     _SP work_hn3zcuyx55c5hluvhowvnqdplm 133 52 180 180 CD work_hn3zcuyx55c5hluvhowvnqdplm 133 53     _SP work_hn3zcuyx55c5hluvhowvnqdplm 133 54 C c NN work_hn3zcuyx55c5hluvhowvnqdplm 133 55     _SP work_hn3zcuyx55c5hluvhowvnqdplm 133 56 D d NN work_hn3zcuyx55c5hluvhowvnqdplm 133 57   _SP work_hn3zcuyx55c5hluvhowvnqdplm 133 58 E e NN work_hn3zcuyx55c5hluvhowvnqdplm 133 59     _SP work_hn3zcuyx55c5hluvhowvnqdplm 133 60 A a NN work_hn3zcuyx55c5hluvhowvnqdplm 133 61     _SP work_hn3zcuyx55c5hluvhowvnqdplm 133 62 B B NNP work_hn3zcuyx55c5hluvhowvnqdplm 133 63     _SP work_hn3zcuyx55c5hluvhowvnqdplm 133 64 { { -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 133 65 D D NNP work_hn3zcuyx55c5hluvhowvnqdplm 133 66     _SP work_hn3zcuyx55c5hluvhowvnqdplm 133 67 E e NN work_hn3zcuyx55c5hluvhowvnqdplm 133 68     _SP work_hn3zcuyx55c5hluvhowvnqdplm 133 69 } } -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 133 70 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 133 71 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 133 72 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 133 73 chair chair NN work_hn3zcuyx55c5hluvhowvnqdplm 133 74 λx.chair(x λx.chair(x NN work_hn3zcuyx55c5hluvhowvnqdplm 133 75 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 133 76 { { -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 133 77 A a DT work_hn3zcuyx55c5hluvhowvnqdplm 133 78     _SP work_hn3zcuyx55c5hluvhowvnqdplm 133 79 B B NNP work_hn3zcuyx55c5hluvhowvnqdplm 133 80     _SP work_hn3zcuyx55c5hluvhowvnqdplm 133 81 } } -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 133 82 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 133 83 b b NN work_hn3zcuyx55c5hluvhowvnqdplm 133 84 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 133 85 hall hall NNP work_hn3zcuyx55c5hluvhowvnqdplm 133 86 λx.hall(x λx.hall(x NN work_hn3zcuyx55c5hluvhowvnqdplm 133 87 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 133 88 E E NNP work_hn3zcuyx55c5hluvhowvnqdplm 133 89     _SP work_hn3zcuyx55c5hluvhowvnqdplm 133 90 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 133 91 c c NNP work_hn3zcuyx55c5hluvhowvnqdplm 133 92 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 133 93 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 133 94 chair chair NN work_hn3zcuyx55c5hluvhowvnqdplm 133 95 ιx.chair(x ιx.chair(x NNP work_hn3zcuyx55c5hluvhowvnqdplm 133 96 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 133 97 C C NNP work_hn3zcuyx55c5hluvhowvnqdplm 133 98     _SP work_hn3zcuyx55c5hluvhowvnqdplm 133 99 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 133 100 d d NNP work_hn3zcuyx55c5hluvhowvnqdplm 133 101 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 133 102 you -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 133 103 you -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 133 104 { { -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 133 105 B b NN work_hn3zcuyx55c5hluvhowvnqdplm 133 106     _SP work_hn3zcuyx55c5hluvhowvnqdplm 133 107 } } -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 133 108 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 133 109 e e NNP work_hn3zcuyx55c5hluvhowvnqdplm 133 110 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 133 111 blue blue NNP work_hn3zcuyx55c5hluvhowvnqdplm 133 112 hall hall NNP work_hn3zcuyx55c5hluvhowvnqdplm 133 113 λx.hall(x λx.hall(x NN work_hn3zcuyx55c5hluvhowvnqdplm 133 114 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 133 115 ∧ ∧ NNP work_hn3zcuyx55c5hluvhowvnqdplm 133 116 blue(x blue(x RB work_hn3zcuyx55c5hluvhowvnqdplm 133 117 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 133 118 { { -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 133 119 E e NN work_hn3zcuyx55c5hluvhowvnqdplm 133 120     _SP work_hn3zcuyx55c5hluvhowvnqdplm 133 121 } } -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 133 122 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 133 123 f f NN work_hn3zcuyx55c5hluvhowvnqdplm 133 124 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 133 125 chair chair NN work_hn3zcuyx55c5hluvhowvnqdplm 133 126 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 133 127 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 133 128 intersection intersection NN work_hn3zcuyx55c5hluvhowvnqdplm 133 129 λx.chair(x λx.chair(x NN work_hn3zcuyx55c5hluvhowvnqdplm 133 130 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 133 131 ∧ ∧ NNP work_hn3zcuyx55c5hluvhowvnqdplm 133 132 intersect(ιy.junction(y),x intersect(ιy.junction(y),x NN work_hn3zcuyx55c5hluvhowvnqdplm 133 133 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 133 134 { { -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 133 135 A a DT work_hn3zcuyx55c5hluvhowvnqdplm 133 136     _SP work_hn3zcuyx55c5hluvhowvnqdplm 133 137 B B NNP work_hn3zcuyx55c5hluvhowvnqdplm 133 138     _SP work_hn3zcuyx55c5hluvhowvnqdplm 133 139 E E NNP work_hn3zcuyx55c5hluvhowvnqdplm 133 140     _SP work_hn3zcuyx55c5hluvhowvnqdplm 133 141 } } -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 133 142 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 133 143 g g NN work_hn3zcuyx55c5hluvhowvnqdplm 133 144 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 133 145 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 133 146 front front NN work_hn3zcuyx55c5hluvhowvnqdplm 133 147 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 133 148 you -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 133 149 λx.in λx.in VBP work_hn3zcuyx55c5hluvhowvnqdplm 133 150 front front NN work_hn3zcuyx55c5hluvhowvnqdplm 133 151 of(you of(you CD work_hn3zcuyx55c5hluvhowvnqdplm 133 152 , , , work_hn3zcuyx55c5hluvhowvnqdplm 133 153 x x LS work_hn3zcuyx55c5hluvhowvnqdplm 133 154 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 133 155 Figure figure NN work_hn3zcuyx55c5hluvhowvnqdplm 133 156 2 2 CD work_hn3zcuyx55c5hluvhowvnqdplm 133 157 : : : work_hn3zcuyx55c5hluvhowvnqdplm 133 158 Schematic schematic JJ work_hn3zcuyx55c5hluvhowvnqdplm 133 159 diagram diagram NN work_hn3zcuyx55c5hluvhowvnqdplm 133 160 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 133 161 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 133 162 map map NN work_hn3zcuyx55c5hluvhowvnqdplm 133 163 environment environment NN work_hn3zcuyx55c5hluvhowvnqdplm 133 164 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 133 165 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 133 166 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 133 167 semantics semantic NNS work_hn3zcuyx55c5hluvhowvnqdplm 133 168 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 133 169 spatial spatial JJ work_hn3zcuyx55c5hluvhowvnqdplm 133 170 phrases phrase NNS work_hn3zcuyx55c5hluvhowvnqdplm 133 171 . . . work_hn3zcuyx55c5hluvhowvnqdplm 134 1 tial tial JJ work_hn3zcuyx55c5hluvhowvnqdplm 134 2 relations relation NNS work_hn3zcuyx55c5hluvhowvnqdplm 134 3 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 134 4 object object NN work_hn3zcuyx55c5hluvhowvnqdplm 134 5 reference reference NN work_hn3zcuyx55c5hluvhowvnqdplm 134 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 134 7 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 134 8 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 134 9 executable executable JJ work_hn3zcuyx55c5hluvhowvnqdplm 134 10 . . . work_hn3zcuyx55c5hluvhowvnqdplm 135 1 Our -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 135 2 semantic semantic JJ work_hn3zcuyx55c5hluvhowvnqdplm 135 3 representation representation NN work_hn3zcuyx55c5hluvhowvnqdplm 135 4 combines combine VBZ work_hn3zcuyx55c5hluvhowvnqdplm 135 5 ideas idea NNS work_hn3zcuyx55c5hluvhowvnqdplm 135 6 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 135 7 Carpenter Carpenter NNP work_hn3zcuyx55c5hluvhowvnqdplm 135 8 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 135 9 1997 1997 CD work_hn3zcuyx55c5hluvhowvnqdplm 135 10 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 135 11 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 135 12 Neo Neo NNP work_hn3zcuyx55c5hluvhowvnqdplm 135 13 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 135 14 Davidsonian davidsonian JJ work_hn3zcuyx55c5hluvhowvnqdplm 135 15 event event NN work_hn3zcuyx55c5hluvhowvnqdplm 135 16 se- se- NN work_hn3zcuyx55c5hluvhowvnqdplm 135 17 mantics mantic NNS work_hn3zcuyx55c5hluvhowvnqdplm 135 18 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 135 19 Parsons parson NNS work_hn3zcuyx55c5hluvhowvnqdplm 135 20 , , , work_hn3zcuyx55c5hluvhowvnqdplm 135 21 1990 1990 CD work_hn3zcuyx55c5hluvhowvnqdplm 135 22 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 135 23 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 135 24 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 135 25 simply simply RB work_hn3zcuyx55c5hluvhowvnqdplm 135 26 typed type VBN work_hn3zcuyx55c5hluvhowvnqdplm 135 27 λ- λ- IN work_hn3zcuyx55c5hluvhowvnqdplm 135 28 calculus calculus NN work_hn3zcuyx55c5hluvhowvnqdplm 135 29 . . . work_hn3zcuyx55c5hluvhowvnqdplm 136 1 There there EX work_hn3zcuyx55c5hluvhowvnqdplm 136 2 are be VBP work_hn3zcuyx55c5hluvhowvnqdplm 136 3 four four CD work_hn3zcuyx55c5hluvhowvnqdplm 136 4 basic basic JJ work_hn3zcuyx55c5hluvhowvnqdplm 136 5 types type NNS work_hn3zcuyx55c5hluvhowvnqdplm 136 6 : : : work_hn3zcuyx55c5hluvhowvnqdplm 136 7 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 136 8 1 1 LS work_hn3zcuyx55c5hluvhowvnqdplm 136 9 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 136 10 entities entity NNS work_hn3zcuyx55c5hluvhowvnqdplm 136 11 e e XX work_hn3zcuyx55c5hluvhowvnqdplm 136 12 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 136 13 are be VBP work_hn3zcuyx55c5hluvhowvnqdplm 136 14 objects object NNS work_hn3zcuyx55c5hluvhowvnqdplm 136 15 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 136 16 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 136 17 world world NN work_hn3zcuyx55c5hluvhowvnqdplm 136 18 , , , work_hn3zcuyx55c5hluvhowvnqdplm 136 19 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 136 20 2 2 LS work_hn3zcuyx55c5hluvhowvnqdplm 136 21 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 136 22 events event NNS work_hn3zcuyx55c5hluvhowvnqdplm 136 23 ev ev NN work_hn3zcuyx55c5hluvhowvnqdplm 136 24 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 136 25 spec- spec- NNP work_hn3zcuyx55c5hluvhowvnqdplm 136 26 ify ify NNP work_hn3zcuyx55c5hluvhowvnqdplm 136 27 actions action NNS work_hn3zcuyx55c5hluvhowvnqdplm 136 28 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 136 29 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 136 30 world world NN work_hn3zcuyx55c5hluvhowvnqdplm 136 31 , , , work_hn3zcuyx55c5hluvhowvnqdplm 136 32 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 136 33 3 3 LS work_hn3zcuyx55c5hluvhowvnqdplm 136 34 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 136 35 truth truth NN work_hn3zcuyx55c5hluvhowvnqdplm 136 36 values value NNS work_hn3zcuyx55c5hluvhowvnqdplm 136 37 t t NN work_hn3zcuyx55c5hluvhowvnqdplm 136 38 , , , work_hn3zcuyx55c5hluvhowvnqdplm 136 39 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 136 40 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 136 41 4 4 LS work_hn3zcuyx55c5hluvhowvnqdplm 136 42 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 136 43 meta meta JJ work_hn3zcuyx55c5hluvhowvnqdplm 136 44 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 136 45 entities entity NNS work_hn3zcuyx55c5hluvhowvnqdplm 136 46 m m NNP work_hn3zcuyx55c5hluvhowvnqdplm 136 47 , , , work_hn3zcuyx55c5hluvhowvnqdplm 136 48 such such JJ work_hn3zcuyx55c5hluvhowvnqdplm 136 49 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 136 50 numbers number NNS work_hn3zcuyx55c5hluvhowvnqdplm 136 51 or or CC work_hn3zcuyx55c5hluvhowvnqdplm 136 52 directions direction NNS work_hn3zcuyx55c5hluvhowvnqdplm 136 53 . . . work_hn3zcuyx55c5hluvhowvnqdplm 137 1 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 137 2 also also RB work_hn3zcuyx55c5hluvhowvnqdplm 137 3 allow allow VBP work_hn3zcuyx55c5hluvhowvnqdplm 137 4 functional functional JJ work_hn3zcuyx55c5hluvhowvnqdplm 137 5 types type NNS work_hn3zcuyx55c5hluvhowvnqdplm 137 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 137 7 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 137 8 are be VBP work_hn3zcuyx55c5hluvhowvnqdplm 137 9 defined define VBN work_hn3zcuyx55c5hluvhowvnqdplm 137 10 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 137 11 in- in- JJ work_hn3zcuyx55c5hluvhowvnqdplm 137 12 put put NN work_hn3zcuyx55c5hluvhowvnqdplm 137 13 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 137 14 output output NN work_hn3zcuyx55c5hluvhowvnqdplm 137 15 types type NNS work_hn3zcuyx55c5hluvhowvnqdplm 137 16 . . . work_hn3zcuyx55c5hluvhowvnqdplm 138 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 138 2 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 138 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 138 4 〈 〈 NNP work_hn3zcuyx55c5hluvhowvnqdplm 138 5 e e NNP work_hn3zcuyx55c5hluvhowvnqdplm 138 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 138 7 t t NNP work_hn3zcuyx55c5hluvhowvnqdplm 138 8 〉 〉 NNP work_hn3zcuyx55c5hluvhowvnqdplm 138 9 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 138 10 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 138 11 type type NN work_hn3zcuyx55c5hluvhowvnqdplm 138 12 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 138 13 function function NN work_hn3zcuyx55c5hluvhowvnqdplm 138 14 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 138 15 entities entity NNS work_hn3zcuyx55c5hluvhowvnqdplm 138 16 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 138 17 truth truth NN work_hn3zcuyx55c5hluvhowvnqdplm 138 18 values value NNS work_hn3zcuyx55c5hluvhowvnqdplm 138 19 . . . work_hn3zcuyx55c5hluvhowvnqdplm 139 1 6.1 6.1 CD work_hn3zcuyx55c5hluvhowvnqdplm 139 2 Spatial Spatial NNP work_hn3zcuyx55c5hluvhowvnqdplm 139 3 Language Language NNP work_hn3zcuyx55c5hluvhowvnqdplm 139 4 Modeling Modeling NNP work_hn3zcuyx55c5hluvhowvnqdplm 139 5 Nouns Nouns NNPS work_hn3zcuyx55c5hluvhowvnqdplm 139 6 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 139 7 Noun Noun NNP work_hn3zcuyx55c5hluvhowvnqdplm 139 8 Phrases Phrases NNPS work_hn3zcuyx55c5hluvhowvnqdplm 139 9 Noun Noun NNP work_hn3zcuyx55c5hluvhowvnqdplm 139 10 phrases phrase NNS work_hn3zcuyx55c5hluvhowvnqdplm 139 11 are be VBP work_hn3zcuyx55c5hluvhowvnqdplm 139 12 paired pair VBN work_hn3zcuyx55c5hluvhowvnqdplm 139 13 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 139 14 e e NN work_hn3zcuyx55c5hluvhowvnqdplm 139 15 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 139 16 type type NN work_hn3zcuyx55c5hluvhowvnqdplm 139 17 constants constant NNS work_hn3zcuyx55c5hluvhowvnqdplm 139 18 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 139 19 name name VBP work_hn3zcuyx55c5hluvhowvnqdplm 139 20 specific specific JJ work_hn3zcuyx55c5hluvhowvnqdplm 139 21 en- en- NNP work_hn3zcuyx55c5hluvhowvnqdplm 139 22 tities titie NNS work_hn3zcuyx55c5hluvhowvnqdplm 139 23 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 139 24 nouns noun NNS work_hn3zcuyx55c5hluvhowvnqdplm 139 25 are be VBP work_hn3zcuyx55c5hluvhowvnqdplm 139 26 mapped map VBN work_hn3zcuyx55c5hluvhowvnqdplm 139 27 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 139 28 〈 〈 NNP work_hn3zcuyx55c5hluvhowvnqdplm 139 29 e e NNP work_hn3zcuyx55c5hluvhowvnqdplm 139 30 , , , work_hn3zcuyx55c5hluvhowvnqdplm 139 31 t〉 t〉 NN work_hn3zcuyx55c5hluvhowvnqdplm 139 32 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 139 33 type type NN work_hn3zcuyx55c5hluvhowvnqdplm 139 34 expres- expres- NN work_hn3zcuyx55c5hluvhowvnqdplm 139 35 sions sion NNS work_hn3zcuyx55c5hluvhowvnqdplm 139 36 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 139 37 define define VBP work_hn3zcuyx55c5hluvhowvnqdplm 139 38 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 139 39 property property NN work_hn3zcuyx55c5hluvhowvnqdplm 139 40 . . . work_hn3zcuyx55c5hluvhowvnqdplm 140 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 140 2 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 140 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 140 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 140 5 noun noun NNP work_hn3zcuyx55c5hluvhowvnqdplm 140 6 “ " `` work_hn3zcuyx55c5hluvhowvnqdplm 140 7 chair chair NN work_hn3zcuyx55c5hluvhowvnqdplm 140 8 ” " '' work_hn3zcuyx55c5hluvhowvnqdplm 140 9 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 140 10 Figure Figure NNP work_hn3zcuyx55c5hluvhowvnqdplm 140 11 2a 2a CD work_hn3zcuyx55c5hluvhowvnqdplm 140 12 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 140 13 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 140 14 paired pair VBN work_hn3zcuyx55c5hluvhowvnqdplm 140 15 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 140 16 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 140 17 expression expression NN work_hn3zcuyx55c5hluvhowvnqdplm 140 18 λx.chair(x λx.chair(x NNP work_hn3zcuyx55c5hluvhowvnqdplm 140 19 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 140 20 , , , work_hn3zcuyx55c5hluvhowvnqdplm 140 21 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 140 22 defines define VBZ work_hn3zcuyx55c5hluvhowvnqdplm 140 23 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 140 24 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 140 25 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 140 26 objects object NNS work_hn3zcuyx55c5hluvhowvnqdplm 140 27 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 140 28 52 52 CD work_hn3zcuyx55c5hluvhowvnqdplm 140 29 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 140 30 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 140 31 constant constant JJ work_hn3zcuyx55c5hluvhowvnqdplm 140 32 chair chair NN work_hn3zcuyx55c5hluvhowvnqdplm 140 33 returns return NNS work_hn3zcuyx55c5hluvhowvnqdplm 140 34 true true JJ work_hn3zcuyx55c5hluvhowvnqdplm 140 35 . . . work_hn3zcuyx55c5hluvhowvnqdplm 141 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 141 2 deno- deno- NN work_hn3zcuyx55c5hluvhowvnqdplm 141 3 tation tation NN work_hn3zcuyx55c5hluvhowvnqdplm 141 4 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 141 5 this this DT work_hn3zcuyx55c5hluvhowvnqdplm 141 6 expression expression NN work_hn3zcuyx55c5hluvhowvnqdplm 141 7 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 141 8 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 141 9 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 141 10 { { -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 141 11 D d NN work_hn3zcuyx55c5hluvhowvnqdplm 141 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 141 13 E e NN work_hn3zcuyx55c5hluvhowvnqdplm 141 14 } } -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 141 15 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 141 16 Fig- Fig- NNP work_hn3zcuyx55c5hluvhowvnqdplm 141 17 ure ure NN work_hn3zcuyx55c5hluvhowvnqdplm 141 18 2 2 CD work_hn3zcuyx55c5hluvhowvnqdplm 141 19 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 141 20 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 141 21 denotation denotation NN work_hn3zcuyx55c5hluvhowvnqdplm 141 22 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 141 23 λx.hall(x λx.hall(x NN work_hn3zcuyx55c5hluvhowvnqdplm 141 24 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 141 25 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 141 26 Figure Figure NNP work_hn3zcuyx55c5hluvhowvnqdplm 141 27 2b 2b NNP work_hn3zcuyx55c5hluvhowvnqdplm 141 28 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 141 29 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 141 30 { { -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 141 31 A a NN work_hn3zcuyx55c5hluvhowvnqdplm 141 32 , , , work_hn3zcuyx55c5hluvhowvnqdplm 141 33 B b NN work_hn3zcuyx55c5hluvhowvnqdplm 141 34 } } -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 141 35 . . . work_hn3zcuyx55c5hluvhowvnqdplm 142 1 Also also RB work_hn3zcuyx55c5hluvhowvnqdplm 142 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 142 3 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 142 4 noun noun NNP work_hn3zcuyx55c5hluvhowvnqdplm 142 5 phrase phrase NN work_hn3zcuyx55c5hluvhowvnqdplm 142 6 “ " `` work_hn3zcuyx55c5hluvhowvnqdplm 142 7 you -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 142 8 ” " '' work_hn3zcuyx55c5hluvhowvnqdplm 142 9 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 142 10 Figure Figure NNP work_hn3zcuyx55c5hluvhowvnqdplm 142 11 2d 2d NNP work_hn3zcuyx55c5hluvhowvnqdplm 142 12 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 142 13 , , , work_hn3zcuyx55c5hluvhowvnqdplm 142 14 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 142 15 names name VBZ work_hn3zcuyx55c5hluvhowvnqdplm 142 16 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 142 17 agent agent NN work_hn3zcuyx55c5hluvhowvnqdplm 142 18 , , , work_hn3zcuyx55c5hluvhowvnqdplm 142 19 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 142 20 represented represent VBN work_hn3zcuyx55c5hluvhowvnqdplm 142 21 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 142 22 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 142 23 con- con- NN work_hn3zcuyx55c5hluvhowvnqdplm 142 24 stant stant JJ work_hn3zcuyx55c5hluvhowvnqdplm 142 25 you -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 142 26 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 142 27 denotation denotation NN work_hn3zcuyx55c5hluvhowvnqdplm 142 28 C C NNP work_hn3zcuyx55c5hluvhowvnqdplm 142 29 , , , work_hn3zcuyx55c5hluvhowvnqdplm 142 30 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 142 31 agent agent NN work_hn3zcuyx55c5hluvhowvnqdplm 142 32 ’s ’s POS work_hn3zcuyx55c5hluvhowvnqdplm 142 33 position position NN work_hn3zcuyx55c5hluvhowvnqdplm 142 34 . . . work_hn3zcuyx55c5hluvhowvnqdplm 143 1 Determiners Determiners NNPS work_hn3zcuyx55c5hluvhowvnqdplm 143 2 Noun Noun NNP work_hn3zcuyx55c5hluvhowvnqdplm 143 3 phrases phrase NNS work_hn3zcuyx55c5hluvhowvnqdplm 143 4 can can MD work_hn3zcuyx55c5hluvhowvnqdplm 143 5 also also RB work_hn3zcuyx55c5hluvhowvnqdplm 143 6 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 143 7 formed form VBN work_hn3zcuyx55c5hluvhowvnqdplm 143 8 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 143 9 combining combine VBG work_hn3zcuyx55c5hluvhowvnqdplm 143 10 nouns noun NNS work_hn3zcuyx55c5hluvhowvnqdplm 143 11 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 143 12 determiners determiner NNS work_hn3zcuyx55c5hluvhowvnqdplm 143 13 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 143 14 pick pick VBP work_hn3zcuyx55c5hluvhowvnqdplm 143 15 out out RP work_hn3zcuyx55c5hluvhowvnqdplm 143 16 spe- spe- WRB work_hn3zcuyx55c5hluvhowvnqdplm 143 17 cific cific JJ work_hn3zcuyx55c5hluvhowvnqdplm 143 18 objects object NNS work_hn3zcuyx55c5hluvhowvnqdplm 143 19 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 143 20 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 143 21 world world NN work_hn3zcuyx55c5hluvhowvnqdplm 143 22 . . . work_hn3zcuyx55c5hluvhowvnqdplm 144 1 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 144 2 consider consider VBP work_hn3zcuyx55c5hluvhowvnqdplm 144 3 both both DT work_hn3zcuyx55c5hluvhowvnqdplm 144 4 definite definite JJ work_hn3zcuyx55c5hluvhowvnqdplm 144 5 reference reference NN work_hn3zcuyx55c5hluvhowvnqdplm 144 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 144 7 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 144 8 names name NNS work_hn3zcuyx55c5hluvhowvnqdplm 144 9 contextually contextually RB work_hn3zcuyx55c5hluvhowvnqdplm 144 10 unique unique JJ work_hn3zcuyx55c5hluvhowvnqdplm 144 11 objects object NNS work_hn3zcuyx55c5hluvhowvnqdplm 144 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 144 13 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 144 14 indefinites indefinite NNS work_hn3zcuyx55c5hluvhowvnqdplm 144 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 144 16 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 144 17 are be VBP work_hn3zcuyx55c5hluvhowvnqdplm 144 18 less less RBR work_hn3zcuyx55c5hluvhowvnqdplm 144 19 constrained constrained JJ work_hn3zcuyx55c5hluvhowvnqdplm 144 20 . . . work_hn3zcuyx55c5hluvhowvnqdplm 145 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 145 2 definite definite JJ work_hn3zcuyx55c5hluvhowvnqdplm 145 3 article article NN work_hn3zcuyx55c5hluvhowvnqdplm 145 4 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 145 5 paired pair VBN work_hn3zcuyx55c5hluvhowvnqdplm 145 6 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 145 7 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 145 8 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 145 9 expres- expres- NN work_hn3zcuyx55c5hluvhowvnqdplm 145 10 sion sion NN work_hn3zcuyx55c5hluvhowvnqdplm 145 11 ι ι NN work_hn3zcuyx55c5hluvhowvnqdplm 145 12 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 145 13 type type NN work_hn3zcuyx55c5hluvhowvnqdplm 145 14 〈 〈 NNP work_hn3zcuyx55c5hluvhowvnqdplm 145 15 〈 〈 NNP work_hn3zcuyx55c5hluvhowvnqdplm 145 16 e e NNP work_hn3zcuyx55c5hluvhowvnqdplm 145 17 , , , work_hn3zcuyx55c5hluvhowvnqdplm 145 18 t〉 t〉 NNP work_hn3zcuyx55c5hluvhowvnqdplm 145 19 , , , work_hn3zcuyx55c5hluvhowvnqdplm 145 20 e〉,1 e〉,1 NNP work_hn3zcuyx55c5hluvhowvnqdplm 145 21 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 145 22 will will MD work_hn3zcuyx55c5hluvhowvnqdplm 145 23 name name VB work_hn3zcuyx55c5hluvhowvnqdplm 145 24 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 145 25 sin- sin- RB work_hn3zcuyx55c5hluvhowvnqdplm 145 26 gle gle JJ work_hn3zcuyx55c5hluvhowvnqdplm 145 27 object object NN work_hn3zcuyx55c5hluvhowvnqdplm 145 28 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 145 29 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 145 30 world world NN work_hn3zcuyx55c5hluvhowvnqdplm 145 31 . . . work_hn3zcuyx55c5hluvhowvnqdplm 146 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 146 2 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 146 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 146 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 146 5 phrase phrase NN work_hn3zcuyx55c5hluvhowvnqdplm 146 6 “ " `` work_hn3zcuyx55c5hluvhowvnqdplm 146 7 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 146 8 chair chair NN work_hn3zcuyx55c5hluvhowvnqdplm 146 9 ” " '' work_hn3zcuyx55c5hluvhowvnqdplm 146 10 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 146 11 Figure Figure NNP work_hn3zcuyx55c5hluvhowvnqdplm 146 12 2c 2c NN work_hn3zcuyx55c5hluvhowvnqdplm 146 13 will will MD work_hn3zcuyx55c5hluvhowvnqdplm 146 14 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 146 15 represented represent VBN work_hn3zcuyx55c5hluvhowvnqdplm 146 16 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 146 17 ιx.chair(x ιx.chair(x NNP work_hn3zcuyx55c5hluvhowvnqdplm 146 18 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 146 19 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 146 20 will will MD work_hn3zcuyx55c5hluvhowvnqdplm 146 21 denote denote VB work_hn3zcuyx55c5hluvhowvnqdplm 146 22 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 146 23 appropriate appropriate JJ work_hn3zcuyx55c5hluvhowvnqdplm 146 24 chair chair NN work_hn3zcuyx55c5hluvhowvnqdplm 146 25 . . . work_hn3zcuyx55c5hluvhowvnqdplm 147 1 However however RB work_hn3zcuyx55c5hluvhowvnqdplm 147 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 147 3 computing compute VBG work_hn3zcuyx55c5hluvhowvnqdplm 147 4 this this DT work_hn3zcuyx55c5hluvhowvnqdplm 147 5 denotation denotation NN work_hn3zcuyx55c5hluvhowvnqdplm 147 6 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 147 7 challenging challenge VBG work_hn3zcuyx55c5hluvhowvnqdplm 147 8 when when WRB work_hn3zcuyx55c5hluvhowvnqdplm 147 9 there there EX work_hn3zcuyx55c5hluvhowvnqdplm 147 10 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 147 11 perceptual perceptual JJ work_hn3zcuyx55c5hluvhowvnqdplm 147 12 ambiguity ambiguity NN work_hn3zcuyx55c5hluvhowvnqdplm 147 13 , , , work_hn3zcuyx55c5hluvhowvnqdplm 147 14 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 147 15 positions position NNS work_hn3zcuyx55c5hluvhowvnqdplm 147 16 where where WRB work_hn3zcuyx55c5hluvhowvnqdplm 147 17 multiple multiple JJ work_hn3zcuyx55c5hluvhowvnqdplm 147 18 chairs chair NNS work_hn3zcuyx55c5hluvhowvnqdplm 147 19 are be VBP work_hn3zcuyx55c5hluvhowvnqdplm 147 20 visible visible JJ work_hn3zcuyx55c5hluvhowvnqdplm 147 21 . . . work_hn3zcuyx55c5hluvhowvnqdplm 148 1 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 148 2 adopt adopt VBP work_hn3zcuyx55c5hluvhowvnqdplm 148 3 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 148 4 sim- sim- NN work_hn3zcuyx55c5hluvhowvnqdplm 148 5 ple ple NN work_hn3zcuyx55c5hluvhowvnqdplm 148 6 heuristic heuristic JJ work_hn3zcuyx55c5hluvhowvnqdplm 148 7 approach approach NN work_hn3zcuyx55c5hluvhowvnqdplm 148 8 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 148 9 ranks rank VBZ work_hn3zcuyx55c5hluvhowvnqdplm 148 10 referents referent NNS work_hn3zcuyx55c5hluvhowvnqdplm 148 11 based base VBN work_hn3zcuyx55c5hluvhowvnqdplm 148 12 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 148 13 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 148 14 combination combination NN work_hn3zcuyx55c5hluvhowvnqdplm 148 15 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 148 16 their -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 148 17 distance distance NN work_hn3zcuyx55c5hluvhowvnqdplm 148 18 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 148 19 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 148 20 agent agent NN work_hn3zcuyx55c5hluvhowvnqdplm 148 21 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 148 22 whether whether IN work_hn3zcuyx55c5hluvhowvnqdplm 148 23 they -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 148 24 are be VBP work_hn3zcuyx55c5hluvhowvnqdplm 148 25 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 148 26 front front NN work_hn3zcuyx55c5hluvhowvnqdplm 148 27 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 148 28 it -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 148 29 . . . work_hn3zcuyx55c5hluvhowvnqdplm 149 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 149 2 our -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 149 3 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 149 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 149 5 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 149 6 position position NN work_hn3zcuyx55c5hluvhowvnqdplm 149 7 C C NNP work_hn3zcuyx55c5hluvhowvnqdplm 149 8 our -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 149 9 agent agent NN work_hn3zcuyx55c5hluvhowvnqdplm 149 10 would would MD work_hn3zcuyx55c5hluvhowvnqdplm 149 11 pick pick VB work_hn3zcuyx55c5hluvhowvnqdplm 149 12 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 149 13 chair chair NN work_hn3zcuyx55c5hluvhowvnqdplm 149 14 E e NN work_hn3zcuyx55c5hluvhowvnqdplm 149 15 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 149 16 front front NN work_hn3zcuyx55c5hluvhowvnqdplm 149 17 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 149 18 it -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 149 19 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 149 20 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 149 21 denotation denotation NN work_hn3zcuyx55c5hluvhowvnqdplm 149 22 . . . work_hn3zcuyx55c5hluvhowvnqdplm 150 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 150 2 approach approach NN work_hn3zcuyx55c5hluvhowvnqdplm 150 3 dif- dif- IN work_hn3zcuyx55c5hluvhowvnqdplm 150 4 fers fer NNS work_hn3zcuyx55c5hluvhowvnqdplm 150 5 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 150 6 previous previous JJ work_hn3zcuyx55c5hluvhowvnqdplm 150 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 150 8 non non JJ work_hn3zcuyx55c5hluvhowvnqdplm 150 9 - - JJ work_hn3zcuyx55c5hluvhowvnqdplm 150 10 grounded grounded JJ work_hn3zcuyx55c5hluvhowvnqdplm 150 11 models model NNS work_hn3zcuyx55c5hluvhowvnqdplm 150 12 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 150 13 fail fail VBP work_hn3zcuyx55c5hluvhowvnqdplm 150 14 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 150 15 name name VB work_hn3zcuyx55c5hluvhowvnqdplm 150 16 objects object NNS work_hn3zcuyx55c5hluvhowvnqdplm 150 17 when when WRB work_hn3zcuyx55c5hluvhowvnqdplm 150 18 faced face VBN work_hn3zcuyx55c5hluvhowvnqdplm 150 19 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 150 20 such such JJ work_hn3zcuyx55c5hluvhowvnqdplm 150 21 ambiguity ambiguity NN work_hn3zcuyx55c5hluvhowvnqdplm 150 22 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 150 23 e.g. e.g. RB work_hn3zcuyx55c5hluvhowvnqdplm 150 24 , , , work_hn3zcuyx55c5hluvhowvnqdplm 150 25 Carpenter Carpenter NNP work_hn3zcuyx55c5hluvhowvnqdplm 150 26 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 150 27 1997 1997 CD work_hn3zcuyx55c5hluvhowvnqdplm 150 28 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 150 29 , , , work_hn3zcuyx55c5hluvhowvnqdplm 150 30 Heim Heim NNP work_hn3zcuyx55c5hluvhowvnqdplm 150 31 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 150 32 Kratzer Kratzer NNP work_hn3zcuyx55c5hluvhowvnqdplm 150 33 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 150 34 1998 1998 CD work_hn3zcuyx55c5hluvhowvnqdplm 150 35 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 150 36 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 150 37 . . . work_hn3zcuyx55c5hluvhowvnqdplm 151 1 To to TO work_hn3zcuyx55c5hluvhowvnqdplm 151 2 model model VB work_hn3zcuyx55c5hluvhowvnqdplm 151 3 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 151 4 meaning meaning NN work_hn3zcuyx55c5hluvhowvnqdplm 151 5 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 151 6 indefinite indefinite JJ work_hn3zcuyx55c5hluvhowvnqdplm 151 7 articles article NNS work_hn3zcuyx55c5hluvhowvnqdplm 151 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 151 9 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 151 10 depart depart VBP work_hn3zcuyx55c5hluvhowvnqdplm 151 11 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 151 12 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 151 13 Frege Frege NNP work_hn3zcuyx55c5hluvhowvnqdplm 151 14 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 151 15 Montague Montague NNP work_hn3zcuyx55c5hluvhowvnqdplm 151 16 tradition tradition NN work_hn3zcuyx55c5hluvhowvnqdplm 151 17 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 151 18 us- us- XX work_hn3zcuyx55c5hluvhowvnqdplm 151 19 ing e VBG work_hn3zcuyx55c5hluvhowvnqdplm 151 20 existential existential JJ work_hn3zcuyx55c5hluvhowvnqdplm 151 21 quantifiers quantifier NNS work_hn3zcuyx55c5hluvhowvnqdplm 151 22 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 151 23 Lewis Lewis NNP work_hn3zcuyx55c5hluvhowvnqdplm 151 24 , , , work_hn3zcuyx55c5hluvhowvnqdplm 151 25 1970 1970 CD work_hn3zcuyx55c5hluvhowvnqdplm 151 26 ; ; : work_hn3zcuyx55c5hluvhowvnqdplm 151 27 Montague montague NN work_hn3zcuyx55c5hluvhowvnqdplm 151 28 , , , work_hn3zcuyx55c5hluvhowvnqdplm 151 29 1973 1973 CD work_hn3zcuyx55c5hluvhowvnqdplm 151 30 ; ; : work_hn3zcuyx55c5hluvhowvnqdplm 151 31 Barwise Barwise NNP work_hn3zcuyx55c5hluvhowvnqdplm 151 32 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 151 33 Cooper Cooper NNP work_hn3zcuyx55c5hluvhowvnqdplm 151 34 , , , work_hn3zcuyx55c5hluvhowvnqdplm 151 35 1981 1981 CD work_hn3zcuyx55c5hluvhowvnqdplm 151 36 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 151 37 , , , work_hn3zcuyx55c5hluvhowvnqdplm 151 38 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 151 39 instead instead RB work_hn3zcuyx55c5hluvhowvnqdplm 151 40 in- in- RB work_hn3zcuyx55c5hluvhowvnqdplm 151 41 troduce troduce VBP work_hn3zcuyx55c5hluvhowvnqdplm 151 42 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 151 43 new new JJ work_hn3zcuyx55c5hluvhowvnqdplm 151 44 quantifier quantifier NN work_hn3zcuyx55c5hluvhowvnqdplm 151 45 A a NN work_hn3zcuyx55c5hluvhowvnqdplm 151 46 that that DT work_hn3zcuyx55c5hluvhowvnqdplm 151 47 , , , work_hn3zcuyx55c5hluvhowvnqdplm 151 48 like like IN work_hn3zcuyx55c5hluvhowvnqdplm 151 49 ι ι NN work_hn3zcuyx55c5hluvhowvnqdplm 151 50 , , , work_hn3zcuyx55c5hluvhowvnqdplm 151 51 has have VBZ work_hn3zcuyx55c5hluvhowvnqdplm 151 52 type type NN work_hn3zcuyx55c5hluvhowvnqdplm 151 53 〈 〈 NNP work_hn3zcuyx55c5hluvhowvnqdplm 151 54 〈 〈 NNP work_hn3zcuyx55c5hluvhowvnqdplm 151 55 e e NNP work_hn3zcuyx55c5hluvhowvnqdplm 151 56 , , , work_hn3zcuyx55c5hluvhowvnqdplm 151 57 t〉 t〉 NNP work_hn3zcuyx55c5hluvhowvnqdplm 151 58 , , , work_hn3zcuyx55c5hluvhowvnqdplm 151 59 e e NNP work_hn3zcuyx55c5hluvhowvnqdplm 151 60 〉 〉 NNP work_hn3zcuyx55c5hluvhowvnqdplm 151 61 . . . work_hn3zcuyx55c5hluvhowvnqdplm 152 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 152 2 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 152 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 152 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 152 5 phrase phrase NN work_hn3zcuyx55c5hluvhowvnqdplm 152 6 “ " `` work_hn3zcuyx55c5hluvhowvnqdplm 152 7 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 152 8 chair chair NN work_hn3zcuyx55c5hluvhowvnqdplm 152 9 ” " '' work_hn3zcuyx55c5hluvhowvnqdplm 152 10 would would MD work_hn3zcuyx55c5hluvhowvnqdplm 152 11 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 152 12 paired pair VBN work_hn3zcuyx55c5hluvhowvnqdplm 152 13 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 152 14 Ax.chair(x Ax.chair(x NNS work_hn3zcuyx55c5hluvhowvnqdplm 152 15 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 152 16 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 152 17 denotes denote VBZ work_hn3zcuyx55c5hluvhowvnqdplm 152 18 an an DT work_hn3zcuyx55c5hluvhowvnqdplm 152 19 arbi- arbi- JJ work_hn3zcuyx55c5hluvhowvnqdplm 152 20 trary trary NNP work_hn3zcuyx55c5hluvhowvnqdplm 152 21 entry entry NN work_hn3zcuyx55c5hluvhowvnqdplm 152 22 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 152 23 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 152 24 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 152 25 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 152 26 chairs chair NNS work_hn3zcuyx55c5hluvhowvnqdplm 152 27 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 152 28 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 152 29 world world NN work_hn3zcuyx55c5hluvhowvnqdplm 152 30 . . . work_hn3zcuyx55c5hluvhowvnqdplm 153 1 Com- com- XX work_hn3zcuyx55c5hluvhowvnqdplm 153 2 puting put VBG work_hn3zcuyx55c5hluvhowvnqdplm 153 3 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 153 4 denotation denotation NN work_hn3zcuyx55c5hluvhowvnqdplm 153 5 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 153 6 such such JJ work_hn3zcuyx55c5hluvhowvnqdplm 153 7 expressions expression NNS work_hn3zcuyx55c5hluvhowvnqdplm 153 8 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 153 9 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 153 10 world world NN work_hn3zcuyx55c5hluvhowvnqdplm 153 11 will will MD work_hn3zcuyx55c5hluvhowvnqdplm 153 12 require require VB work_hn3zcuyx55c5hluvhowvnqdplm 153 13 picking pick VBG work_hn3zcuyx55c5hluvhowvnqdplm 153 14 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 153 15 specific specific JJ work_hn3zcuyx55c5hluvhowvnqdplm 153 16 object object NN work_hn3zcuyx55c5hluvhowvnqdplm 153 17 , , , work_hn3zcuyx55c5hluvhowvnqdplm 153 18 without without IN work_hn3zcuyx55c5hluvhowvnqdplm 153 19 fur- fur- NN work_hn3zcuyx55c5hluvhowvnqdplm 153 20 ther ther NN work_hn3zcuyx55c5hluvhowvnqdplm 153 21 restrictions restriction NNS work_hn3zcuyx55c5hluvhowvnqdplm 153 22 . . . work_hn3zcuyx55c5hluvhowvnqdplm 154 1 This this DT work_hn3zcuyx55c5hluvhowvnqdplm 154 2 approach approach NN work_hn3zcuyx55c5hluvhowvnqdplm 154 3 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 154 4 closely closely RB work_hn3zcuyx55c5hluvhowvnqdplm 154 5 related related JJ work_hn3zcuyx55c5hluvhowvnqdplm 154 6 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 154 7 Steedman Steedman NNP work_hn3zcuyx55c5hluvhowvnqdplm 154 8 ’s ’s POS work_hn3zcuyx55c5hluvhowvnqdplm 154 9 generalized generalize VBD work_hn3zcuyx55c5hluvhowvnqdplm 154 10 Skolem Skolem NNP work_hn3zcuyx55c5hluvhowvnqdplm 154 11 terms term NNS work_hn3zcuyx55c5hluvhowvnqdplm 154 12 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 154 13 2011).2 2011).2 CD work_hn3zcuyx55c5hluvhowvnqdplm 154 14 Meta Meta NNP work_hn3zcuyx55c5hluvhowvnqdplm 154 15 Entities Entities NNPS work_hn3zcuyx55c5hluvhowvnqdplm 154 16 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 154 17 use use VBP work_hn3zcuyx55c5hluvhowvnqdplm 154 18 m m NN work_hn3zcuyx55c5hluvhowvnqdplm 154 19 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 154 20 typed type VBN work_hn3zcuyx55c5hluvhowvnqdplm 154 21 terms term NNS work_hn3zcuyx55c5hluvhowvnqdplm 154 22 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 154 23 represent represent VB work_hn3zcuyx55c5hluvhowvnqdplm 154 24 non non JJ work_hn3zcuyx55c5hluvhowvnqdplm 154 25 - - JJ work_hn3zcuyx55c5hluvhowvnqdplm 154 26 physical physical JJ work_hn3zcuyx55c5hluvhowvnqdplm 154 27 entities entity NNS work_hn3zcuyx55c5hluvhowvnqdplm 154 28 , , , work_hn3zcuyx55c5hluvhowvnqdplm 154 29 such such JJ work_hn3zcuyx55c5hluvhowvnqdplm 154 30 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 154 31 numbers number NNS work_hn3zcuyx55c5hluvhowvnqdplm 154 32 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 154 33 1 1 CD work_hn3zcuyx55c5hluvhowvnqdplm 154 34 , , , work_hn3zcuyx55c5hluvhowvnqdplm 154 35 2 2 CD work_hn3zcuyx55c5hluvhowvnqdplm 154 36 , , , work_hn3zcuyx55c5hluvhowvnqdplm 154 37 etc etc FW work_hn3zcuyx55c5hluvhowvnqdplm 154 38 . . . work_hn3zcuyx55c5hluvhowvnqdplm 154 39 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 155 1 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 155 2 directions direction NNS work_hn3zcuyx55c5hluvhowvnqdplm 155 3 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 155 4 left leave VBN work_hn3zcuyx55c5hluvhowvnqdplm 155 5 , , , work_hn3zcuyx55c5hluvhowvnqdplm 155 6 right right UH work_hn3zcuyx55c5hluvhowvnqdplm 155 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 155 8 etc etc FW work_hn3zcuyx55c5hluvhowvnqdplm 155 9 . . . work_hn3zcuyx55c5hluvhowvnqdplm 155 10 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 156 1 whose whose WP$ work_hn3zcuyx55c5hluvhowvnqdplm 156 2 denotations denotation NNS work_hn3zcuyx55c5hluvhowvnqdplm 156 3 1Although 1although CD work_hn3zcuyx55c5hluvhowvnqdplm 156 4 quantifiers quantifier NNS work_hn3zcuyx55c5hluvhowvnqdplm 156 5 are be VBP work_hn3zcuyx55c5hluvhowvnqdplm 156 6 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 156 7 constants constant NNS work_hn3zcuyx55c5hluvhowvnqdplm 156 8 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 156 9 type type NN work_hn3zcuyx55c5hluvhowvnqdplm 156 10 〈 〈 NNP work_hn3zcuyx55c5hluvhowvnqdplm 156 11 〈 〈 NNP work_hn3zcuyx55c5hluvhowvnqdplm 156 12 e e NNP work_hn3zcuyx55c5hluvhowvnqdplm 156 13 , , , work_hn3zcuyx55c5hluvhowvnqdplm 156 14 t〉 t〉 NNP work_hn3zcuyx55c5hluvhowvnqdplm 156 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 156 16 e e NNP work_hn3zcuyx55c5hluvhowvnqdplm 156 17 〉 〉 NNP work_hn3zcuyx55c5hluvhowvnqdplm 156 18 or or CC work_hn3zcuyx55c5hluvhowvnqdplm 156 19 〈 〈 NNP work_hn3zcuyx55c5hluvhowvnqdplm 156 20 〈 〈 NNP work_hn3zcuyx55c5hluvhowvnqdplm 156 21 e e NNP work_hn3zcuyx55c5hluvhowvnqdplm 156 22 , , , work_hn3zcuyx55c5hluvhowvnqdplm 156 23 t t NNP work_hn3zcuyx55c5hluvhowvnqdplm 156 24 〉 〉 NNP work_hn3zcuyx55c5hluvhowvnqdplm 156 25 , , , work_hn3zcuyx55c5hluvhowvnqdplm 156 26 t t NNP work_hn3zcuyx55c5hluvhowvnqdplm 156 27 〉 〉 NNP work_hn3zcuyx55c5hluvhowvnqdplm 156 28 , , , work_hn3zcuyx55c5hluvhowvnqdplm 156 29 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 156 30 use use VBP work_hn3zcuyx55c5hluvhowvnqdplm 156 31 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 156 32 notation notation NN work_hn3zcuyx55c5hluvhowvnqdplm 156 33 similar similar JJ work_hn3zcuyx55c5hluvhowvnqdplm 156 34 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 156 35 that that DT work_hn3zcuyx55c5hluvhowvnqdplm 156 36 used use VBN work_hn3zcuyx55c5hluvhowvnqdplm 156 37 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 156 38 first first JJ work_hn3zcuyx55c5hluvhowvnqdplm 156 39 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 156 40 order order NN work_hn3zcuyx55c5hluvhowvnqdplm 156 41 logic logic NN work_hn3zcuyx55c5hluvhowvnqdplm 156 42 . . . work_hn3zcuyx55c5hluvhowvnqdplm 157 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 157 2 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 157 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 157 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 157 5 notation notation NN work_hn3zcuyx55c5hluvhowvnqdplm 157 6 ιx.f(x ιx.f(x NNP work_hn3zcuyx55c5hluvhowvnqdplm 157 7 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 157 8 repre- repre- NN work_hn3zcuyx55c5hluvhowvnqdplm 157 9 sents sent NNS work_hn3zcuyx55c5hluvhowvnqdplm 157 10 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 157 11 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 157 12 expression expression NN work_hn3zcuyx55c5hluvhowvnqdplm 157 13 ι(λx.f(x ι(λx.f(x NNP work_hn3zcuyx55c5hluvhowvnqdplm 157 14 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 157 15 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 157 16 2Steedman 2steedman CD work_hn3zcuyx55c5hluvhowvnqdplm 157 17 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 157 18 2011 2011 CD work_hn3zcuyx55c5hluvhowvnqdplm 157 19 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 157 20 uses use VBZ work_hn3zcuyx55c5hluvhowvnqdplm 157 21 generalized generalize VBN work_hn3zcuyx55c5hluvhowvnqdplm 157 22 Skolem Skolem NNP work_hn3zcuyx55c5hluvhowvnqdplm 157 23 terms term NNS work_hn3zcuyx55c5hluvhowvnqdplm 157 24 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 157 25 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 157 26 tool tool NN work_hn3zcuyx55c5hluvhowvnqdplm 157 27 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 157 28 resolving resolve VBG work_hn3zcuyx55c5hluvhowvnqdplm 157 29 anaphoric anaphoric JJ work_hn3zcuyx55c5hluvhowvnqdplm 157 30 pronouns pronoun NNS work_hn3zcuyx55c5hluvhowvnqdplm 157 31 , , , work_hn3zcuyx55c5hluvhowvnqdplm 157 32 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 157 33 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 157 34 do do VBP work_hn3zcuyx55c5hluvhowvnqdplm 157 35 not not RB work_hn3zcuyx55c5hluvhowvnqdplm 157 36 model model VB work_hn3zcuyx55c5hluvhowvnqdplm 157 37 . . . work_hn3zcuyx55c5hluvhowvnqdplm 158 1 are be VBP work_hn3zcuyx55c5hluvhowvnqdplm 158 2 fixed fix VBN work_hn3zcuyx55c5hluvhowvnqdplm 158 3 . . . work_hn3zcuyx55c5hluvhowvnqdplm 159 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 159 2 ability ability NN work_hn3zcuyx55c5hluvhowvnqdplm 159 3 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 159 4 refer refer VB work_hn3zcuyx55c5hluvhowvnqdplm 159 5 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 159 6 directions direction NNS work_hn3zcuyx55c5hluvhowvnqdplm 159 7 allows allow VBZ work_hn3zcuyx55c5hluvhowvnqdplm 159 8 us -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 159 9 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 159 10 manipulate manipulate VB work_hn3zcuyx55c5hluvhowvnqdplm 159 11 position position NN work_hn3zcuyx55c5hluvhowvnqdplm 159 12 sets set NNS work_hn3zcuyx55c5hluvhowvnqdplm 159 13 . . . work_hn3zcuyx55c5hluvhowvnqdplm 160 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 160 2 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 160 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 160 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 160 5 phrase phrase NN work_hn3zcuyx55c5hluvhowvnqdplm 160 6 “ " `` work_hn3zcuyx55c5hluvhowvnqdplm 160 7 your -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 160 8 left left NN work_hn3zcuyx55c5hluvhowvnqdplm 160 9 ” " '' work_hn3zcuyx55c5hluvhowvnqdplm 160 10 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 160 11 mapped map VBN work_hn3zcuyx55c5hluvhowvnqdplm 160 12 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 160 13 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 160 14 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 160 15 expres- expres- NN work_hn3zcuyx55c5hluvhowvnqdplm 160 16 sion sion NN work_hn3zcuyx55c5hluvhowvnqdplm 160 17 orient(you orient(you VBZ work_hn3zcuyx55c5hluvhowvnqdplm 160 18 , , , work_hn3zcuyx55c5hluvhowvnqdplm 160 19 left left JJ work_hn3zcuyx55c5hluvhowvnqdplm 160 20 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 160 21 , , , work_hn3zcuyx55c5hluvhowvnqdplm 160 22 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 160 23 denotes denote VBZ work_hn3zcuyx55c5hluvhowvnqdplm 160 24 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 160 25 position position NN work_hn3zcuyx55c5hluvhowvnqdplm 160 26 set set VBD work_hn3zcuyx55c5hluvhowvnqdplm 160 27 containing contain VBG work_hn3zcuyx55c5hluvhowvnqdplm 160 28 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 160 29 position position NN work_hn3zcuyx55c5hluvhowvnqdplm 160 30 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 160 31 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 160 32 left left NN work_hn3zcuyx55c5hluvhowvnqdplm 160 33 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 160 34 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 160 35 agent agent NN work_hn3zcuyx55c5hluvhowvnqdplm 160 36 . . . work_hn3zcuyx55c5hluvhowvnqdplm 161 1 Prepositions preposition NNS work_hn3zcuyx55c5hluvhowvnqdplm 161 2 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 161 3 Adjectives adjective VBZ work_hn3zcuyx55c5hluvhowvnqdplm 161 4 Noun Noun NNP work_hn3zcuyx55c5hluvhowvnqdplm 161 5 phrases phrase NNS work_hn3zcuyx55c5hluvhowvnqdplm 161 6 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 161 7 modifiers modifier NNS work_hn3zcuyx55c5hluvhowvnqdplm 161 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 161 9 such such JJ work_hn3zcuyx55c5hluvhowvnqdplm 161 10 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 161 11 adjectives adjective NNS work_hn3zcuyx55c5hluvhowvnqdplm 161 12 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 161 13 prepositional prepositional JJ work_hn3zcuyx55c5hluvhowvnqdplm 161 14 phrases phrase NNS work_hn3zcuyx55c5hluvhowvnqdplm 161 15 are be VBP work_hn3zcuyx55c5hluvhowvnqdplm 161 16 〈 〈 NNP work_hn3zcuyx55c5hluvhowvnqdplm 161 17 e e NNP work_hn3zcuyx55c5hluvhowvnqdplm 161 18 , , , work_hn3zcuyx55c5hluvhowvnqdplm 161 19 t〉 t〉 NN work_hn3zcuyx55c5hluvhowvnqdplm 161 20 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 161 21 type type NN work_hn3zcuyx55c5hluvhowvnqdplm 161 22 expressions expression NNS work_hn3zcuyx55c5hluvhowvnqdplm 161 23 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 161 24 implement implement VBP work_hn3zcuyx55c5hluvhowvnqdplm 161 25 set set VBN work_hn3zcuyx55c5hluvhowvnqdplm 161 26 intersection intersection NN work_hn3zcuyx55c5hluvhowvnqdplm 161 27 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 161 28 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 161 29 conjunctions conjunction NNS work_hn3zcuyx55c5hluvhowvnqdplm 161 30 . . . work_hn3zcuyx55c5hluvhowvnqdplm 162 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 162 2 ex- ex- XX work_hn3zcuyx55c5hluvhowvnqdplm 162 3 ample ample NN work_hn3zcuyx55c5hluvhowvnqdplm 162 4 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 162 5 Figure Figure NNP work_hn3zcuyx55c5hluvhowvnqdplm 162 6 2 2 CD work_hn3zcuyx55c5hluvhowvnqdplm 162 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 162 8 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 162 9 phrase phrase NN work_hn3zcuyx55c5hluvhowvnqdplm 162 10 “ " `` work_hn3zcuyx55c5hluvhowvnqdplm 162 11 blue blue NNP work_hn3zcuyx55c5hluvhowvnqdplm 162 12 hall hall NNP work_hn3zcuyx55c5hluvhowvnqdplm 162 13 ” " '' work_hn3zcuyx55c5hluvhowvnqdplm 162 14 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 162 15 paired pair VBN work_hn3zcuyx55c5hluvhowvnqdplm 162 16 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 162 17 λx.hall(x)∧blue(x λx.hall(x)∧blue(x NNS work_hn3zcuyx55c5hluvhowvnqdplm 162 18 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 162 19 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 162 20 denotation denotation NN work_hn3zcuyx55c5hluvhowvnqdplm 162 21 { { -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 162 22 B B NNP work_hn3zcuyx55c5hluvhowvnqdplm 162 23 } } -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 162 24 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 162 25 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 162 26 phrase phrase NN work_hn3zcuyx55c5hluvhowvnqdplm 162 27 “ " `` work_hn3zcuyx55c5hluvhowvnqdplm 162 28 chair chair NN work_hn3zcuyx55c5hluvhowvnqdplm 162 29 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 162 30 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 162 31 intersection intersection NN work_hn3zcuyx55c5hluvhowvnqdplm 162 32 ” " '' work_hn3zcuyx55c5hluvhowvnqdplm 162 33 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 162 34 paired pair VBN work_hn3zcuyx55c5hluvhowvnqdplm 162 35 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 162 36 λx.chair(x λx.chair(x NNP work_hn3zcuyx55c5hluvhowvnqdplm 162 37 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 162 38 ∧ ∧ NNP work_hn3zcuyx55c5hluvhowvnqdplm 162 39 intersect(ιy.junction(y),x intersect(ιy.junction(y),x NN work_hn3zcuyx55c5hluvhowvnqdplm 162 40 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 162 41 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 162 42 denotation denotation NN work_hn3zcuyx55c5hluvhowvnqdplm 162 43 { { -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 162 44 E E NNP work_hn3zcuyx55c5hluvhowvnqdplm 162 45 } } -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 162 46 . . . work_hn3zcuyx55c5hluvhowvnqdplm 163 1 Intuitively intuitively RB work_hn3zcuyx55c5hluvhowvnqdplm 163 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 163 3 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 163 4 adjective adjective JJ work_hn3zcuyx55c5hluvhowvnqdplm 163 5 “ " `` work_hn3zcuyx55c5hluvhowvnqdplm 163 6 blue blue JJ work_hn3zcuyx55c5hluvhowvnqdplm 163 7 ” " '' work_hn3zcuyx55c5hluvhowvnqdplm 163 8 introduces introduce VBZ work_hn3zcuyx55c5hluvhowvnqdplm 163 9 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 163 10 constant constant JJ work_hn3zcuyx55c5hluvhowvnqdplm 163 11 blue blue NN work_hn3zcuyx55c5hluvhowvnqdplm 163 12 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 163 13 “ " `` work_hn3zcuyx55c5hluvhowvnqdplm 163 14 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 163 15 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 163 16 ” " '' work_hn3zcuyx55c5hluvhowvnqdplm 163 17 adds add VBZ work_hn3zcuyx55c5hluvhowvnqdplm 163 18 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 163 19 intersect intersect NN work_hn3zcuyx55c5hluvhowvnqdplm 163 20 . . . work_hn3zcuyx55c5hluvhowvnqdplm 164 1 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 164 2 will will MD work_hn3zcuyx55c5hluvhowvnqdplm 164 3 describe describe VB work_hn3zcuyx55c5hluvhowvnqdplm 164 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 164 5 full full JJ work_hn3zcuyx55c5hluvhowvnqdplm 164 6 details detail NNS work_hn3zcuyx55c5hluvhowvnqdplm 164 7 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 164 8 how how WRB work_hn3zcuyx55c5hluvhowvnqdplm 164 9 these these DT work_hn3zcuyx55c5hluvhowvnqdplm 164 10 expressions expression NNS work_hn3zcuyx55c5hluvhowvnqdplm 164 11 are be VBP work_hn3zcuyx55c5hluvhowvnqdplm 164 12 constructed construct VBN work_hn3zcuyx55c5hluvhowvnqdplm 164 13 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 164 14 Section Section NNP work_hn3zcuyx55c5hluvhowvnqdplm 164 15 6.3 6.3 CD work_hn3zcuyx55c5hluvhowvnqdplm 164 16 . . . work_hn3zcuyx55c5hluvhowvnqdplm 165 1 Spatial Spatial NNP work_hn3zcuyx55c5hluvhowvnqdplm 165 2 Relations Relations NNPS work_hn3zcuyx55c5hluvhowvnqdplm 165 3 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 165 4 semantic semantic JJ work_hn3zcuyx55c5hluvhowvnqdplm 165 5 representation representation NN work_hn3zcuyx55c5hluvhowvnqdplm 165 6 al- al- NN work_hn3zcuyx55c5hluvhowvnqdplm 165 7 lows low VBZ work_hn3zcuyx55c5hluvhowvnqdplm 165 8 more more RBR work_hn3zcuyx55c5hluvhowvnqdplm 165 9 complex complex JJ work_hn3zcuyx55c5hluvhowvnqdplm 165 10 reasoning reasoning NN work_hn3zcuyx55c5hluvhowvnqdplm 165 11 over over IN work_hn3zcuyx55c5hluvhowvnqdplm 165 12 position position NN work_hn3zcuyx55c5hluvhowvnqdplm 165 13 sets set NNS work_hn3zcuyx55c5hluvhowvnqdplm 165 14 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 165 15 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 165 16 relations relation NNS work_hn3zcuyx55c5hluvhowvnqdplm 165 17 between between IN work_hn3zcuyx55c5hluvhowvnqdplm 165 18 them -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 165 19 . . . work_hn3zcuyx55c5hluvhowvnqdplm 166 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 166 2 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 166 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 166 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 166 5 bi- bi- XX work_hn3zcuyx55c5hluvhowvnqdplm 166 6 nary nary JJ work_hn3zcuyx55c5hluvhowvnqdplm 166 7 relation relation NN work_hn3zcuyx55c5hluvhowvnqdplm 166 8 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 166 9 front front NN work_hn3zcuyx55c5hluvhowvnqdplm 166 10 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 166 11 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 166 12 Figure figure NN work_hn3zcuyx55c5hluvhowvnqdplm 166 13 2 2 CD work_hn3zcuyx55c5hluvhowvnqdplm 166 14 g g NN work_hn3zcuyx55c5hluvhowvnqdplm 166 15 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 166 16 tests test NNS work_hn3zcuyx55c5hluvhowvnqdplm 166 17 if if IN work_hn3zcuyx55c5hluvhowvnqdplm 166 18 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 166 19 first first JJ work_hn3zcuyx55c5hluvhowvnqdplm 166 20 argument argument NN work_hn3zcuyx55c5hluvhowvnqdplm 166 21 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 166 22 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 166 23 front front NN work_hn3zcuyx55c5hluvhowvnqdplm 166 24 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 166 25 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 166 26 second second JJ work_hn3zcuyx55c5hluvhowvnqdplm 166 27 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 166 28 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 166 29 point point NN work_hn3zcuyx55c5hluvhowvnqdplm 166 30 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 166 31 view view NN work_hn3zcuyx55c5hluvhowvnqdplm 166 32 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 166 33 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 166 34 agent agent NN work_hn3zcuyx55c5hluvhowvnqdplm 166 35 . . . work_hn3zcuyx55c5hluvhowvnqdplm 167 1 Additional additional JJ work_hn3zcuyx55c5hluvhowvnqdplm 167 2 relations relation NNS work_hn3zcuyx55c5hluvhowvnqdplm 167 3 are be VBP work_hn3zcuyx55c5hluvhowvnqdplm 167 4 used use VBN work_hn3zcuyx55c5hluvhowvnqdplm 167 5 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 167 6 model model VB work_hn3zcuyx55c5hluvhowvnqdplm 167 7 set set VBN work_hn3zcuyx55c5hluvhowvnqdplm 167 8 intersection intersection NN work_hn3zcuyx55c5hluvhowvnqdplm 167 9 , , , work_hn3zcuyx55c5hluvhowvnqdplm 167 10 relative relative JJ work_hn3zcuyx55c5hluvhowvnqdplm 167 11 direction direction NN work_hn3zcuyx55c5hluvhowvnqdplm 167 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 167 13 relative relative JJ work_hn3zcuyx55c5hluvhowvnqdplm 167 14 distance distance NN work_hn3zcuyx55c5hluvhowvnqdplm 167 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 167 16 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 167 17 relative relative JJ work_hn3zcuyx55c5hluvhowvnqdplm 167 18 position position NN work_hn3zcuyx55c5hluvhowvnqdplm 167 19 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 167 20 distance distance NN work_hn3zcuyx55c5hluvhowvnqdplm 167 21 . . . work_hn3zcuyx55c5hluvhowvnqdplm 168 1 6.2 6.2 CD work_hn3zcuyx55c5hluvhowvnqdplm 168 2 Modeling Modeling NNP work_hn3zcuyx55c5hluvhowvnqdplm 168 3 Instructions instruction NNS work_hn3zcuyx55c5hluvhowvnqdplm 168 4 To to TO work_hn3zcuyx55c5hluvhowvnqdplm 168 5 model model NN work_hn3zcuyx55c5hluvhowvnqdplm 168 6 actions action NNS work_hn3zcuyx55c5hluvhowvnqdplm 168 7 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 168 8 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 168 9 world world NN work_hn3zcuyx55c5hluvhowvnqdplm 168 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 168 11 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 168 12 adopt adopt VBP work_hn3zcuyx55c5hluvhowvnqdplm 168 13 Neo- Neo- NNP work_hn3zcuyx55c5hluvhowvnqdplm 168 14 Davidsonian davidsonian JJ work_hn3zcuyx55c5hluvhowvnqdplm 168 15 event event NN work_hn3zcuyx55c5hluvhowvnqdplm 168 16 semantics semantic NNS work_hn3zcuyx55c5hluvhowvnqdplm 168 17 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 168 18 Davidson Davidson NNP work_hn3zcuyx55c5hluvhowvnqdplm 168 19 , , , work_hn3zcuyx55c5hluvhowvnqdplm 168 20 1967 1967 CD work_hn3zcuyx55c5hluvhowvnqdplm 168 21 ; ; : work_hn3zcuyx55c5hluvhowvnqdplm 168 22 Par- Par- NNP work_hn3zcuyx55c5hluvhowvnqdplm 168 23 sons son NNS work_hn3zcuyx55c5hluvhowvnqdplm 168 24 , , , work_hn3zcuyx55c5hluvhowvnqdplm 168 25 1990 1990 CD work_hn3zcuyx55c5hluvhowvnqdplm 168 26 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 168 27 , , , work_hn3zcuyx55c5hluvhowvnqdplm 168 28 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 168 29 treats treat VBZ work_hn3zcuyx55c5hluvhowvnqdplm 168 30 events event NNS work_hn3zcuyx55c5hluvhowvnqdplm 168 31 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 168 32 ev ev NN work_hn3zcuyx55c5hluvhowvnqdplm 168 33 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 168 34 type type NN work_hn3zcuyx55c5hluvhowvnqdplm 168 35 primitive primitive JJ work_hn3zcuyx55c5hluvhowvnqdplm 168 36 objects object NNS work_hn3zcuyx55c5hluvhowvnqdplm 168 37 . . . work_hn3zcuyx55c5hluvhowvnqdplm 169 1 Such such PDT work_hn3zcuyx55c5hluvhowvnqdplm 169 2 an an DT work_hn3zcuyx55c5hluvhowvnqdplm 169 3 approach approach NN work_hn3zcuyx55c5hluvhowvnqdplm 169 4 allows allow VBZ work_hn3zcuyx55c5hluvhowvnqdplm 169 5 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 169 6 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 169 7 compact compact JJ work_hn3zcuyx55c5hluvhowvnqdplm 169 8 lex- lex- DT work_hn3zcuyx55c5hluvhowvnqdplm 169 9 icon icon NN work_hn3zcuyx55c5hluvhowvnqdplm 169 10 where where WRB work_hn3zcuyx55c5hluvhowvnqdplm 169 11 adverbial adverbial JJ work_hn3zcuyx55c5hluvhowvnqdplm 169 12 modifiers modifier NNS work_hn3zcuyx55c5hluvhowvnqdplm 169 13 introduce introduce VBP work_hn3zcuyx55c5hluvhowvnqdplm 169 14 predicates predicate NNS work_hn3zcuyx55c5hluvhowvnqdplm 169 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 169 16 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 169 17 are be VBP work_hn3zcuyx55c5hluvhowvnqdplm 169 18 linked link VBN work_hn3zcuyx55c5hluvhowvnqdplm 169 19 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 169 20 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 169 21 shared shared JJ work_hn3zcuyx55c5hluvhowvnqdplm 169 22 event event NN work_hn3zcuyx55c5hluvhowvnqdplm 169 23 argument argument NN work_hn3zcuyx55c5hluvhowvnqdplm 169 24 . . . work_hn3zcuyx55c5hluvhowvnqdplm 170 1 Instructional instructional JJ work_hn3zcuyx55c5hluvhowvnqdplm 170 2 language language NN work_hn3zcuyx55c5hluvhowvnqdplm 170 3 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 170 4 characterized characterize VBN work_hn3zcuyx55c5hluvhowvnqdplm 170 5 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 170 6 heavy heavy JJ work_hn3zcuyx55c5hluvhowvnqdplm 170 7 usage usage NN work_hn3zcuyx55c5hluvhowvnqdplm 170 8 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 170 9 imperatives imperative NNS work_hn3zcuyx55c5hluvhowvnqdplm 170 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 170 11 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 170 12 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 170 13 model model VBP work_hn3zcuyx55c5hluvhowvnqdplm 170 14 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 170 15 func- func- JJ work_hn3zcuyx55c5hluvhowvnqdplm 170 16 tions tion NNS work_hn3zcuyx55c5hluvhowvnqdplm 170 17 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 170 18 events event NNS work_hn3zcuyx55c5hluvhowvnqdplm 170 19 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 170 20 truth truth NN work_hn3zcuyx55c5hluvhowvnqdplm 170 21 values.3 values.3 NN work_hn3zcuyx55c5hluvhowvnqdplm 170 22 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 170 23 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 170 24 , , , work_hn3zcuyx55c5hluvhowvnqdplm 170 25 an an DT work_hn3zcuyx55c5hluvhowvnqdplm 170 26 imperative imperative NN work_hn3zcuyx55c5hluvhowvnqdplm 170 27 such such JJ work_hn3zcuyx55c5hluvhowvnqdplm 170 28 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 170 29 “ " `` work_hn3zcuyx55c5hluvhowvnqdplm 170 30 move move NN work_hn3zcuyx55c5hluvhowvnqdplm 170 31 ” " '' work_hn3zcuyx55c5hluvhowvnqdplm 170 32 would would MD work_hn3zcuyx55c5hluvhowvnqdplm 170 33 have have VB work_hn3zcuyx55c5hluvhowvnqdplm 170 34 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 170 35 mean- mean- NN work_hn3zcuyx55c5hluvhowvnqdplm 170 36 ing ing NNP work_hn3zcuyx55c5hluvhowvnqdplm 170 37 λa.move(a λa.move(a NN work_hn3zcuyx55c5hluvhowvnqdplm 170 38 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 170 39 , , , work_hn3zcuyx55c5hluvhowvnqdplm 170 40 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 170 41 defines define VBZ work_hn3zcuyx55c5hluvhowvnqdplm 170 42 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 170 43 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 170 44 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 170 45 events event NNS work_hn3zcuyx55c5hluvhowvnqdplm 170 46 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 170 47 match match VBP work_hn3zcuyx55c5hluvhowvnqdplm 170 48 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 170 49 specified specify VBN work_hn3zcuyx55c5hluvhowvnqdplm 170 50 constraints constraint NNS work_hn3zcuyx55c5hluvhowvnqdplm 170 51 . . . work_hn3zcuyx55c5hluvhowvnqdplm 171 1 Here here RB work_hn3zcuyx55c5hluvhowvnqdplm 171 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 171 3 this this DT work_hn3zcuyx55c5hluvhowvnqdplm 171 4 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 171 5 would would MD work_hn3zcuyx55c5hluvhowvnqdplm 171 6 include include VB work_hn3zcuyx55c5hluvhowvnqdplm 171 7 all all DT work_hn3zcuyx55c5hluvhowvnqdplm 171 8 events event NNS work_hn3zcuyx55c5hluvhowvnqdplm 171 9 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 171 10 involve involve VBP work_hn3zcuyx55c5hluvhowvnqdplm 171 11 moving move VBG work_hn3zcuyx55c5hluvhowvnqdplm 171 12 actions action NNS work_hn3zcuyx55c5hluvhowvnqdplm 171 13 . . . work_hn3zcuyx55c5hluvhowvnqdplm 172 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 172 2 denotation denotation NN work_hn3zcuyx55c5hluvhowvnqdplm 172 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 172 4 ev ev NN work_hn3zcuyx55c5hluvhowvnqdplm 172 5 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 172 6 type type NN work_hn3zcuyx55c5hluvhowvnqdplm 172 7 terms term NNS work_hn3zcuyx55c5hluvhowvnqdplm 172 8 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 172 9 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 172 10 sequence sequence NN work_hn3zcuyx55c5hluvhowvnqdplm 172 11 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 172 12 n n JJ work_hn3zcuyx55c5hluvhowvnqdplm 172 13 instances instance NNS work_hn3zcuyx55c5hluvhowvnqdplm 172 14 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 172 15 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 172 16 same same JJ work_hn3zcuyx55c5hluvhowvnqdplm 172 17 action action NN work_hn3zcuyx55c5hluvhowvnqdplm 172 18 . . . work_hn3zcuyx55c5hluvhowvnqdplm 173 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 173 2 this this DT work_hn3zcuyx55c5hluvhowvnqdplm 173 3 way way NN work_hn3zcuyx55c5hluvhowvnqdplm 173 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 173 5 an an DT work_hn3zcuyx55c5hluvhowvnqdplm 173 6 event event NN work_hn3zcuyx55c5hluvhowvnqdplm 173 7 defines define VBZ work_hn3zcuyx55c5hluvhowvnqdplm 173 8 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 173 9 function function NN work_hn3zcuyx55c5hluvhowvnqdplm 173 10 ev ev NN work_hn3zcuyx55c5hluvhowvnqdplm 173 11 : : : work_hn3zcuyx55c5hluvhowvnqdplm 173 12 s s LS work_hn3zcuyx55c5hluvhowvnqdplm 173 13 → → SYM work_hn3zcuyx55c5hluvhowvnqdplm 173 14 s′ s′ NN work_hn3zcuyx55c5hluvhowvnqdplm 173 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 173 16 where where WRB work_hn3zcuyx55c5hluvhowvnqdplm 173 17 s s NNP work_hn3zcuyx55c5hluvhowvnqdplm 173 18 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 173 19 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 173 20 start start NN work_hn3zcuyx55c5hluvhowvnqdplm 173 21 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 173 22 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 173 23 s′ s′ VB work_hn3zcuyx55c5hluvhowvnqdplm 173 24 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 173 25 end end NN work_hn3zcuyx55c5hluvhowvnqdplm 173 26 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 173 27 . . . work_hn3zcuyx55c5hluvhowvnqdplm 174 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 174 2 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 174 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 174 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 174 5 3Imperatives 3imperative NNS work_hn3zcuyx55c5hluvhowvnqdplm 174 6 are be VBP work_hn3zcuyx55c5hluvhowvnqdplm 174 7 〈 〈 NNP work_hn3zcuyx55c5hluvhowvnqdplm 174 8 ev ev NNP work_hn3zcuyx55c5hluvhowvnqdplm 174 9 , , , work_hn3zcuyx55c5hluvhowvnqdplm 174 10 t〉 t〉 NN work_hn3zcuyx55c5hluvhowvnqdplm 174 11 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 174 12 type type NN work_hn3zcuyx55c5hluvhowvnqdplm 174 13 , , , work_hn3zcuyx55c5hluvhowvnqdplm 174 14 much much RB work_hn3zcuyx55c5hluvhowvnqdplm 174 15 like like IN work_hn3zcuyx55c5hluvhowvnqdplm 174 16 〈 〈 NNP work_hn3zcuyx55c5hluvhowvnqdplm 174 17 e e NNP work_hn3zcuyx55c5hluvhowvnqdplm 174 18 , , , work_hn3zcuyx55c5hluvhowvnqdplm 174 19 t〉 t〉 NN work_hn3zcuyx55c5hluvhowvnqdplm 174 20 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 174 21 type type NN work_hn3zcuyx55c5hluvhowvnqdplm 174 22 wh- wh- JJ work_hn3zcuyx55c5hluvhowvnqdplm 174 23 interrogatives interrogative NNS work_hn3zcuyx55c5hluvhowvnqdplm 174 24 . . . work_hn3zcuyx55c5hluvhowvnqdplm 175 1 Both both DT work_hn3zcuyx55c5hluvhowvnqdplm 175 2 define define NN work_hn3zcuyx55c5hluvhowvnqdplm 175 3 sets set NNS work_hn3zcuyx55c5hluvhowvnqdplm 175 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 175 5 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 175 6 former former JJ work_hn3zcuyx55c5hluvhowvnqdplm 175 7 includes include VBZ work_hn3zcuyx55c5hluvhowvnqdplm 175 8 actions action NNS work_hn3zcuyx55c5hluvhowvnqdplm 175 9 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 175 10 execute execute VB work_hn3zcuyx55c5hluvhowvnqdplm 175 11 , , , work_hn3zcuyx55c5hluvhowvnqdplm 175 12 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 175 13 later later JJ work_hn3zcuyx55c5hluvhowvnqdplm 175 14 defines define NNS work_hn3zcuyx55c5hluvhowvnqdplm 175 15 answers answer NNS work_hn3zcuyx55c5hluvhowvnqdplm 175 16 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 175 17 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 175 18 question question NN work_hn3zcuyx55c5hluvhowvnqdplm 175 19 . . . work_hn3zcuyx55c5hluvhowvnqdplm 176 1 53 53 CD work_hn3zcuyx55c5hluvhowvnqdplm 176 2 denotation denotation NN work_hn3zcuyx55c5hluvhowvnqdplm 176 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 176 4 λa.move(a λa.move(a NN work_hn3zcuyx55c5hluvhowvnqdplm 176 5 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 176 6 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 176 7 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 176 8 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 176 9 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 176 10 move move NN work_hn3zcuyx55c5hluvhowvnqdplm 176 11 action action NN work_hn3zcuyx55c5hluvhowvnqdplm 176 12 sequences sequence NNS work_hn3zcuyx55c5hluvhowvnqdplm 176 13 { { -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 176 14 〈 〈 NNP work_hn3zcuyx55c5hluvhowvnqdplm 176 15 MOVE1 MOVE1 NNP work_hn3zcuyx55c5hluvhowvnqdplm 176 16 , , , work_hn3zcuyx55c5hluvhowvnqdplm 176 17 . . . work_hn3zcuyx55c5hluvhowvnqdplm 177 1 . . . work_hn3zcuyx55c5hluvhowvnqdplm 178 1 . . . work_hn3zcuyx55c5hluvhowvnqdplm 179 1 , , , work_hn3zcuyx55c5hluvhowvnqdplm 179 2 MOVEn MOVEn NNP work_hn3zcuyx55c5hluvhowvnqdplm 179 3 〉 〉 NNP work_hn3zcuyx55c5hluvhowvnqdplm 179 4 : : : work_hn3zcuyx55c5hluvhowvnqdplm 179 5 n n CC work_hn3zcuyx55c5hluvhowvnqdplm 179 6 ≥ ≥ NN work_hn3zcuyx55c5hluvhowvnqdplm 179 7 1 1 CD work_hn3zcuyx55c5hluvhowvnqdplm 179 8 } } -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 179 9 . . . work_hn3zcuyx55c5hluvhowvnqdplm 180 1 Al- al- RB work_hn3zcuyx55c5hluvhowvnqdplm 180 2 though though IN work_hn3zcuyx55c5hluvhowvnqdplm 180 3 performing perform VBG work_hn3zcuyx55c5hluvhowvnqdplm 180 4 actions action NNS work_hn3zcuyx55c5hluvhowvnqdplm 180 5 often often RB work_hn3zcuyx55c5hluvhowvnqdplm 180 6 require require VBP work_hn3zcuyx55c5hluvhowvnqdplm 180 7 performing perform VBG work_hn3zcuyx55c5hluvhowvnqdplm 180 8 additional additional JJ work_hn3zcuyx55c5hluvhowvnqdplm 180 9 ones one NNS work_hn3zcuyx55c5hluvhowvnqdplm 180 10 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 180 11 e.g. e.g. RB work_hn3zcuyx55c5hluvhowvnqdplm 180 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 180 13 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 180 14 agent agent NN work_hn3zcuyx55c5hluvhowvnqdplm 180 15 might may MD work_hn3zcuyx55c5hluvhowvnqdplm 180 16 have have VB work_hn3zcuyx55c5hluvhowvnqdplm 180 17 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 180 18 turn turn VB work_hn3zcuyx55c5hluvhowvnqdplm 180 19 before before IN work_hn3zcuyx55c5hluvhowvnqdplm 180 20 being be VBG work_hn3zcuyx55c5hluvhowvnqdplm 180 21 able able JJ work_hn3zcuyx55c5hluvhowvnqdplm 180 22 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 180 23 move move VB work_hn3zcuyx55c5hluvhowvnqdplm 180 24 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 180 25 , , , work_hn3zcuyx55c5hluvhowvnqdplm 180 26 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 180 27 treat treat VBP work_hn3zcuyx55c5hluvhowvnqdplm 180 28 such such JJ work_hn3zcuyx55c5hluvhowvnqdplm 180 29 actions action NNS work_hn3zcuyx55c5hluvhowvnqdplm 180 30 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 180 31 implicit implicit JJ work_hn3zcuyx55c5hluvhowvnqdplm 180 32 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 180 33 Section section NN work_hn3zcuyx55c5hluvhowvnqdplm 180 34 7.1 7.1 CD work_hn3zcuyx55c5hluvhowvnqdplm 180 35 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 180 36 , , , work_hn3zcuyx55c5hluvhowvnqdplm 180 37 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 180 38 do do VBP work_hn3zcuyx55c5hluvhowvnqdplm 180 39 n’t not RB work_hn3zcuyx55c5hluvhowvnqdplm 180 40 model model VB work_hn3zcuyx55c5hluvhowvnqdplm 180 41 them -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 180 42 explic- explic- JJ work_hn3zcuyx55c5hluvhowvnqdplm 180 43 itly itly RB work_hn3zcuyx55c5hluvhowvnqdplm 180 44 within within IN work_hn3zcuyx55c5hluvhowvnqdplm 180 45 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 180 46 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 180 47 form form NN work_hn3zcuyx55c5hluvhowvnqdplm 180 48 . . . work_hn3zcuyx55c5hluvhowvnqdplm 181 1 Predicates predicate NNS work_hn3zcuyx55c5hluvhowvnqdplm 181 2 such such JJ work_hn3zcuyx55c5hluvhowvnqdplm 181 3 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 181 4 move move NN work_hn3zcuyx55c5hluvhowvnqdplm 181 5 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 181 6 seen see VBN work_hn3zcuyx55c5hluvhowvnqdplm 181 7 above above RB work_hn3zcuyx55c5hluvhowvnqdplm 181 8 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 181 9 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 181 10 turn turn VB work_hn3zcuyx55c5hluvhowvnqdplm 181 11 are be VBP work_hn3zcuyx55c5hluvhowvnqdplm 181 12 introduced introduce VBN work_hn3zcuyx55c5hluvhowvnqdplm 181 13 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 181 14 verbs verb NNS work_hn3zcuyx55c5hluvhowvnqdplm 181 15 . . . work_hn3zcuyx55c5hluvhowvnqdplm 182 1 Events event NNS work_hn3zcuyx55c5hluvhowvnqdplm 182 2 can can MD work_hn3zcuyx55c5hluvhowvnqdplm 182 3 also also RB work_hn3zcuyx55c5hluvhowvnqdplm 182 4 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 182 5 modified modify VBN work_hn3zcuyx55c5hluvhowvnqdplm 182 6 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 182 7 adverbials adverbial NNS work_hn3zcuyx55c5hluvhowvnqdplm 182 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 182 9 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 182 10 are be VBP work_hn3zcuyx55c5hluvhowvnqdplm 182 11 intersective intersective JJ work_hn3zcuyx55c5hluvhowvnqdplm 182 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 182 13 much much RB work_hn3zcuyx55c5hluvhowvnqdplm 182 14 like like IN work_hn3zcuyx55c5hluvhowvnqdplm 182 15 prepositional prepositional JJ work_hn3zcuyx55c5hluvhowvnqdplm 182 16 phrases phrase NNS work_hn3zcuyx55c5hluvhowvnqdplm 182 17 . . . work_hn3zcuyx55c5hluvhowvnqdplm 183 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 183 2 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 183 3 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 183 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 183 5 imperative imperative JJ work_hn3zcuyx55c5hluvhowvnqdplm 183 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 183 7 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 183 8 form form NN work_hn3zcuyx55c5hluvhowvnqdplm 183 9 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 183 10 LF LF NNP work_hn3zcuyx55c5hluvhowvnqdplm 183 11 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 183 12 pair pair NN work_hn3zcuyx55c5hluvhowvnqdplm 183 13 : : : work_hn3zcuyx55c5hluvhowvnqdplm 183 14 Imp imp NN work_hn3zcuyx55c5hluvhowvnqdplm 183 15 . . . work_hn3zcuyx55c5hluvhowvnqdplm 184 1 : : : work_hn3zcuyx55c5hluvhowvnqdplm 184 2 move move VB work_hn3zcuyx55c5hluvhowvnqdplm 184 3 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 184 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 184 5 sofa sofa NN work_hn3zcuyx55c5hluvhowvnqdplm 184 6 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 184 7 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 184 8 chair chair NN work_hn3zcuyx55c5hluvhowvnqdplm 184 9 LF LF NNP work_hn3zcuyx55c5hluvhowvnqdplm 184 10 : : : work_hn3zcuyx55c5hluvhowvnqdplm 184 11 λa.move(a λa.move(a NN work_hn3zcuyx55c5hluvhowvnqdplm 184 12 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 184 13 ∧ ∧ NNP work_hn3zcuyx55c5hluvhowvnqdplm 184 14 to(a to(a NNP work_hn3zcuyx55c5hluvhowvnqdplm 184 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 184 16 ιx.chair(x ιx.chair(x NNP work_hn3zcuyx55c5hluvhowvnqdplm 184 17 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 184 18 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 184 19 ∧ ∧ NNP work_hn3zcuyx55c5hluvhowvnqdplm 184 20 from(a from(a NNP work_hn3zcuyx55c5hluvhowvnqdplm 184 21 , , , work_hn3zcuyx55c5hluvhowvnqdplm 184 22 ιy.sofa(y ιy.sofa(y NNP work_hn3zcuyx55c5hluvhowvnqdplm 184 23 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 184 24 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 184 25 Each each DT work_hn3zcuyx55c5hluvhowvnqdplm 184 26 adverbial adverbial JJ work_hn3zcuyx55c5hluvhowvnqdplm 184 27 phrase phrase NN work_hn3zcuyx55c5hluvhowvnqdplm 184 28 provides provide VBZ work_hn3zcuyx55c5hluvhowvnqdplm 184 29 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 184 30 constraint constraint NN work_hn3zcuyx55c5hluvhowvnqdplm 184 31 , , , work_hn3zcuyx55c5hluvhowvnqdplm 184 32 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 184 33 changing change VBG work_hn3zcuyx55c5hluvhowvnqdplm 184 34 their -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 184 35 order order NN work_hn3zcuyx55c5hluvhowvnqdplm 184 36 will will MD work_hn3zcuyx55c5hluvhowvnqdplm 184 37 not not RB work_hn3zcuyx55c5hluvhowvnqdplm 184 38 change change VB work_hn3zcuyx55c5hluvhowvnqdplm 184 39 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 184 40 LF LF NNP work_hn3zcuyx55c5hluvhowvnqdplm 184 41 . . . work_hn3zcuyx55c5hluvhowvnqdplm 185 1 6.3 6.3 CD work_hn3zcuyx55c5hluvhowvnqdplm 185 2 Parsing Parsing NNP work_hn3zcuyx55c5hluvhowvnqdplm 185 3 Instructional Instructional NNP work_hn3zcuyx55c5hluvhowvnqdplm 185 4 Language Language NNP work_hn3zcuyx55c5hluvhowvnqdplm 185 5 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 185 6 CCG CCG NNP work_hn3zcuyx55c5hluvhowvnqdplm 185 7 To to TO work_hn3zcuyx55c5hluvhowvnqdplm 185 8 compose compose VB work_hn3zcuyx55c5hluvhowvnqdplm 185 9 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 185 10 expressions expression NNS work_hn3zcuyx55c5hluvhowvnqdplm 185 11 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 185 12 sentences sentence NNS work_hn3zcuyx55c5hluvhowvnqdplm 185 13 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 185 14 use use VBP work_hn3zcuyx55c5hluvhowvnqdplm 185 15 CCG CCG NNP work_hn3zcuyx55c5hluvhowvnqdplm 185 16 , , , work_hn3zcuyx55c5hluvhowvnqdplm 185 17 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 185 18 described describe VBN work_hn3zcuyx55c5hluvhowvnqdplm 185 19 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 185 20 Section section NN work_hn3zcuyx55c5hluvhowvnqdplm 185 21 4 4 CD work_hn3zcuyx55c5hluvhowvnqdplm 185 22 . . . work_hn3zcuyx55c5hluvhowvnqdplm 186 1 Figures figure NNS work_hn3zcuyx55c5hluvhowvnqdplm 186 2 3 3 CD work_hn3zcuyx55c5hluvhowvnqdplm 186 3 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 186 4 4 4 CD work_hn3zcuyx55c5hluvhowvnqdplm 186 5 present present VB work_hn3zcuyx55c5hluvhowvnqdplm 186 6 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 186 7 sample sample NN work_hn3zcuyx55c5hluvhowvnqdplm 186 8 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 186 9 lexical lexical JJ work_hn3zcuyx55c5hluvhowvnqdplm 186 10 entries entry NNS work_hn3zcuyx55c5hluvhowvnqdplm 186 11 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 186 12 how how WRB work_hn3zcuyx55c5hluvhowvnqdplm 186 13 they -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 186 14 are be VBP work_hn3zcuyx55c5hluvhowvnqdplm 186 15 combined combine VBN work_hn3zcuyx55c5hluvhowvnqdplm 186 16 , , , work_hn3zcuyx55c5hluvhowvnqdplm 186 17 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 186 18 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 186 19 will will MD work_hn3zcuyx55c5hluvhowvnqdplm 186 20 describe describe VB work_hn3zcuyx55c5hluvhowvnqdplm 186 21 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 186 22 this this DT work_hn3zcuyx55c5hluvhowvnqdplm 186 23 section section NN work_hn3zcuyx55c5hluvhowvnqdplm 186 24 . . . work_hn3zcuyx55c5hluvhowvnqdplm 187 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 187 2 basic basic JJ work_hn3zcuyx55c5hluvhowvnqdplm 187 3 syntactic syntactic JJ work_hn3zcuyx55c5hluvhowvnqdplm 187 4 categories category NNS work_hn3zcuyx55c5hluvhowvnqdplm 187 5 are be VBP work_hn3zcuyx55c5hluvhowvnqdplm 187 6 N n CD work_hn3zcuyx55c5hluvhowvnqdplm 187 7 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 187 8 noun noun NNP work_hn3zcuyx55c5hluvhowvnqdplm 187 9 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 187 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 187 11 NP NP NNP work_hn3zcuyx55c5hluvhowvnqdplm 187 12 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 187 13 noun noun NNP work_hn3zcuyx55c5hluvhowvnqdplm 187 14 phrase phrase NN work_hn3zcuyx55c5hluvhowvnqdplm 187 15 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 187 16 , , , work_hn3zcuyx55c5hluvhowvnqdplm 187 17 S S NNP work_hn3zcuyx55c5hluvhowvnqdplm 187 18 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 187 19 sentence sentence NN work_hn3zcuyx55c5hluvhowvnqdplm 187 20 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 187 21 , , , work_hn3zcuyx55c5hluvhowvnqdplm 187 22 PP PP NNP work_hn3zcuyx55c5hluvhowvnqdplm 187 23 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 187 24 prepositional prepositional NNP work_hn3zcuyx55c5hluvhowvnqdplm 187 25 phrase phrase NNP work_hn3zcuyx55c5hluvhowvnqdplm 187 26 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 187 27 , , , work_hn3zcuyx55c5hluvhowvnqdplm 187 28 AP AP NNP work_hn3zcuyx55c5hluvhowvnqdplm 187 29 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 187 30 adverbial adverbial JJ work_hn3zcuyx55c5hluvhowvnqdplm 187 31 phrase phrase NNP work_hn3zcuyx55c5hluvhowvnqdplm 187 32 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 187 33 , , , work_hn3zcuyx55c5hluvhowvnqdplm 187 34 ADJ ADJ NNP work_hn3zcuyx55c5hluvhowvnqdplm 187 35 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 187 36 adjective adjective NNP work_hn3zcuyx55c5hluvhowvnqdplm 187 37 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 187 38 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 187 39 C C NNP work_hn3zcuyx55c5hluvhowvnqdplm 187 40 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 187 41 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 187 42 special special JJ work_hn3zcuyx55c5hluvhowvnqdplm 187 43 category category NN work_hn3zcuyx55c5hluvhowvnqdplm 187 44 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 187 45 coordinators coordinator NNS work_hn3zcuyx55c5hluvhowvnqdplm 187 46 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 187 47 . . . work_hn3zcuyx55c5hluvhowvnqdplm 188 1 Type type NN work_hn3zcuyx55c5hluvhowvnqdplm 188 2 Raising raise VBG work_hn3zcuyx55c5hluvhowvnqdplm 188 3 To to TO work_hn3zcuyx55c5hluvhowvnqdplm 188 4 compactly compactly RB work_hn3zcuyx55c5hluvhowvnqdplm 188 5 model model VB work_hn3zcuyx55c5hluvhowvnqdplm 188 6 syntactic syntactic JJ work_hn3zcuyx55c5hluvhowvnqdplm 188 7 vari- vari- JJ work_hn3zcuyx55c5hluvhowvnqdplm 188 8 ations ation NNS work_hn3zcuyx55c5hluvhowvnqdplm 188 9 , , , work_hn3zcuyx55c5hluvhowvnqdplm 188 10 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 188 11 follow follow VBP work_hn3zcuyx55c5hluvhowvnqdplm 188 12 Carpenter Carpenter NNP work_hn3zcuyx55c5hluvhowvnqdplm 188 13 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 188 14 1997 1997 CD work_hn3zcuyx55c5hluvhowvnqdplm 188 15 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 188 16 , , , work_hn3zcuyx55c5hluvhowvnqdplm 188 17 who who WP work_hn3zcuyx55c5hluvhowvnqdplm 188 18 argues argue VBZ work_hn3zcuyx55c5hluvhowvnqdplm 188 19 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 188 20 polymorphic polymorphic JJ work_hn3zcuyx55c5hluvhowvnqdplm 188 21 typing typing NN work_hn3zcuyx55c5hluvhowvnqdplm 188 22 . . . work_hn3zcuyx55c5hluvhowvnqdplm 189 1 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 189 2 include include VBP work_hn3zcuyx55c5hluvhowvnqdplm 189 3 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 189 4 more more RBR work_hn3zcuyx55c5hluvhowvnqdplm 189 5 simple simple JJ work_hn3zcuyx55c5hluvhowvnqdplm 189 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 189 7 or or CC work_hn3zcuyx55c5hluvhowvnqdplm 189 8 lower low JJR work_hn3zcuyx55c5hluvhowvnqdplm 189 9 type type NN work_hn3zcuyx55c5hluvhowvnqdplm 189 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 189 11 entry entry NN work_hn3zcuyx55c5hluvhowvnqdplm 189 12 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 189 13 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 189 14 lexicon lexicon NN work_hn3zcuyx55c5hluvhowvnqdplm 189 15 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 189 16 introduce introduce VB work_hn3zcuyx55c5hluvhowvnqdplm 189 17 type- type- JJ work_hn3zcuyx55c5hluvhowvnqdplm 189 18 raising raise VBG work_hn3zcuyx55c5hluvhowvnqdplm 189 19 rules rule NNS work_hn3zcuyx55c5hluvhowvnqdplm 189 20 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 189 21 reconstruct reconstruct VB work_hn3zcuyx55c5hluvhowvnqdplm 189 22 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 189 23 other other JJ work_hn3zcuyx55c5hluvhowvnqdplm 189 24 when when WRB work_hn3zcuyx55c5hluvhowvnqdplm 189 25 necessary necessary JJ work_hn3zcuyx55c5hluvhowvnqdplm 189 26 at at IN work_hn3zcuyx55c5hluvhowvnqdplm 189 27 parse parse NN work_hn3zcuyx55c5hluvhowvnqdplm 189 28 time time NN work_hn3zcuyx55c5hluvhowvnqdplm 189 29 . . . work_hn3zcuyx55c5hluvhowvnqdplm 190 1 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 190 2 use use VBP work_hn3zcuyx55c5hluvhowvnqdplm 190 3 four four CD work_hn3zcuyx55c5hluvhowvnqdplm 190 4 rules rule NNS work_hn3zcuyx55c5hluvhowvnqdplm 190 5 : : : work_hn3zcuyx55c5hluvhowvnqdplm 190 6 PP PP NNP work_hn3zcuyx55c5hluvhowvnqdplm 190 7 : : : work_hn3zcuyx55c5hluvhowvnqdplm 190 8 g g NNP work_hn3zcuyx55c5hluvhowvnqdplm 190 9 → → SYM work_hn3zcuyx55c5hluvhowvnqdplm 190 10 N\N N\N NNP work_hn3zcuyx55c5hluvhowvnqdplm 190 11 : : : work_hn3zcuyx55c5hluvhowvnqdplm 190 12 λf.λx.f(x λf.λx.f(x LS work_hn3zcuyx55c5hluvhowvnqdplm 190 13 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 190 14 ∧g(x ∧g(x ADD work_hn3zcuyx55c5hluvhowvnqdplm 190 15 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 190 16 ADJ adj NN work_hn3zcuyx55c5hluvhowvnqdplm 190 17 : : : work_hn3zcuyx55c5hluvhowvnqdplm 190 18 g g NN work_hn3zcuyx55c5hluvhowvnqdplm 190 19 → → SYM work_hn3zcuyx55c5hluvhowvnqdplm 190 20 N n NN work_hn3zcuyx55c5hluvhowvnqdplm 190 21 / / SYM work_hn3zcuyx55c5hluvhowvnqdplm 190 22 N n CD work_hn3zcuyx55c5hluvhowvnqdplm 190 23 : : : work_hn3zcuyx55c5hluvhowvnqdplm 190 24 λf.λx.f(x λf.λx.f(x CD work_hn3zcuyx55c5hluvhowvnqdplm 190 25 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 190 26 ∧g(x ∧g(x ADD work_hn3zcuyx55c5hluvhowvnqdplm 190 27 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 190 28 AP AP NNP work_hn3zcuyx55c5hluvhowvnqdplm 190 29 : : : work_hn3zcuyx55c5hluvhowvnqdplm 190 30 g g NNP work_hn3zcuyx55c5hluvhowvnqdplm 190 31 → → SYM work_hn3zcuyx55c5hluvhowvnqdplm 190 32 S\S s\s CD work_hn3zcuyx55c5hluvhowvnqdplm 190 33 : : : work_hn3zcuyx55c5hluvhowvnqdplm 190 34 λf.λa.f(a λf.λa.f(a LS work_hn3zcuyx55c5hluvhowvnqdplm 190 35 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 190 36 ∧g(a ∧g(a ADD work_hn3zcuyx55c5hluvhowvnqdplm 190 37 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 190 38 AP AP NNP work_hn3zcuyx55c5hluvhowvnqdplm 190 39 : : : work_hn3zcuyx55c5hluvhowvnqdplm 190 40 g g NNP work_hn3zcuyx55c5hluvhowvnqdplm 190 41 → → SYM work_hn3zcuyx55c5hluvhowvnqdplm 190 42 S S NNP work_hn3zcuyx55c5hluvhowvnqdplm 190 43 / / SYM work_hn3zcuyx55c5hluvhowvnqdplm 190 44 S S NNP work_hn3zcuyx55c5hluvhowvnqdplm 190 45 : : : work_hn3zcuyx55c5hluvhowvnqdplm 190 46 λf.λa.f(a λf.λa.f(a LS work_hn3zcuyx55c5hluvhowvnqdplm 190 47 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 190 48 ∧g(a ∧g(a ADD work_hn3zcuyx55c5hluvhowvnqdplm 190 49 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 190 50 where where WRB work_hn3zcuyx55c5hluvhowvnqdplm 190 51 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 190 52 first first JJ work_hn3zcuyx55c5hluvhowvnqdplm 190 53 three three CD work_hn3zcuyx55c5hluvhowvnqdplm 190 54 are be VBP work_hn3zcuyx55c5hluvhowvnqdplm 190 55 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 190 56 prepositional prepositional JJ work_hn3zcuyx55c5hluvhowvnqdplm 190 57 , , , work_hn3zcuyx55c5hluvhowvnqdplm 190 58 adjectival adjectival NN work_hn3zcuyx55c5hluvhowvnqdplm 190 59 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 190 60 adverbial adverbial JJ work_hn3zcuyx55c5hluvhowvnqdplm 190 61 modifications modification NNS work_hn3zcuyx55c5hluvhowvnqdplm 190 62 , , , work_hn3zcuyx55c5hluvhowvnqdplm 190 63 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 190 64 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 190 65 fourth fourth JJ work_hn3zcuyx55c5hluvhowvnqdplm 190 66 models model NNS work_hn3zcuyx55c5hluvhowvnqdplm 190 67 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 190 68 fact fact NN work_hn3zcuyx55c5hluvhowvnqdplm 190 69 that that IN work_hn3zcuyx55c5hluvhowvnqdplm 190 70 adverbials adverbial NNS work_hn3zcuyx55c5hluvhowvnqdplm 190 71 are be VBP work_hn3zcuyx55c5hluvhowvnqdplm 190 72 often often RB work_hn3zcuyx55c5hluvhowvnqdplm 190 73 topicalized.4 topicalized.4 NNP work_hn3zcuyx55c5hluvhowvnqdplm 190 74 Fig- Fig- NNP work_hn3zcuyx55c5hluvhowvnqdplm 190 75 ures ure NNS work_hn3zcuyx55c5hluvhowvnqdplm 190 76 3 3 CD work_hn3zcuyx55c5hluvhowvnqdplm 190 77 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 190 78 4 4 CD work_hn3zcuyx55c5hluvhowvnqdplm 190 79 show show NN work_hn3zcuyx55c5hluvhowvnqdplm 190 80 parses parse NNS work_hn3zcuyx55c5hluvhowvnqdplm 190 81 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 190 82 use use VBP work_hn3zcuyx55c5hluvhowvnqdplm 190 83 type type NN work_hn3zcuyx55c5hluvhowvnqdplm 190 84 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 190 85 raising raising NN work_hn3zcuyx55c5hluvhowvnqdplm 190 86 rules rule NNS work_hn3zcuyx55c5hluvhowvnqdplm 190 87 . . . work_hn3zcuyx55c5hluvhowvnqdplm 191 1 Indefinites Indefinites NNPS work_hn3zcuyx55c5hluvhowvnqdplm 191 2 As as IN work_hn3zcuyx55c5hluvhowvnqdplm 191 3 discussed discuss VBN work_hn3zcuyx55c5hluvhowvnqdplm 191 4 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 191 5 Section section NN work_hn3zcuyx55c5hluvhowvnqdplm 191 6 6.1 6.1 CD work_hn3zcuyx55c5hluvhowvnqdplm 191 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 191 8 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 191 9 use use VBP work_hn3zcuyx55c5hluvhowvnqdplm 191 10 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 191 11 new new JJ work_hn3zcuyx55c5hluvhowvnqdplm 191 12 syntactic syntactic JJ work_hn3zcuyx55c5hluvhowvnqdplm 191 13 analysis analysis NN work_hn3zcuyx55c5hluvhowvnqdplm 191 14 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 191 15 indefinites indefinite NNS work_hn3zcuyx55c5hluvhowvnqdplm 191 16 , , , work_hn3zcuyx55c5hluvhowvnqdplm 191 17 follow- follow- JJ work_hn3zcuyx55c5hluvhowvnqdplm 191 18 4Using 4using CD work_hn3zcuyx55c5hluvhowvnqdplm 191 19 type type NN work_hn3zcuyx55c5hluvhowvnqdplm 191 20 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 191 21 raising raise VBG work_hn3zcuyx55c5hluvhowvnqdplm 191 22 rules rule NNS work_hn3zcuyx55c5hluvhowvnqdplm 191 23 can can MD work_hn3zcuyx55c5hluvhowvnqdplm 191 24 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 191 25 particularly particularly RB work_hn3zcuyx55c5hluvhowvnqdplm 191 26 useful useful JJ work_hn3zcuyx55c5hluvhowvnqdplm 191 27 when when WRB work_hn3zcuyx55c5hluvhowvnqdplm 191 28 learning learn VBG work_hn3zcuyx55c5hluvhowvnqdplm 191 29 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 191 30 sparse sparse JJ work_hn3zcuyx55c5hluvhowvnqdplm 191 31 data datum NNS work_hn3zcuyx55c5hluvhowvnqdplm 191 32 . . . work_hn3zcuyx55c5hluvhowvnqdplm 192 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 192 2 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 192 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 192 4 it -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 192 5 will will MD work_hn3zcuyx55c5hluvhowvnqdplm 192 6 no no RB work_hn3zcuyx55c5hluvhowvnqdplm 192 7 longer longer RB work_hn3zcuyx55c5hluvhowvnqdplm 192 8 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 192 9 necessary necessary JJ work_hn3zcuyx55c5hluvhowvnqdplm 192 10 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 192 11 learn learn VB work_hn3zcuyx55c5hluvhowvnqdplm 192 12 three three CD work_hn3zcuyx55c5hluvhowvnqdplm 192 13 lexical lexical JJ work_hn3zcuyx55c5hluvhowvnqdplm 192 14 entries entry NNS work_hn3zcuyx55c5hluvhowvnqdplm 192 15 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 192 16 each each DT work_hn3zcuyx55c5hluvhowvnqdplm 192 17 adverbial adverbial JJ work_hn3zcuyx55c5hluvhowvnqdplm 192 18 phrase phrase NN work_hn3zcuyx55c5hluvhowvnqdplm 192 19 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 192 20 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 192 21 syntax syntax NNP work_hn3zcuyx55c5hluvhowvnqdplm 192 22 AP AP NNP work_hn3zcuyx55c5hluvhowvnqdplm 192 23 , , , work_hn3zcuyx55c5hluvhowvnqdplm 192 24 S\S s\s NN work_hn3zcuyx55c5hluvhowvnqdplm 192 25 , , , work_hn3zcuyx55c5hluvhowvnqdplm 192 26 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 192 27 S S NNP work_hn3zcuyx55c5hluvhowvnqdplm 192 28 / / SYM work_hn3zcuyx55c5hluvhowvnqdplm 192 29 S S NNP work_hn3zcuyx55c5hluvhowvnqdplm 192 30 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 192 31 . . . work_hn3zcuyx55c5hluvhowvnqdplm 193 1 chair chair NN work_hn3zcuyx55c5hluvhowvnqdplm 193 2 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 193 3 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 193 4 corner corner NN work_hn3zcuyx55c5hluvhowvnqdplm 193 5 N N NNP work_hn3zcuyx55c5hluvhowvnqdplm 193 6 PP PP NNP work_hn3zcuyx55c5hluvhowvnqdplm 193 7 / / SYM work_hn3zcuyx55c5hluvhowvnqdplm 193 8 NP NP NNP work_hn3zcuyx55c5hluvhowvnqdplm 193 9 NP NP NNP work_hn3zcuyx55c5hluvhowvnqdplm 193 10 / / SYM work_hn3zcuyx55c5hluvhowvnqdplm 193 11 N N NNP work_hn3zcuyx55c5hluvhowvnqdplm 193 12 N N NNP work_hn3zcuyx55c5hluvhowvnqdplm 193 13 λx.chair(x λx.chair(x NN work_hn3zcuyx55c5hluvhowvnqdplm 193 14 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 193 15 λx.λy.intersect(x λx.λy.intersect(x CD work_hn3zcuyx55c5hluvhowvnqdplm 193 16 , , , work_hn3zcuyx55c5hluvhowvnqdplm 193 17 y y NNP work_hn3zcuyx55c5hluvhowvnqdplm 193 18 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 193 19 λf λf NNP work_hn3zcuyx55c5hluvhowvnqdplm 193 20 . . . work_hn3zcuyx55c5hluvhowvnqdplm 193 21 Ax.f(x Ax.f(x NNP work_hn3zcuyx55c5hluvhowvnqdplm 193 22 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 193 23 λx.corner(x λx.corner(x NN work_hn3zcuyx55c5hluvhowvnqdplm 193 24 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 193 25 > > XX work_hn3zcuyx55c5hluvhowvnqdplm 193 26 NP NP NNP work_hn3zcuyx55c5hluvhowvnqdplm 193 27 ιx.corner(x ιx.corner(x NNP work_hn3zcuyx55c5hluvhowvnqdplm 193 28 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 193 29 > > XX work_hn3zcuyx55c5hluvhowvnqdplm 193 30 PP PP NNP work_hn3zcuyx55c5hluvhowvnqdplm 193 31 λy.intersect(ιx.corner(x),y λy.intersect(ιx.corner(x),y NNP work_hn3zcuyx55c5hluvhowvnqdplm 193 32 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 193 33 N\N N\N NNP work_hn3zcuyx55c5hluvhowvnqdplm 193 34 λf.λy.f(y λf.λy.f(y ADD work_hn3zcuyx55c5hluvhowvnqdplm 193 35 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 193 36 ∧ ∧ NNP work_hn3zcuyx55c5hluvhowvnqdplm 193 37 intersect(ιx.chair(x),y intersect(ιx.chair(x),y NN work_hn3zcuyx55c5hluvhowvnqdplm 193 38 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 193 39 < < XX work_hn3zcuyx55c5hluvhowvnqdplm 193 40 N N NNP work_hn3zcuyx55c5hluvhowvnqdplm 193 41 λy.chair(y λy.chair(y RB work_hn3zcuyx55c5hluvhowvnqdplm 193 42 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 193 43 ∧ ∧ NNP work_hn3zcuyx55c5hluvhowvnqdplm 193 44 intersect(ιx.chair(x),y intersect(ιx.chair(x),y NN work_hn3zcuyx55c5hluvhowvnqdplm 193 45 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 193 46 Figure figure NN work_hn3zcuyx55c5hluvhowvnqdplm 193 47 3 3 CD work_hn3zcuyx55c5hluvhowvnqdplm 193 48 : : : work_hn3zcuyx55c5hluvhowvnqdplm 193 49 A a DT work_hn3zcuyx55c5hluvhowvnqdplm 193 50 CCG CCG NNP work_hn3zcuyx55c5hluvhowvnqdplm 193 51 parse parse NN work_hn3zcuyx55c5hluvhowvnqdplm 193 52 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 193 53 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 193 54 prepositional prepositional JJ work_hn3zcuyx55c5hluvhowvnqdplm 193 55 phrase phrase NN work_hn3zcuyx55c5hluvhowvnqdplm 193 56 . . . work_hn3zcuyx55c5hluvhowvnqdplm 194 1 ing ing NNP work_hn3zcuyx55c5hluvhowvnqdplm 194 2 Steedman Steedman NNP work_hn3zcuyx55c5hluvhowvnqdplm 194 3 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 194 4 2011 2011 CD work_hn3zcuyx55c5hluvhowvnqdplm 194 5 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 194 6 . . . work_hn3zcuyx55c5hluvhowvnqdplm 195 1 Previous previous JJ work_hn3zcuyx55c5hluvhowvnqdplm 195 2 approaches approach NNS work_hn3zcuyx55c5hluvhowvnqdplm 195 3 would would MD work_hn3zcuyx55c5hluvhowvnqdplm 195 4 build build VB work_hn3zcuyx55c5hluvhowvnqdplm 195 5 parses parse NNS work_hn3zcuyx55c5hluvhowvnqdplm 195 6 such such JJ work_hn3zcuyx55c5hluvhowvnqdplm 195 7 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 195 8 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 195 9 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 195 10 lamp lamp NN work_hn3zcuyx55c5hluvhowvnqdplm 195 11 PP PP NNP work_hn3zcuyx55c5hluvhowvnqdplm 195 12 / / SYM work_hn3zcuyx55c5hluvhowvnqdplm 195 13 NP NP NNP work_hn3zcuyx55c5hluvhowvnqdplm 195 14 PP\(PP PP\(PP NNP work_hn3zcuyx55c5hluvhowvnqdplm 195 15 / / SYM work_hn3zcuyx55c5hluvhowvnqdplm 195 16 NP)/N NP)/N NNP work_hn3zcuyx55c5hluvhowvnqdplm 195 17 N N NNP work_hn3zcuyx55c5hluvhowvnqdplm 195 18 λx.λy.intersect(x λx.λy.intersect(x NNP work_hn3zcuyx55c5hluvhowvnqdplm 195 19 , , , work_hn3zcuyx55c5hluvhowvnqdplm 195 20 y y NNP work_hn3zcuyx55c5hluvhowvnqdplm 195 21 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 195 22 λf.λg.λy.∃x.g(x λf.λg.λy.∃x.g(x NNP work_hn3zcuyx55c5hluvhowvnqdplm 195 23 , , , work_hn3zcuyx55c5hluvhowvnqdplm 195 24 y y NNP work_hn3zcuyx55c5hluvhowvnqdplm 195 25 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 195 26 ∧ ∧ NNP work_hn3zcuyx55c5hluvhowvnqdplm 195 27 f(x f(x NNP work_hn3zcuyx55c5hluvhowvnqdplm 195 28 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 195 29 λx.lamp(x λx.lamp(x NN work_hn3zcuyx55c5hluvhowvnqdplm 195 30 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 195 31 > > XX work_hn3zcuyx55c5hluvhowvnqdplm 195 32 PP\(PP PP\(PP NNP work_hn3zcuyx55c5hluvhowvnqdplm 195 33 / / SYM work_hn3zcuyx55c5hluvhowvnqdplm 195 34 NP NP NNP work_hn3zcuyx55c5hluvhowvnqdplm 195 35 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 195 36 λg.λy.∃x.g(x λg.λy.∃x.g(x NN work_hn3zcuyx55c5hluvhowvnqdplm 195 37 , , , work_hn3zcuyx55c5hluvhowvnqdplm 195 38 y y LS work_hn3zcuyx55c5hluvhowvnqdplm 195 39 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 195 40 ∧ ∧ NNP work_hn3zcuyx55c5hluvhowvnqdplm 195 41 lamp(x lamp(x RB work_hn3zcuyx55c5hluvhowvnqdplm 195 42 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 195 43 < < XX work_hn3zcuyx55c5hluvhowvnqdplm 195 44 PP PP NNP work_hn3zcuyx55c5hluvhowvnqdplm 195 45 λy.∃x.intersect(x λy.∃x.intersect(x NNP work_hn3zcuyx55c5hluvhowvnqdplm 195 46 , , , work_hn3zcuyx55c5hluvhowvnqdplm 195 47 y y NNP work_hn3zcuyx55c5hluvhowvnqdplm 195 48 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 195 49 ∧ ∧ NNP work_hn3zcuyx55c5hluvhowvnqdplm 195 50 lamp(x lamp(x IN work_hn3zcuyx55c5hluvhowvnqdplm 195 51 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 195 52 where where WRB work_hn3zcuyx55c5hluvhowvnqdplm 195 53 “ " `` work_hn3zcuyx55c5hluvhowvnqdplm 195 54 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 195 55 ” " '' work_hn3zcuyx55c5hluvhowvnqdplm 195 56 has have VBZ work_hn3zcuyx55c5hluvhowvnqdplm 195 57 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 195 58 relatively relatively RB work_hn3zcuyx55c5hluvhowvnqdplm 195 59 complex complex JJ work_hn3zcuyx55c5hluvhowvnqdplm 195 60 syntactic syntactic JJ work_hn3zcuyx55c5hluvhowvnqdplm 195 61 cate- cate- XX work_hn3zcuyx55c5hluvhowvnqdplm 195 62 gory gory NNP work_hn3zcuyx55c5hluvhowvnqdplm 195 63 PP\(PP PP\(PP NNP work_hn3zcuyx55c5hluvhowvnqdplm 195 64 / / SYM work_hn3zcuyx55c5hluvhowvnqdplm 195 65 NP)/N NP)/N NNP work_hn3zcuyx55c5hluvhowvnqdplm 195 66 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 195 67 where where WRB work_hn3zcuyx55c5hluvhowvnqdplm 195 68 similar similar JJ work_hn3zcuyx55c5hluvhowvnqdplm 195 69 entries entry NNS work_hn3zcuyx55c5hluvhowvnqdplm 195 70 would would MD work_hn3zcuyx55c5hluvhowvnqdplm 195 71 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 195 72 needed need VBN work_hn3zcuyx55c5hluvhowvnqdplm 195 73 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 195 74 quantify quantify VB work_hn3zcuyx55c5hluvhowvnqdplm 195 75 over over IN work_hn3zcuyx55c5hluvhowvnqdplm 195 76 different different JJ work_hn3zcuyx55c5hluvhowvnqdplm 195 77 types type NNS work_hn3zcuyx55c5hluvhowvnqdplm 195 78 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 195 79 verbs verb NNS work_hn3zcuyx55c5hluvhowvnqdplm 195 80 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 195 81 e.g. e.g. RB work_hn3zcuyx55c5hluvhowvnqdplm 195 82 , , , work_hn3zcuyx55c5hluvhowvnqdplm 195 83 S\(S S\(S NNP work_hn3zcuyx55c5hluvhowvnqdplm 195 84 / / SYM work_hn3zcuyx55c5hluvhowvnqdplm 195 85 NP)/N NP)/N NNP work_hn3zcuyx55c5hluvhowvnqdplm 195 86 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 195 87 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 195 88 adverbials adverbial NNS work_hn3zcuyx55c5hluvhowvnqdplm 195 89 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 195 90 e.g. e.g. RB work_hn3zcuyx55c5hluvhowvnqdplm 195 91 , , , work_hn3zcuyx55c5hluvhowvnqdplm 195 92 AP\(AP AP\(AP NNP work_hn3zcuyx55c5hluvhowvnqdplm 195 93 / / SYM work_hn3zcuyx55c5hluvhowvnqdplm 195 94 NP)/N NP)/N NNP work_hn3zcuyx55c5hluvhowvnqdplm 195 95 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 195 96 . . . work_hn3zcuyx55c5hluvhowvnqdplm 196 1 Instead instead RB work_hn3zcuyx55c5hluvhowvnqdplm 196 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 196 3 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 196 4 include include VBP work_hn3zcuyx55c5hluvhowvnqdplm 196 5 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 196 6 single single JJ work_hn3zcuyx55c5hluvhowvnqdplm 196 7 lexical lexical JJ work_hn3zcuyx55c5hluvhowvnqdplm 196 8 entry entry NN work_hn3zcuyx55c5hluvhowvnqdplm 196 9 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 196 10 ` ` '' work_hn3zcuyx55c5hluvhowvnqdplm 196 11 NP NP NNP work_hn3zcuyx55c5hluvhowvnqdplm 196 12 / / SYM work_hn3zcuyx55c5hluvhowvnqdplm 196 13 N N NNP work_hn3zcuyx55c5hluvhowvnqdplm 196 14 : : : work_hn3zcuyx55c5hluvhowvnqdplm 196 15 λf λf NNP work_hn3zcuyx55c5hluvhowvnqdplm 196 16 . . . work_hn3zcuyx55c5hluvhowvnqdplm 196 17 Ax.f(x Ax.f(x NNP work_hn3zcuyx55c5hluvhowvnqdplm 196 18 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 196 19 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 196 20 can can MD work_hn3zcuyx55c5hluvhowvnqdplm 196 21 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 196 22 used use VBN work_hn3zcuyx55c5hluvhowvnqdplm 196 23 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 196 24 construct construct VB work_hn3zcuyx55c5hluvhowvnqdplm 196 25 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 196 26 correct correct JJ work_hn3zcuyx55c5hluvhowvnqdplm 196 27 meaning meaning NN work_hn3zcuyx55c5hluvhowvnqdplm 196 28 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 196 29 all all DT work_hn3zcuyx55c5hluvhowvnqdplm 196 30 cases case NNS work_hn3zcuyx55c5hluvhowvnqdplm 196 31 . . . work_hn3zcuyx55c5hluvhowvnqdplm 197 1 7 7 CD work_hn3zcuyx55c5hluvhowvnqdplm 197 2 Joint Joint NNP work_hn3zcuyx55c5hluvhowvnqdplm 197 3 Parsing Parsing NNP work_hn3zcuyx55c5hluvhowvnqdplm 197 4 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 197 5 Execution execution NN work_hn3zcuyx55c5hluvhowvnqdplm 197 6 Our -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 197 7 inference inference NN work_hn3zcuyx55c5hluvhowvnqdplm 197 8 includes include VBZ work_hn3zcuyx55c5hluvhowvnqdplm 197 9 an an DT work_hn3zcuyx55c5hluvhowvnqdplm 197 10 execution execution NN work_hn3zcuyx55c5hluvhowvnqdplm 197 11 component component NN work_hn3zcuyx55c5hluvhowvnqdplm 197 12 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 197 13 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 197 14 parser parser NN work_hn3zcuyx55c5hluvhowvnqdplm 197 15 . . . work_hn3zcuyx55c5hluvhowvnqdplm 198 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 198 2 parser parser NN work_hn3zcuyx55c5hluvhowvnqdplm 198 3 maps map VBZ work_hn3zcuyx55c5hluvhowvnqdplm 198 4 sentences sentence NNS work_hn3zcuyx55c5hluvhowvnqdplm 198 5 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 198 6 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 198 7 forms form NNS work_hn3zcuyx55c5hluvhowvnqdplm 198 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 198 9 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 198 10 incorporates incorporate VBZ work_hn3zcuyx55c5hluvhowvnqdplm 198 11 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 198 12 grounded ground VBN work_hn3zcuyx55c5hluvhowvnqdplm 198 13 execution execution NN work_hn3zcuyx55c5hluvhowvnqdplm 198 14 model model NN work_hn3zcuyx55c5hluvhowvnqdplm 198 15 . . . work_hn3zcuyx55c5hluvhowvnqdplm 199 1 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 199 2 first first RB work_hn3zcuyx55c5hluvhowvnqdplm 199 3 discuss discuss VBP work_hn3zcuyx55c5hluvhowvnqdplm 199 4 how how WRB work_hn3zcuyx55c5hluvhowvnqdplm 199 5 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 199 6 execute execute VB work_hn3zcuyx55c5hluvhowvnqdplm 199 7 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 199 8 forms form NNS work_hn3zcuyx55c5hluvhowvnqdplm 199 9 , , , work_hn3zcuyx55c5hluvhowvnqdplm 199 10 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 199 11 then then RB work_hn3zcuyx55c5hluvhowvnqdplm 199 12 describe describe VB work_hn3zcuyx55c5hluvhowvnqdplm 199 13 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 199 14 joint joint JJ work_hn3zcuyx55c5hluvhowvnqdplm 199 15 model model NN work_hn3zcuyx55c5hluvhowvnqdplm 199 16 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 199 17 execution execution NN work_hn3zcuyx55c5hluvhowvnqdplm 199 18 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 199 19 parsing parsing NN work_hn3zcuyx55c5hluvhowvnqdplm 199 20 . . . work_hn3zcuyx55c5hluvhowvnqdplm 200 1 7.1 7.1 CD work_hn3zcuyx55c5hluvhowvnqdplm 200 2 Executing Executing NNP work_hn3zcuyx55c5hluvhowvnqdplm 200 3 Logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 200 4 Expressions expression NNS work_hn3zcuyx55c5hluvhowvnqdplm 200 5 Dynamic Dynamic NNP work_hn3zcuyx55c5hluvhowvnqdplm 200 6 Models model NNS work_hn3zcuyx55c5hluvhowvnqdplm 200 7 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 200 8 spatial spatial JJ work_hn3zcuyx55c5hluvhowvnqdplm 200 9 environments environment NNS work_hn3zcuyx55c5hluvhowvnqdplm 200 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 200 11 such such JJ work_hn3zcuyx55c5hluvhowvnqdplm 200 12 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 200 13 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 200 14 ones one NNS work_hn3zcuyx55c5hluvhowvnqdplm 200 15 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 200 16 our -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 200 17 task task NN work_hn3zcuyx55c5hluvhowvnqdplm 200 18 , , , work_hn3zcuyx55c5hluvhowvnqdplm 200 19 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 200 20 agent agent NN work_hn3zcuyx55c5hluvhowvnqdplm 200 21 ’s ’s POS work_hn3zcuyx55c5hluvhowvnqdplm 200 22 ability ability NN work_hn3zcuyx55c5hluvhowvnqdplm 200 23 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 200 24 observe observe VB work_hn3zcuyx55c5hluvhowvnqdplm 200 25 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 200 26 world world NN work_hn3zcuyx55c5hluvhowvnqdplm 200 27 depends depend VBZ work_hn3zcuyx55c5hluvhowvnqdplm 200 28 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 200 29 its -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 200 30 current current JJ work_hn3zcuyx55c5hluvhowvnqdplm 200 31 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 200 32 . . . work_hn3zcuyx55c5hluvhowvnqdplm 201 1 Taking take VBG work_hn3zcuyx55c5hluvhowvnqdplm 201 2 this this DT work_hn3zcuyx55c5hluvhowvnqdplm 201 3 aspect aspect NN work_hn3zcuyx55c5hluvhowvnqdplm 201 4 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 201 5 spatial spatial JJ work_hn3zcuyx55c5hluvhowvnqdplm 201 6 environments environment NNS work_hn3zcuyx55c5hluvhowvnqdplm 201 7 into into IN work_hn3zcuyx55c5hluvhowvnqdplm 201 8 account account NN work_hn3zcuyx55c5hluvhowvnqdplm 201 9 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 201 10 challenging challenge VBG work_hn3zcuyx55c5hluvhowvnqdplm 201 11 , , , work_hn3zcuyx55c5hluvhowvnqdplm 201 12 but but CC work_hn3zcuyx55c5hluvhowvnqdplm 201 13 crucial crucial JJ work_hn3zcuyx55c5hluvhowvnqdplm 201 14 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 201 15 correct correct JJ work_hn3zcuyx55c5hluvhowvnqdplm 201 16 evaluation evaluation NN work_hn3zcuyx55c5hluvhowvnqdplm 201 17 . . . work_hn3zcuyx55c5hluvhowvnqdplm 202 1 To to TO work_hn3zcuyx55c5hluvhowvnqdplm 202 2 represent represent VB work_hn3zcuyx55c5hluvhowvnqdplm 202 3 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 202 4 agent agent NN work_hn3zcuyx55c5hluvhowvnqdplm 202 5 ’s ’s POS work_hn3zcuyx55c5hluvhowvnqdplm 202 6 point point NN work_hn3zcuyx55c5hluvhowvnqdplm 202 7 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 202 8 view view NN work_hn3zcuyx55c5hluvhowvnqdplm 202 9 , , , work_hn3zcuyx55c5hluvhowvnqdplm 202 10 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 202 11 each each DT work_hn3zcuyx55c5hluvhowvnqdplm 202 12 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 202 13 s s NNP work_hn3zcuyx55c5hluvhowvnqdplm 202 14 ∈ ∈ NNP work_hn3zcuyx55c5hluvhowvnqdplm 202 15 S S NNP work_hn3zcuyx55c5hluvhowvnqdplm 202 16 , , , work_hn3zcuyx55c5hluvhowvnqdplm 202 17 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 202 18 defined define VBN work_hn3zcuyx55c5hluvhowvnqdplm 202 19 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 202 20 Section section NN work_hn3zcuyx55c5hluvhowvnqdplm 202 21 2 2 CD work_hn3zcuyx55c5hluvhowvnqdplm 202 22 , , , work_hn3zcuyx55c5hluvhowvnqdplm 202 23 let let VBD work_hn3zcuyx55c5hluvhowvnqdplm 202 24 Ms Ms NNP work_hn3zcuyx55c5hluvhowvnqdplm 202 25 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 202 26 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 202 27 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 202 28 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 202 29 dependent dependent JJ work_hn3zcuyx55c5hluvhowvnqdplm 202 30 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 202 31 model model NN work_hn3zcuyx55c5hluvhowvnqdplm 202 32 . . . work_hn3zcuyx55c5hluvhowvnqdplm 203 1 A a DT work_hn3zcuyx55c5hluvhowvnqdplm 203 2 model model NN work_hn3zcuyx55c5hluvhowvnqdplm 203 3 M M NNP work_hn3zcuyx55c5hluvhowvnqdplm 203 4 consists consist VBZ work_hn3zcuyx55c5hluvhowvnqdplm 203 5 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 203 6 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 203 7 domain domain NN work_hn3zcuyx55c5hluvhowvnqdplm 203 8 DM DM NNP work_hn3zcuyx55c5hluvhowvnqdplm 203 9 , , , work_hn3zcuyx55c5hluvhowvnqdplm 203 10 T t NN work_hn3zcuyx55c5hluvhowvnqdplm 203 11 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 203 12 objects object NNS work_hn3zcuyx55c5hluvhowvnqdplm 203 13 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 203 14 each each DT work_hn3zcuyx55c5hluvhowvnqdplm 203 15 type type NN work_hn3zcuyx55c5hluvhowvnqdplm 203 16 T t NN work_hn3zcuyx55c5hluvhowvnqdplm 203 17 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 203 18 an an DT work_hn3zcuyx55c5hluvhowvnqdplm 203 19 interpretation interpretation NN work_hn3zcuyx55c5hluvhowvnqdplm 203 20 function function NN work_hn3zcuyx55c5hluvhowvnqdplm 203 21 IM IM NNP work_hn3zcuyx55c5hluvhowvnqdplm 203 22 , , , work_hn3zcuyx55c5hluvhowvnqdplm 203 23 T t NN work_hn3zcuyx55c5hluvhowvnqdplm 203 24 : : : work_hn3zcuyx55c5hluvhowvnqdplm 203 25 OT ot JJ work_hn3zcuyx55c5hluvhowvnqdplm 203 26 → → SYM work_hn3zcuyx55c5hluvhowvnqdplm 203 27 DM dm NN work_hn3zcuyx55c5hluvhowvnqdplm 203 28 , , , work_hn3zcuyx55c5hluvhowvnqdplm 203 29 T T NNP work_hn3zcuyx55c5hluvhowvnqdplm 203 30 , , , work_hn3zcuyx55c5hluvhowvnqdplm 203 31 where where WRB work_hn3zcuyx55c5hluvhowvnqdplm 203 32 OT OT NNP work_hn3zcuyx55c5hluvhowvnqdplm 203 33 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 203 34 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 203 35 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 203 36 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 203 37 T t NN work_hn3zcuyx55c5hluvhowvnqdplm 203 38 -type -type : work_hn3zcuyx55c5hluvhowvnqdplm 203 39 constants constant NNS work_hn3zcuyx55c5hluvhowvnqdplm 203 40 . . . work_hn3zcuyx55c5hluvhowvnqdplm 204 1 IM IM NNP work_hn3zcuyx55c5hluvhowvnqdplm 204 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 204 3 T T NNP work_hn3zcuyx55c5hluvhowvnqdplm 204 4 maps map VBZ work_hn3zcuyx55c5hluvhowvnqdplm 204 5 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 204 6 symbols symbol NNS work_hn3zcuyx55c5hluvhowvnqdplm 204 7 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 204 8 T t NN work_hn3zcuyx55c5hluvhowvnqdplm 204 9 -type -type , work_hn3zcuyx55c5hluvhowvnqdplm 204 10 objects object NNS work_hn3zcuyx55c5hluvhowvnqdplm 204 11 , , , work_hn3zcuyx55c5hluvhowvnqdplm 204 12 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 204 13 exam- exam- NNP work_hn3zcuyx55c5hluvhowvnqdplm 204 14 ple ple NNP work_hn3zcuyx55c5hluvhowvnqdplm 204 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 204 16 it -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 204 17 will will MD work_hn3zcuyx55c5hluvhowvnqdplm 204 18 map map VB work_hn3zcuyx55c5hluvhowvnqdplm 204 19 you -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 204 20 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 204 21 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 204 22 agent agent NN work_hn3zcuyx55c5hluvhowvnqdplm 204 23 ’s ’s POS work_hn3zcuyx55c5hluvhowvnqdplm 204 24 position position NN work_hn3zcuyx55c5hluvhowvnqdplm 204 25 . . . work_hn3zcuyx55c5hluvhowvnqdplm 205 1 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 205 2 have have VBP work_hn3zcuyx55c5hluvhowvnqdplm 205 3 domains domain NNS work_hn3zcuyx55c5hluvhowvnqdplm 205 4 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 205 5 position position NN work_hn3zcuyx55c5hluvhowvnqdplm 205 6 sets set NNS work_hn3zcuyx55c5hluvhowvnqdplm 205 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 205 8 actions action NNS work_hn3zcuyx55c5hluvhowvnqdplm 205 9 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 205 10 so so RB work_hn3zcuyx55c5hluvhowvnqdplm 205 11 on on RB work_hn3zcuyx55c5hluvhowvnqdplm 205 12 . . . work_hn3zcuyx55c5hluvhowvnqdplm 206 1 Fi- fi- RB work_hn3zcuyx55c5hluvhowvnqdplm 206 2 nally nally RB work_hn3zcuyx55c5hluvhowvnqdplm 206 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 206 4 let let VB work_hn3zcuyx55c5hluvhowvnqdplm 206 5 VT VT NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 6 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 206 7 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 206 8 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 206 9 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 206 10 variables variable NNS work_hn3zcuyx55c5hluvhowvnqdplm 206 11 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 206 12 type type NN work_hn3zcuyx55c5hluvhowvnqdplm 206 13 T t NN work_hn3zcuyx55c5hluvhowvnqdplm 206 14 , , , work_hn3zcuyx55c5hluvhowvnqdplm 206 15 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 206 16 54 54 CD work_hn3zcuyx55c5hluvhowvnqdplm 206 17 facing face VBG work_hn3zcuyx55c5hluvhowvnqdplm 206 18 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 206 19 lamp lamp NN work_hn3zcuyx55c5hluvhowvnqdplm 206 20 go go VB work_hn3zcuyx55c5hluvhowvnqdplm 206 21 until until IN work_hn3zcuyx55c5hluvhowvnqdplm 206 22 you -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 206 23 reach reach VBP work_hn3zcuyx55c5hluvhowvnqdplm 206 24 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 206 25 chair chair NN work_hn3zcuyx55c5hluvhowvnqdplm 206 26 AP AP NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 27 / / SYM work_hn3zcuyx55c5hluvhowvnqdplm 206 28 NP NP NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 29 NP NP NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 30 / / SYM work_hn3zcuyx55c5hluvhowvnqdplm 206 31 N N NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 32 N N NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 33 S S NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 34 AP AP NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 35 / / SYM work_hn3zcuyx55c5hluvhowvnqdplm 206 36 S S NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 37 NP NP NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 38 S\NP S\NP NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 39 / / SYM work_hn3zcuyx55c5hluvhowvnqdplm 206 40 NP NP NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 41 NP NP NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 42 / / SYM work_hn3zcuyx55c5hluvhowvnqdplm 206 43 N N NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 44 N N NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 45 λx.λa.pre(a λx.λa.pre(a NNPS work_hn3zcuyx55c5hluvhowvnqdplm 206 46 , , , work_hn3zcuyx55c5hluvhowvnqdplm 206 47 λf.ιx.f(x λf.ιx.f(x '' work_hn3zcuyx55c5hluvhowvnqdplm 206 48 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 206 49 λx.lamp(x λx.lamp(x NN work_hn3zcuyx55c5hluvhowvnqdplm 206 50 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 206 51 λa.move(a λa.move(a NN work_hn3zcuyx55c5hluvhowvnqdplm 206 52 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 206 53 λs.λa.post(a λs.λa.post(a NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 54 , , , work_hn3zcuyx55c5hluvhowvnqdplm 206 55 s s LS work_hn3zcuyx55c5hluvhowvnqdplm 206 56 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 206 57 you -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 206 58 λx.λy.intersect(x λx.λy.intersect(x NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 59 , , , work_hn3zcuyx55c5hluvhowvnqdplm 206 60 y y NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 61 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 206 62 λf λf NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 63 . . . work_hn3zcuyx55c5hluvhowvnqdplm 206 64 Ax.f(x Ax.f(x NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 65 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 206 66 λx.chair(x λx.chair(x NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 67 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 206 68 front(you front(you NFP work_hn3zcuyx55c5hluvhowvnqdplm 206 69 , , , work_hn3zcuyx55c5hluvhowvnqdplm 206 70 x x LS work_hn3zcuyx55c5hluvhowvnqdplm 206 71 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 206 72 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 206 73 > > XX work_hn3zcuyx55c5hluvhowvnqdplm 206 74 > > XX work_hn3zcuyx55c5hluvhowvnqdplm 206 75 NP NP NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 76 NP NP NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 77 ιx.lamp(x ιx.lamp(x NN work_hn3zcuyx55c5hluvhowvnqdplm 206 78 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 206 79 Ax.chair(x ax.chair(x UH work_hn3zcuyx55c5hluvhowvnqdplm 206 80 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 206 81 > > XX work_hn3zcuyx55c5hluvhowvnqdplm 206 82 > > XX work_hn3zcuyx55c5hluvhowvnqdplm 206 83 AP AP NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 84 S\NP S\NP NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 85 λa.pre(a λa.pre(a NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 86 , , , work_hn3zcuyx55c5hluvhowvnqdplm 206 87 front(you front(you NFP work_hn3zcuyx55c5hluvhowvnqdplm 206 88 , , , work_hn3zcuyx55c5hluvhowvnqdplm 206 89 ιx.lamp(x ιx.lamp(x NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 90 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 206 91 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 206 92 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 206 93 λy.intersect(Ax.chair(x),y λy.intersect(Ax.chair(x),y NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 94 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 206 95 < < XX work_hn3zcuyx55c5hluvhowvnqdplm 206 96 S S NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 97 / / SYM work_hn3zcuyx55c5hluvhowvnqdplm 206 98 S s NN work_hn3zcuyx55c5hluvhowvnqdplm 206 99 S S NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 100 λf.λa.f(a λf.λa.f(a CD work_hn3zcuyx55c5hluvhowvnqdplm 206 101 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 206 102 ∧ ∧ NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 103 pre(a pre(a NNS work_hn3zcuyx55c5hluvhowvnqdplm 206 104 , , , work_hn3zcuyx55c5hluvhowvnqdplm 206 105 front(you front(you NFP work_hn3zcuyx55c5hluvhowvnqdplm 206 106 , , , work_hn3zcuyx55c5hluvhowvnqdplm 206 107 ιx.lamp(x ιx.lamp(x NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 108 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 206 109 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 206 110 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 206 111 intersect(Ax.chair(x),you intersect(ax.chair(x),you LS work_hn3zcuyx55c5hluvhowvnqdplm 206 112 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 206 113 > > XX work_hn3zcuyx55c5hluvhowvnqdplm 206 114 AP AP NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 115 λa.post(a λa.post(a NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 116 , , , work_hn3zcuyx55c5hluvhowvnqdplm 206 117 intersect(Ax.chair(x),you intersect(ax.chair(x),you CD work_hn3zcuyx55c5hluvhowvnqdplm 206 118 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 206 119 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 206 120 S\S s\s NN work_hn3zcuyx55c5hluvhowvnqdplm 206 121 λf.λa.f(a λf.λa.f(a CD work_hn3zcuyx55c5hluvhowvnqdplm 206 122 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 206 123 ∧ ∧ NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 124 post(a post(a NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 125 , , , work_hn3zcuyx55c5hluvhowvnqdplm 206 126 intersect(Ax.chair(x),you intersect(ax.chair(x),you CD work_hn3zcuyx55c5hluvhowvnqdplm 206 127 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 206 128 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 206 129 < < XX work_hn3zcuyx55c5hluvhowvnqdplm 206 130 S S NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 131 λa.move(a λa.move(a NN work_hn3zcuyx55c5hluvhowvnqdplm 206 132 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 206 133 ∧ ∧ NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 134 post(a post(a NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 135 , , , work_hn3zcuyx55c5hluvhowvnqdplm 206 136 intersect(Ax.chair(x),you intersect(ax.chair(x),you CD work_hn3zcuyx55c5hluvhowvnqdplm 206 137 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 206 138 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 206 139 > > XX work_hn3zcuyx55c5hluvhowvnqdplm 206 140 S s NN work_hn3zcuyx55c5hluvhowvnqdplm 206 141 λa.move(a λa.move(a NN work_hn3zcuyx55c5hluvhowvnqdplm 206 142 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 206 143 ∧ ∧ NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 144 post(a post(a NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 145 , , , work_hn3zcuyx55c5hluvhowvnqdplm 206 146 intersect(Ax.chair(x),you intersect(ax.chair(x),you CD work_hn3zcuyx55c5hluvhowvnqdplm 206 147 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 206 148 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 206 149 ∧ ∧ NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 150 pre(a pre(a NNS work_hn3zcuyx55c5hluvhowvnqdplm 206 151 , , , work_hn3zcuyx55c5hluvhowvnqdplm 206 152 front(you front(you NFP work_hn3zcuyx55c5hluvhowvnqdplm 206 153 , , , work_hn3zcuyx55c5hluvhowvnqdplm 206 154 ιx.lamp(x ιx.lamp(x NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 155 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 206 156 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 206 157 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 206 158 Figure figure NN work_hn3zcuyx55c5hluvhowvnqdplm 206 159 4 4 CD work_hn3zcuyx55c5hluvhowvnqdplm 206 160 : : : work_hn3zcuyx55c5hluvhowvnqdplm 206 161 A a DT work_hn3zcuyx55c5hluvhowvnqdplm 206 162 CCG CCG NNP work_hn3zcuyx55c5hluvhowvnqdplm 206 163 parse parse NN work_hn3zcuyx55c5hluvhowvnqdplm 206 164 showing show VBG work_hn3zcuyx55c5hluvhowvnqdplm 206 165 adverbial adverbial JJ work_hn3zcuyx55c5hluvhowvnqdplm 206 166 phrases phrase NNS work_hn3zcuyx55c5hluvhowvnqdplm 206 167 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 206 168 topicalization topicalization NN work_hn3zcuyx55c5hluvhowvnqdplm 206 169 . . . work_hn3zcuyx55c5hluvhowvnqdplm 207 1 AT at IN work_hn3zcuyx55c5hluvhowvnqdplm 207 2 : : : work_hn3zcuyx55c5hluvhowvnqdplm 207 3 VT VT NNP work_hn3zcuyx55c5hluvhowvnqdplm 207 4 → → SYM work_hn3zcuyx55c5hluvhowvnqdplm 207 5 ⋃ ⋃ NN work_hn3zcuyx55c5hluvhowvnqdplm 207 6 s∈S s∈s JJ work_hn3zcuyx55c5hluvhowvnqdplm 207 7 DMs dm NNS work_hn3zcuyx55c5hluvhowvnqdplm 207 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 207 9 T t NN work_hn3zcuyx55c5hluvhowvnqdplm 207 10 be be VBP work_hn3zcuyx55c5hluvhowvnqdplm 207 11 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 207 12 assignment assignment NN work_hn3zcuyx55c5hluvhowvnqdplm 207 13 func- func- JJ work_hn3zcuyx55c5hluvhowvnqdplm 207 14 tion tion NN work_hn3zcuyx55c5hluvhowvnqdplm 207 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 207 16 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 207 17 maps map VBZ work_hn3zcuyx55c5hluvhowvnqdplm 207 18 variables variable NNS work_hn3zcuyx55c5hluvhowvnqdplm 207 19 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 207 20 domain domain VB work_hn3zcuyx55c5hluvhowvnqdplm 207 21 objects object NNS work_hn3zcuyx55c5hluvhowvnqdplm 207 22 . . . work_hn3zcuyx55c5hluvhowvnqdplm 208 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 208 2 each each DT work_hn3zcuyx55c5hluvhowvnqdplm 208 3 model model NN work_hn3zcuyx55c5hluvhowvnqdplm 208 4 Ms Ms NNP work_hn3zcuyx55c5hluvhowvnqdplm 208 5 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 208 6 domain domain NN work_hn3zcuyx55c5hluvhowvnqdplm 208 7 DMs dm NNS work_hn3zcuyx55c5hluvhowvnqdplm 208 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 208 9 ev ev NNP work_hn3zcuyx55c5hluvhowvnqdplm 208 10 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 208 11 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 208 12 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 208 13 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 208 14 action action NN work_hn3zcuyx55c5hluvhowvnqdplm 208 15 sequences sequence NNS work_hn3zcuyx55c5hluvhowvnqdplm 208 16 { { -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 208 17 〈 〈 NNP work_hn3zcuyx55c5hluvhowvnqdplm 208 18 a1 a1 NNP work_hn3zcuyx55c5hluvhowvnqdplm 208 19 , , , work_hn3zcuyx55c5hluvhowvnqdplm 208 20 ... ... : work_hn3zcuyx55c5hluvhowvnqdplm 208 21 , , , work_hn3zcuyx55c5hluvhowvnqdplm 208 22 an an DT work_hn3zcuyx55c5hluvhowvnqdplm 208 23 〉 〉 NNP work_hn3zcuyx55c5hluvhowvnqdplm 208 24 : : : work_hn3zcuyx55c5hluvhowvnqdplm 208 25 n n CC work_hn3zcuyx55c5hluvhowvnqdplm 208 26 ≥ ≥ NN work_hn3zcuyx55c5hluvhowvnqdplm 208 27 1 1 CD work_hn3zcuyx55c5hluvhowvnqdplm 208 28 } } -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 208 29 . . . work_hn3zcuyx55c5hluvhowvnqdplm 209 1 Each each DT work_hn3zcuyx55c5hluvhowvnqdplm 209 2 ~a ~a NNP work_hn3zcuyx55c5hluvhowvnqdplm 209 3 defines define VBZ work_hn3zcuyx55c5hluvhowvnqdplm 209 4 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 209 5 sequences sequence NNS work_hn3zcuyx55c5hluvhowvnqdplm 209 6 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 209 7 states state NNS work_hn3zcuyx55c5hluvhowvnqdplm 209 8 si si VBP work_hn3zcuyx55c5hluvhowvnqdplm 209 9 , , , work_hn3zcuyx55c5hluvhowvnqdplm 209 10 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 209 11 defined define VBN work_hn3zcuyx55c5hluvhowvnqdplm 209 12 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 209 13 Sec- Sec- NNP work_hn3zcuyx55c5hluvhowvnqdplm 209 14 tion tion NN work_hn3zcuyx55c5hluvhowvnqdplm 209 15 6.2 6.2 CD work_hn3zcuyx55c5hluvhowvnqdplm 209 16 , , , work_hn3zcuyx55c5hluvhowvnqdplm 209 17 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 209 18 associated associate VBN work_hn3zcuyx55c5hluvhowvnqdplm 209 19 models model NNS work_hn3zcuyx55c5hluvhowvnqdplm 209 20 Msi Msi NNP work_hn3zcuyx55c5hluvhowvnqdplm 209 21 . . . work_hn3zcuyx55c5hluvhowvnqdplm 210 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 210 2 key key JJ work_hn3zcuyx55c5hluvhowvnqdplm 210 3 chal- chal- NN work_hn3zcuyx55c5hluvhowvnqdplm 210 4 lenge lenge NN work_hn3zcuyx55c5hluvhowvnqdplm 210 5 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 210 6 execution execution NN work_hn3zcuyx55c5hluvhowvnqdplm 210 7 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 210 8 that that IN work_hn3zcuyx55c5hluvhowvnqdplm 210 9 modifiers modifier NNS work_hn3zcuyx55c5hluvhowvnqdplm 210 10 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 210 11 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 210 12 event event NN work_hn3zcuyx55c5hluvhowvnqdplm 210 13 will will MD work_hn3zcuyx55c5hluvhowvnqdplm 210 14 need need VB work_hn3zcuyx55c5hluvhowvnqdplm 210 15 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 210 16 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 210 17 evaluated evaluate VBN work_hn3zcuyx55c5hluvhowvnqdplm 210 18 under under IN work_hn3zcuyx55c5hluvhowvnqdplm 210 19 different different JJ work_hn3zcuyx55c5hluvhowvnqdplm 210 20 models model NNS work_hn3zcuyx55c5hluvhowvnqdplm 210 21 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 210 22 this this DT work_hn3zcuyx55c5hluvhowvnqdplm 210 23 sequence sequence NN work_hn3zcuyx55c5hluvhowvnqdplm 210 24 . . . work_hn3zcuyx55c5hluvhowvnqdplm 211 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 211 2 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 211 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 211 4 consider consider VB work_hn3zcuyx55c5hluvhowvnqdplm 211 5 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 211 6 sentence sentence NN work_hn3zcuyx55c5hluvhowvnqdplm 211 7 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 211 8 Figure Figure NNP work_hn3zcuyx55c5hluvhowvnqdplm 211 9 4 4 CD work_hn3zcuyx55c5hluvhowvnqdplm 211 10 . . . work_hn3zcuyx55c5hluvhowvnqdplm 212 1 To to TO work_hn3zcuyx55c5hluvhowvnqdplm 212 2 correctly correctly RB work_hn3zcuyx55c5hluvhowvnqdplm 212 3 execute execute VB work_hn3zcuyx55c5hluvhowvnqdplm 212 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 212 5 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 212 6 pre pre JJ work_hn3zcuyx55c5hluvhowvnqdplm 212 7 literal literal NNP work_hn3zcuyx55c5hluvhowvnqdplm 212 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 212 9 in- in- JJ work_hn3zcuyx55c5hluvhowvnqdplm 212 10 troduced troduce VBN work_hn3zcuyx55c5hluvhowvnqdplm 212 11 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 212 12 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 212 13 “ " `` work_hn3zcuyx55c5hluvhowvnqdplm 212 14 facing face VBG work_hn3zcuyx55c5hluvhowvnqdplm 212 15 ” " '' work_hn3zcuyx55c5hluvhowvnqdplm 212 16 phrase phrase NN work_hn3zcuyx55c5hluvhowvnqdplm 212 17 , , , work_hn3zcuyx55c5hluvhowvnqdplm 212 18 it -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 212 19 must must MD work_hn3zcuyx55c5hluvhowvnqdplm 212 20 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 212 21 evaluated evaluate VBN work_hn3zcuyx55c5hluvhowvnqdplm 212 22 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 212 23 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 212 24 model model NN work_hn3zcuyx55c5hluvhowvnqdplm 212 25 Ms0 ms0 NN work_hn3zcuyx55c5hluvhowvnqdplm 212 26 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 212 27 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 212 28 initial initial JJ work_hn3zcuyx55c5hluvhowvnqdplm 212 29 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 212 30 s0 s0 NN work_hn3zcuyx55c5hluvhowvnqdplm 212 31 . . . work_hn3zcuyx55c5hluvhowvnqdplm 213 1 Similarly similarly RB work_hn3zcuyx55c5hluvhowvnqdplm 213 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 213 3 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 213 4 literal literal NN work_hn3zcuyx55c5hluvhowvnqdplm 213 5 including include VBG work_hn3zcuyx55c5hluvhowvnqdplm 213 6 post post NN work_hn3zcuyx55c5hluvhowvnqdplm 213 7 requires require VBZ work_hn3zcuyx55c5hluvhowvnqdplm 213 8 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 213 9 final final JJ work_hn3zcuyx55c5hluvhowvnqdplm 213 10 model model NN work_hn3zcuyx55c5hluvhowvnqdplm 213 11 Msn+1 Msn+1 NNP work_hn3zcuyx55c5hluvhowvnqdplm 213 12 . . . work_hn3zcuyx55c5hluvhowvnqdplm 214 1 Such such JJ work_hn3zcuyx55c5hluvhowvnqdplm 214 2 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 214 3 dependent dependent JJ work_hn3zcuyx55c5hluvhowvnqdplm 214 4 predicates predicate NNS work_hn3zcuyx55c5hluvhowvnqdplm 214 5 , , , work_hn3zcuyx55c5hluvhowvnqdplm 214 6 including include VBG work_hn3zcuyx55c5hluvhowvnqdplm 214 7 pre pre JJ work_hn3zcuyx55c5hluvhowvnqdplm 214 8 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 214 9 post post VB work_hn3zcuyx55c5hluvhowvnqdplm 214 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 214 11 are be VBP work_hn3zcuyx55c5hluvhowvnqdplm 214 12 called call VBN work_hn3zcuyx55c5hluvhowvnqdplm 214 13 stateful stateful JJ work_hn3zcuyx55c5hluvhowvnqdplm 214 14 . . . work_hn3zcuyx55c5hluvhowvnqdplm 215 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 215 2 list list NN work_hn3zcuyx55c5hluvhowvnqdplm 215 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 215 4 stateful stateful JJ work_hn3zcuyx55c5hluvhowvnqdplm 215 5 predicates predicate NNS work_hn3zcuyx55c5hluvhowvnqdplm 215 6 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 215 7 pre pre VBN work_hn3zcuyx55c5hluvhowvnqdplm 215 8 - - VBN work_hn3zcuyx55c5hluvhowvnqdplm 215 9 defined define VBN work_hn3zcuyx55c5hluvhowvnqdplm 215 10 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 215 11 includes include VBZ work_hn3zcuyx55c5hluvhowvnqdplm 215 12 event event NN work_hn3zcuyx55c5hluvhowvnqdplm 215 13 modi- modi- JJ work_hn3zcuyx55c5hluvhowvnqdplm 215 14 fiers fier NNS work_hn3zcuyx55c5hluvhowvnqdplm 215 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 215 16 as as RB work_hn3zcuyx55c5hluvhowvnqdplm 215 17 well well RB work_hn3zcuyx55c5hluvhowvnqdplm 215 18 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 215 19 ι ι NN work_hn3zcuyx55c5hluvhowvnqdplm 215 20 quantifier quantifi JJR work_hn3zcuyx55c5hluvhowvnqdplm 215 21 , , , work_hn3zcuyx55c5hluvhowvnqdplm 215 22 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 215 23 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 215 24 evaluated evaluate VBN work_hn3zcuyx55c5hluvhowvnqdplm 215 25 un- un- JJ work_hn3zcuyx55c5hluvhowvnqdplm 215 26 der der IN work_hn3zcuyx55c5hluvhowvnqdplm 215 27 Ms0 Ms0 NNP work_hn3zcuyx55c5hluvhowvnqdplm 215 28 , , , work_hn3zcuyx55c5hluvhowvnqdplm 215 29 since since IN work_hn3zcuyx55c5hluvhowvnqdplm 215 30 definite definite JJ work_hn3zcuyx55c5hluvhowvnqdplm 215 31 determiners determiner NNS work_hn3zcuyx55c5hluvhowvnqdplm 215 32 are be VBP work_hn3zcuyx55c5hluvhowvnqdplm 215 33 assumed assume VBN work_hn3zcuyx55c5hluvhowvnqdplm 215 34 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 215 35 name name VB work_hn3zcuyx55c5hluvhowvnqdplm 215 36 objects object NNS work_hn3zcuyx55c5hluvhowvnqdplm 215 37 visible visible JJ work_hn3zcuyx55c5hluvhowvnqdplm 215 38 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 215 39 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 215 40 start start NN work_hn3zcuyx55c5hluvhowvnqdplm 215 41 position position NN work_hn3zcuyx55c5hluvhowvnqdplm 215 42 . . . work_hn3zcuyx55c5hluvhowvnqdplm 216 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 216 2 gen- gen- NN work_hn3zcuyx55c5hluvhowvnqdplm 216 3 eral eral NN work_hn3zcuyx55c5hluvhowvnqdplm 216 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 216 5 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 216 6 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 216 7 expression expression NN work_hn3zcuyx55c5hluvhowvnqdplm 216 8 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 216 9 traversed traverse VBN work_hn3zcuyx55c5hluvhowvnqdplm 216 10 depth depth NN work_hn3zcuyx55c5hluvhowvnqdplm 216 11 first first RB work_hn3zcuyx55c5hluvhowvnqdplm 216 12 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 216 13 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 216 14 model model NN work_hn3zcuyx55c5hluvhowvnqdplm 216 15 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 216 16 updated update VBN work_hn3zcuyx55c5hluvhowvnqdplm 216 17 every every DT work_hn3zcuyx55c5hluvhowvnqdplm 216 18 time time NN work_hn3zcuyx55c5hluvhowvnqdplm 216 19 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 216 20 stateful stateful JJ work_hn3zcuyx55c5hluvhowvnqdplm 216 21 predicate predicate NN work_hn3zcuyx55c5hluvhowvnqdplm 216 22 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 216 23 reached reach VBN work_hn3zcuyx55c5hluvhowvnqdplm 216 24 . . . work_hn3zcuyx55c5hluvhowvnqdplm 217 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 217 2 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 217 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 217 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 217 5 two two CD work_hn3zcuyx55c5hluvhowvnqdplm 217 6 e e NN work_hn3zcuyx55c5hluvhowvnqdplm 217 7 - - NN work_hn3zcuyx55c5hluvhowvnqdplm 217 8 type type NN work_hn3zcuyx55c5hluvhowvnqdplm 217 9 you -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 217 10 con- con- NN work_hn3zcuyx55c5hluvhowvnqdplm 217 11 stants stant NNS work_hn3zcuyx55c5hluvhowvnqdplm 217 12 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 217 13 Figure figure NN work_hn3zcuyx55c5hluvhowvnqdplm 217 14 4 4 CD work_hn3zcuyx55c5hluvhowvnqdplm 217 15 will will MD work_hn3zcuyx55c5hluvhowvnqdplm 217 16 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 217 17 evaluated evaluate VBN work_hn3zcuyx55c5hluvhowvnqdplm 217 18 under under IN work_hn3zcuyx55c5hluvhowvnqdplm 217 19 different different JJ work_hn3zcuyx55c5hluvhowvnqdplm 217 20 models model NNS work_hn3zcuyx55c5hluvhowvnqdplm 217 21 : : : work_hn3zcuyx55c5hluvhowvnqdplm 217 22 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 217 23 one one CD work_hn3zcuyx55c5hluvhowvnqdplm 217 24 within within IN work_hn3zcuyx55c5hluvhowvnqdplm 217 25 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 217 26 pre pre JJ work_hn3zcuyx55c5hluvhowvnqdplm 217 27 literal literal NN work_hn3zcuyx55c5hluvhowvnqdplm 217 28 under under IN work_hn3zcuyx55c5hluvhowvnqdplm 217 29 Ms0 ms0 NN work_hn3zcuyx55c5hluvhowvnqdplm 217 30 , , , work_hn3zcuyx55c5hluvhowvnqdplm 217 31 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 217 32 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 217 33 one one NN work_hn3zcuyx55c5hluvhowvnqdplm 217 34 inside inside IN work_hn3zcuyx55c5hluvhowvnqdplm 217 35 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 217 36 post post NN work_hn3zcuyx55c5hluvhowvnqdplm 217 37 literal literal JJ work_hn3zcuyx55c5hluvhowvnqdplm 217 38 under under IN work_hn3zcuyx55c5hluvhowvnqdplm 217 39 Msn+1 Msn+1 NNP work_hn3zcuyx55c5hluvhowvnqdplm 217 40 . . . work_hn3zcuyx55c5hluvhowvnqdplm 218 1 Evaluation Evaluation NNP work_hn3zcuyx55c5hluvhowvnqdplm 218 2 Given give VBN work_hn3zcuyx55c5hluvhowvnqdplm 218 3 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 218 4 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 218 5 expression expression NN work_hn3zcuyx55c5hluvhowvnqdplm 218 6 l l NN work_hn3zcuyx55c5hluvhowvnqdplm 218 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 218 8 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 218 9 can can MD work_hn3zcuyx55c5hluvhowvnqdplm 218 10 compute compute VB work_hn3zcuyx55c5hluvhowvnqdplm 218 11 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 218 12 interpretation interpretation NN work_hn3zcuyx55c5hluvhowvnqdplm 218 13 IMs0,T ims0,t NN work_hn3zcuyx55c5hluvhowvnqdplm 218 14 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 218 15 l l NN work_hn3zcuyx55c5hluvhowvnqdplm 218 16 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 218 17 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 218 18 recursively recursively RB work_hn3zcuyx55c5hluvhowvnqdplm 218 19 mapping map VBG work_hn3zcuyx55c5hluvhowvnqdplm 218 20 each each DT work_hn3zcuyx55c5hluvhowvnqdplm 218 21 subexpression subexpression NN work_hn3zcuyx55c5hluvhowvnqdplm 218 22 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 218 23 an an DT work_hn3zcuyx55c5hluvhowvnqdplm 218 24 entry entry NN work_hn3zcuyx55c5hluvhowvnqdplm 218 25 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 218 26 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 218 27 ap- ap- NNP work_hn3zcuyx55c5hluvhowvnqdplm 218 28 propriate propriate NN work_hn3zcuyx55c5hluvhowvnqdplm 218 29 model model NN work_hn3zcuyx55c5hluvhowvnqdplm 218 30 M. M. NNP work_hn3zcuyx55c5hluvhowvnqdplm 218 31 To to TO work_hn3zcuyx55c5hluvhowvnqdplm 218 32 reflect reflect VB work_hn3zcuyx55c5hluvhowvnqdplm 218 33 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 218 34 changing change VBG work_hn3zcuyx55c5hluvhowvnqdplm 218 35 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 218 36 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 218 37 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 218 38 agent agent NN work_hn3zcuyx55c5hluvhowvnqdplm 218 39 during during IN work_hn3zcuyx55c5hluvhowvnqdplm 218 40 evaluation evaluation NN work_hn3zcuyx55c5hluvhowvnqdplm 218 41 , , , work_hn3zcuyx55c5hluvhowvnqdplm 218 42 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 218 43 define define VBP work_hn3zcuyx55c5hluvhowvnqdplm 218 44 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 218 45 function function NN work_hn3zcuyx55c5hluvhowvnqdplm 218 46 update(~a update(~a NNP work_hn3zcuyx55c5hluvhowvnqdplm 218 47 , , , work_hn3zcuyx55c5hluvhowvnqdplm 218 48 pred pre VBN work_hn3zcuyx55c5hluvhowvnqdplm 218 49 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 218 50 . . . work_hn3zcuyx55c5hluvhowvnqdplm 219 1 Given give VBN work_hn3zcuyx55c5hluvhowvnqdplm 219 2 an an DT work_hn3zcuyx55c5hluvhowvnqdplm 219 3 action action NN work_hn3zcuyx55c5hluvhowvnqdplm 219 4 sequence sequence NN work_hn3zcuyx55c5hluvhowvnqdplm 219 5 ~a ~a NNP work_hn3zcuyx55c5hluvhowvnqdplm 219 6 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 219 7 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 219 8 stateful stateful JJ work_hn3zcuyx55c5hluvhowvnqdplm 219 9 predi- predi- NN work_hn3zcuyx55c5hluvhowvnqdplm 219 10 cate cate NN work_hn3zcuyx55c5hluvhowvnqdplm 219 11 pred pre VBN work_hn3zcuyx55c5hluvhowvnqdplm 219 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 219 13 update update NN work_hn3zcuyx55c5hluvhowvnqdplm 219 14 returns return VBZ work_hn3zcuyx55c5hluvhowvnqdplm 219 15 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 219 16 model model NN work_hn3zcuyx55c5hluvhowvnqdplm 219 17 Ms Ms NNP work_hn3zcuyx55c5hluvhowvnqdplm 219 18 , , , work_hn3zcuyx55c5hluvhowvnqdplm 219 19 where where WRB work_hn3zcuyx55c5hluvhowvnqdplm 219 20 s s NNP work_hn3zcuyx55c5hluvhowvnqdplm 219 21 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 219 22 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 219 23 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 219 24 under under IN work_hn3zcuyx55c5hluvhowvnqdplm 219 25 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 219 26 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 219 27 literal literal JJ work_hn3zcuyx55c5hluvhowvnqdplm 219 28 containing contain VBG work_hn3zcuyx55c5hluvhowvnqdplm 219 29 pred pre VBD work_hn3zcuyx55c5hluvhowvnqdplm 219 30 should should MD work_hn3zcuyx55c5hluvhowvnqdplm 219 31 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 219 32 interpreted interpret VBN work_hn3zcuyx55c5hluvhowvnqdplm 219 33 , , , work_hn3zcuyx55c5hluvhowvnqdplm 219 34 either either CC work_hn3zcuyx55c5hluvhowvnqdplm 219 35 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 219 36 initial initial JJ work_hn3zcuyx55c5hluvhowvnqdplm 219 37 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 219 38 or or CC work_hn3zcuyx55c5hluvhowvnqdplm 219 39 one one CD work_hn3zcuyx55c5hluvhowvnqdplm 219 40 visited visit VBD work_hn3zcuyx55c5hluvhowvnqdplm 219 41 while while IN work_hn3zcuyx55c5hluvhowvnqdplm 219 42 executing execute VBG work_hn3zcuyx55c5hluvhowvnqdplm 219 43 ~a ~a NNS work_hn3zcuyx55c5hluvhowvnqdplm 219 44 . . . work_hn3zcuyx55c5hluvhowvnqdplm 220 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 220 2 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 220 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 220 4 given give VBN work_hn3zcuyx55c5hluvhowvnqdplm 220 5 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 220 6 predicate predicate NN work_hn3zcuyx55c5hluvhowvnqdplm 220 7 post post NN work_hn3zcuyx55c5hluvhowvnqdplm 220 8 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 220 9 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 220 10 action action NN work_hn3zcuyx55c5hluvhowvnqdplm 220 11 sequence sequence NN work_hn3zcuyx55c5hluvhowvnqdplm 220 12 〈 〈 NNP work_hn3zcuyx55c5hluvhowvnqdplm 220 13 a1 a1 NNP work_hn3zcuyx55c5hluvhowvnqdplm 220 14 , , , work_hn3zcuyx55c5hluvhowvnqdplm 220 15 . . . work_hn3zcuyx55c5hluvhowvnqdplm 221 1 . . . work_hn3zcuyx55c5hluvhowvnqdplm 222 1 . . . work_hn3zcuyx55c5hluvhowvnqdplm 223 1 , , , work_hn3zcuyx55c5hluvhowvnqdplm 223 2 an an DT work_hn3zcuyx55c5hluvhowvnqdplm 223 3 〉 〉 NNP work_hn3zcuyx55c5hluvhowvnqdplm 223 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 223 5 update(〈a1 update(〈a1 NNP work_hn3zcuyx55c5hluvhowvnqdplm 223 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 223 7 . . . work_hn3zcuyx55c5hluvhowvnqdplm 224 1 . . . work_hn3zcuyx55c5hluvhowvnqdplm 225 1 . . . work_hn3zcuyx55c5hluvhowvnqdplm 226 1 , , , work_hn3zcuyx55c5hluvhowvnqdplm 226 2 an〉 an〉 NNP work_hn3zcuyx55c5hluvhowvnqdplm 226 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 226 4 post post NNP work_hn3zcuyx55c5hluvhowvnqdplm 226 5 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 226 6 = = NFP work_hn3zcuyx55c5hluvhowvnqdplm 226 7 Msn+1 Msn+1 NNP work_hn3zcuyx55c5hluvhowvnqdplm 226 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 226 9 where where WRB work_hn3zcuyx55c5hluvhowvnqdplm 226 10 sn+1 sn+1 NNP work_hn3zcuyx55c5hluvhowvnqdplm 226 11 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 226 12 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 226 13 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 226 14 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 226 15 agent agent NN work_hn3zcuyx55c5hluvhowvnqdplm 226 16 following follow VBG work_hn3zcuyx55c5hluvhowvnqdplm 226 17 action action NN work_hn3zcuyx55c5hluvhowvnqdplm 226 18 an an DT work_hn3zcuyx55c5hluvhowvnqdplm 226 19 . . . work_hn3zcuyx55c5hluvhowvnqdplm 227 1 By by IN work_hn3zcuyx55c5hluvhowvnqdplm 227 2 con- con- NN work_hn3zcuyx55c5hluvhowvnqdplm 227 3 vention vention NN work_hn3zcuyx55c5hluvhowvnqdplm 227 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 227 5 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 227 6 place place VBP work_hn3zcuyx55c5hluvhowvnqdplm 227 7 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 227 8 event event NN work_hn3zcuyx55c5hluvhowvnqdplm 227 9 variable variable JJ work_hn3zcuyx55c5hluvhowvnqdplm 227 10 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 227 11 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 227 12 first first JJ work_hn3zcuyx55c5hluvhowvnqdplm 227 13 argu- argu- NN work_hn3zcuyx55c5hluvhowvnqdplm 227 14 ment ment NN work_hn3zcuyx55c5hluvhowvnqdplm 227 15 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 227 16 literals literal NNS work_hn3zcuyx55c5hluvhowvnqdplm 227 17 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 227 18 include include VBP work_hn3zcuyx55c5hluvhowvnqdplm 227 19 one one CD work_hn3zcuyx55c5hluvhowvnqdplm 227 20 . . . work_hn3zcuyx55c5hluvhowvnqdplm 228 1 Given give VBN work_hn3zcuyx55c5hluvhowvnqdplm 228 2 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 228 3 T t NN work_hn3zcuyx55c5hluvhowvnqdplm 228 4 -type -type HYPH work_hn3zcuyx55c5hluvhowvnqdplm 228 5 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 228 6 expression expression NN work_hn3zcuyx55c5hluvhowvnqdplm 228 7 l l NN work_hn3zcuyx55c5hluvhowvnqdplm 228 8 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 228 9 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 228 10 start- start- NN work_hn3zcuyx55c5hluvhowvnqdplm 228 11 ing ing NNP work_hn3zcuyx55c5hluvhowvnqdplm 228 12 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 228 13 s0 s0 NNP work_hn3zcuyx55c5hluvhowvnqdplm 228 14 , , , work_hn3zcuyx55c5hluvhowvnqdplm 228 15 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 228 16 compute compute VBP work_hn3zcuyx55c5hluvhowvnqdplm 228 17 its -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 228 18 interpretation interpretation NN work_hn3zcuyx55c5hluvhowvnqdplm 228 19 IMs0,T ims0,t NN work_hn3zcuyx55c5hluvhowvnqdplm 228 20 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 228 21 l l NN work_hn3zcuyx55c5hluvhowvnqdplm 228 22 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 228 23 recursively recursively RB work_hn3zcuyx55c5hluvhowvnqdplm 228 24 , , , work_hn3zcuyx55c5hluvhowvnqdplm 228 25 following follow VBG work_hn3zcuyx55c5hluvhowvnqdplm 228 26 these these DT work_hn3zcuyx55c5hluvhowvnqdplm 228 27 three three CD work_hn3zcuyx55c5hluvhowvnqdplm 228 28 base base NN work_hn3zcuyx55c5hluvhowvnqdplm 228 29 cases case NNS work_hn3zcuyx55c5hluvhowvnqdplm 228 30 : : : work_hn3zcuyx55c5hluvhowvnqdplm 228 31 • • VB work_hn3zcuyx55c5hluvhowvnqdplm 228 32 If if IN work_hn3zcuyx55c5hluvhowvnqdplm 228 33 l l NN work_hn3zcuyx55c5hluvhowvnqdplm 228 34 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 228 35 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 228 36 λ λ NNP work_hn3zcuyx55c5hluvhowvnqdplm 228 37 operator operator NN work_hn3zcuyx55c5hluvhowvnqdplm 228 38 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 228 39 type type NN work_hn3zcuyx55c5hluvhowvnqdplm 228 40 〈 〈 VBZ work_hn3zcuyx55c5hluvhowvnqdplm 228 41 T1,T2 T1,T2 NNP work_hn3zcuyx55c5hluvhowvnqdplm 228 42 〉 〉 NNP work_hn3zcuyx55c5hluvhowvnqdplm 228 43 binding bind VBG work_hn3zcuyx55c5hluvhowvnqdplm 228 44 vari- vari- NNP work_hn3zcuyx55c5hluvhowvnqdplm 228 45 able able JJ work_hn3zcuyx55c5hluvhowvnqdplm 228 46 v v NNP work_hn3zcuyx55c5hluvhowvnqdplm 228 47 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 228 48 body body NN work_hn3zcuyx55c5hluvhowvnqdplm 228 49 b b NNPS work_hn3zcuyx55c5hluvhowvnqdplm 228 50 , , , work_hn3zcuyx55c5hluvhowvnqdplm 228 51 IMs im NNS work_hn3zcuyx55c5hluvhowvnqdplm 228 52 , , , work_hn3zcuyx55c5hluvhowvnqdplm 228 53 T T NNP work_hn3zcuyx55c5hluvhowvnqdplm 228 54 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 228 55 l l NN work_hn3zcuyx55c5hluvhowvnqdplm 228 56 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 228 57 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 228 58 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 228 59 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 228 60 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 228 61 pairs pair NNS work_hn3zcuyx55c5hluvhowvnqdplm 228 62 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 228 63 DT1 DT1 NNP work_hn3zcuyx55c5hluvhowvnqdplm 228 64 ×DT2 ×dt2 NN work_hn3zcuyx55c5hluvhowvnqdplm 228 65 , , , work_hn3zcuyx55c5hluvhowvnqdplm 228 66 where where WRB work_hn3zcuyx55c5hluvhowvnqdplm 228 67 DT1,DT2 dt1,dt2 IN work_hn3zcuyx55c5hluvhowvnqdplm 228 68 ∈ ∈ JJ work_hn3zcuyx55c5hluvhowvnqdplm 228 69 Ms. Ms. NNP work_hn3zcuyx55c5hluvhowvnqdplm 228 70 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 228 71 each each DT work_hn3zcuyx55c5hluvhowvnqdplm 228 72 object object NN work_hn3zcuyx55c5hluvhowvnqdplm 228 73 o o IN work_hn3zcuyx55c5hluvhowvnqdplm 228 74 ∈ ∈ NNP work_hn3zcuyx55c5hluvhowvnqdplm 228 75 DT1 DT1 NNP work_hn3zcuyx55c5hluvhowvnqdplm 228 76 , , , work_hn3zcuyx55c5hluvhowvnqdplm 228 77 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 228 78 create create VBP work_hn3zcuyx55c5hluvhowvnqdplm 228 79 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 228 80 pair pair NN work_hn3zcuyx55c5hluvhowvnqdplm 228 81 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 228 82 o o UH work_hn3zcuyx55c5hluvhowvnqdplm 228 83 , , , work_hn3zcuyx55c5hluvhowvnqdplm 228 84 i i PRP work_hn3zcuyx55c5hluvhowvnqdplm 228 85 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 228 86 where where WRB work_hn3zcuyx55c5hluvhowvnqdplm 228 87 i i PRP work_hn3zcuyx55c5hluvhowvnqdplm 228 88 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 228 89 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 228 90 interpretation interpretation NN work_hn3zcuyx55c5hluvhowvnqdplm 228 91 IMs im NNS work_hn3zcuyx55c5hluvhowvnqdplm 228 92 , , , work_hn3zcuyx55c5hluvhowvnqdplm 228 93 T2 T2 NNP work_hn3zcuyx55c5hluvhowvnqdplm 228 94 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 228 95 b b NN work_hn3zcuyx55c5hluvhowvnqdplm 228 96 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 228 97 com- com- NN work_hn3zcuyx55c5hluvhowvnqdplm 228 98 puted put VBN work_hn3zcuyx55c5hluvhowvnqdplm 228 99 under under IN work_hn3zcuyx55c5hluvhowvnqdplm 228 100 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 228 101 variable variable JJ work_hn3zcuyx55c5hluvhowvnqdplm 228 102 assignment assignment NN work_hn3zcuyx55c5hluvhowvnqdplm 228 103 function function NN work_hn3zcuyx55c5hluvhowvnqdplm 228 104 ex- ex- RB work_hn3zcuyx55c5hluvhowvnqdplm 228 105 tended tend VBD work_hn3zcuyx55c5hluvhowvnqdplm 228 106 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 228 107 map map VB work_hn3zcuyx55c5hluvhowvnqdplm 228 108 AT2 AT2 NNP work_hn3zcuyx55c5hluvhowvnqdplm 228 109 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 228 110 v v NNP work_hn3zcuyx55c5hluvhowvnqdplm 228 111 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 228 112 = = SYM work_hn3zcuyx55c5hluvhowvnqdplm 228 113 o. o. XX work_hn3zcuyx55c5hluvhowvnqdplm 229 1 • • VB work_hn3zcuyx55c5hluvhowvnqdplm 229 2 If if IN work_hn3zcuyx55c5hluvhowvnqdplm 229 3 l l NN work_hn3zcuyx55c5hluvhowvnqdplm 229 4 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 229 5 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 229 6 literal literal JJ work_hn3zcuyx55c5hluvhowvnqdplm 229 7 c(c1 c(c1 NNP work_hn3zcuyx55c5hluvhowvnqdplm 229 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 229 9 . . . work_hn3zcuyx55c5hluvhowvnqdplm 230 1 . . . work_hn3zcuyx55c5hluvhowvnqdplm 231 1 . . . work_hn3zcuyx55c5hluvhowvnqdplm 232 1 , , , work_hn3zcuyx55c5hluvhowvnqdplm 232 2 cn cn NNP work_hn3zcuyx55c5hluvhowvnqdplm 232 3 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 232 4 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 232 5 n n DT work_hn3zcuyx55c5hluvhowvnqdplm 232 6 argu- argu- NN work_hn3zcuyx55c5hluvhowvnqdplm 232 7 ments ment NNS work_hn3zcuyx55c5hluvhowvnqdplm 232 8 where where WRB work_hn3zcuyx55c5hluvhowvnqdplm 232 9 c c NNP work_hn3zcuyx55c5hluvhowvnqdplm 232 10 has have VBZ work_hn3zcuyx55c5hluvhowvnqdplm 232 11 type type NN work_hn3zcuyx55c5hluvhowvnqdplm 232 12 P p NN work_hn3zcuyx55c5hluvhowvnqdplm 232 13 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 232 14 each each DT work_hn3zcuyx55c5hluvhowvnqdplm 232 15 ci ci NN work_hn3zcuyx55c5hluvhowvnqdplm 232 16 has have VBZ work_hn3zcuyx55c5hluvhowvnqdplm 232 17 type type NN work_hn3zcuyx55c5hluvhowvnqdplm 232 18 Pi Pi NNP work_hn3zcuyx55c5hluvhowvnqdplm 232 19 , , , work_hn3zcuyx55c5hluvhowvnqdplm 232 20 IMs im NNS work_hn3zcuyx55c5hluvhowvnqdplm 232 21 , , , work_hn3zcuyx55c5hluvhowvnqdplm 232 22 T T NNP work_hn3zcuyx55c5hluvhowvnqdplm 232 23 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 232 24 l l NN work_hn3zcuyx55c5hluvhowvnqdplm 232 25 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 232 26 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 232 27 computed compute VBN work_hn3zcuyx55c5hluvhowvnqdplm 232 28 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 232 29 first first RB work_hn3zcuyx55c5hluvhowvnqdplm 232 30 in- in- JJ work_hn3zcuyx55c5hluvhowvnqdplm 232 31 terpreting terprete VBG work_hn3zcuyx55c5hluvhowvnqdplm 232 32 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 232 33 predicate predicate NN work_hn3zcuyx55c5hluvhowvnqdplm 232 34 c c NN work_hn3zcuyx55c5hluvhowvnqdplm 232 35 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 232 36 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 232 37 function function NN work_hn3zcuyx55c5hluvhowvnqdplm 232 38 f f NN work_hn3zcuyx55c5hluvhowvnqdplm 232 39 = = SYM work_hn3zcuyx55c5hluvhowvnqdplm 232 40 IMs im NNS work_hn3zcuyx55c5hluvhowvnqdplm 232 41 , , , work_hn3zcuyx55c5hluvhowvnqdplm 232 42 T T NNP work_hn3zcuyx55c5hluvhowvnqdplm 232 43 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 232 44 c c NNP work_hn3zcuyx55c5hluvhowvnqdplm 232 45 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 232 46 . . . work_hn3zcuyx55c5hluvhowvnqdplm 233 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 233 2 most most JJS work_hn3zcuyx55c5hluvhowvnqdplm 233 3 cases case NNS work_hn3zcuyx55c5hluvhowvnqdplm 233 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 233 5 IMs im NNS work_hn3zcuyx55c5hluvhowvnqdplm 233 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 233 7 T T NNP work_hn3zcuyx55c5hluvhowvnqdplm 233 8 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 233 9 l l NN work_hn3zcuyx55c5hluvhowvnqdplm 233 10 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 233 11 = = NFP work_hn3zcuyx55c5hluvhowvnqdplm 233 12 f(IMs f(IMs NNP work_hn3zcuyx55c5hluvhowvnqdplm 233 13 , , , work_hn3zcuyx55c5hluvhowvnqdplm 233 14 P1 p1 NN work_hn3zcuyx55c5hluvhowvnqdplm 233 15 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 233 16 c1 c1 NN work_hn3zcuyx55c5hluvhowvnqdplm 233 17 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 233 18 , , , work_hn3zcuyx55c5hluvhowvnqdplm 233 19 . . . work_hn3zcuyx55c5hluvhowvnqdplm 234 1 . . . work_hn3zcuyx55c5hluvhowvnqdplm 235 1 . . . work_hn3zcuyx55c5hluvhowvnqdplm 236 1 , , , work_hn3zcuyx55c5hluvhowvnqdplm 236 2 IMs im NNS work_hn3zcuyx55c5hluvhowvnqdplm 236 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 236 4 Pn(cn Pn(cn NNP work_hn3zcuyx55c5hluvhowvnqdplm 236 5 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 236 6 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 236 7 . . . work_hn3zcuyx55c5hluvhowvnqdplm 237 1 However however RB work_hn3zcuyx55c5hluvhowvnqdplm 237 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 237 3 if if IN work_hn3zcuyx55c5hluvhowvnqdplm 237 4 c c NN work_hn3zcuyx55c5hluvhowvnqdplm 237 5 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 237 6 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 237 7 stateful stateful JJ work_hn3zcuyx55c5hluvhowvnqdplm 237 8 predicate predicate NN work_hn3zcuyx55c5hluvhowvnqdplm 237 9 , , , work_hn3zcuyx55c5hluvhowvnqdplm 237 10 such such JJ work_hn3zcuyx55c5hluvhowvnqdplm 237 11 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 237 12 pre pre JJ work_hn3zcuyx55c5hluvhowvnqdplm 237 13 or or CC work_hn3zcuyx55c5hluvhowvnqdplm 237 14 post post VB work_hn3zcuyx55c5hluvhowvnqdplm 237 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 237 16 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 237 17 instead instead RB work_hn3zcuyx55c5hluvhowvnqdplm 237 18 first first RB work_hn3zcuyx55c5hluvhowvnqdplm 237 19 retrieve retrieve VBP work_hn3zcuyx55c5hluvhowvnqdplm 237 20 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 237 21 appropriate appropriate JJ work_hn3zcuyx55c5hluvhowvnqdplm 237 22 new new JJ work_hn3zcuyx55c5hluvhowvnqdplm 237 23 model model NN work_hn3zcuyx55c5hluvhowvnqdplm 237 24 Ms′ Ms′ . work_hn3zcuyx55c5hluvhowvnqdplm 237 25 = = SYM work_hn3zcuyx55c5hluvhowvnqdplm 237 26 update(IMs update(IMs NNP work_hn3zcuyx55c5hluvhowvnqdplm 237 27 , , , work_hn3zcuyx55c5hluvhowvnqdplm 237 28 P1 p1 NN work_hn3zcuyx55c5hluvhowvnqdplm 237 29 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 237 30 c1),c c1),c NFP work_hn3zcuyx55c5hluvhowvnqdplm 237 31 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 237 32 , , , work_hn3zcuyx55c5hluvhowvnqdplm 237 33 where where WRB work_hn3zcuyx55c5hluvhowvnqdplm 237 34 c1 c1 NN work_hn3zcuyx55c5hluvhowvnqdplm 237 35 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 237 36 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 237 37 event event NN work_hn3zcuyx55c5hluvhowvnqdplm 237 38 argument argument NN work_hn3zcuyx55c5hluvhowvnqdplm 237 39 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 237 40 IMs im NNS work_hn3zcuyx55c5hluvhowvnqdplm 237 41 , , , work_hn3zcuyx55c5hluvhowvnqdplm 237 42 P1 p1 NN work_hn3zcuyx55c5hluvhowvnqdplm 237 43 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 237 44 c1 c1 NN work_hn3zcuyx55c5hluvhowvnqdplm 237 45 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 237 46 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 237 47 its -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 237 48 interpre- interpre- JJ work_hn3zcuyx55c5hluvhowvnqdplm 237 49 tation tation NN work_hn3zcuyx55c5hluvhowvnqdplm 237 50 . . . work_hn3zcuyx55c5hluvhowvnqdplm 238 1 Then then RB work_hn3zcuyx55c5hluvhowvnqdplm 238 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 238 3 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 238 4 final final JJ work_hn3zcuyx55c5hluvhowvnqdplm 238 5 results result NNS work_hn3zcuyx55c5hluvhowvnqdplm 238 6 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 238 7 IMs im NNS work_hn3zcuyx55c5hluvhowvnqdplm 238 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 238 9 T T NNP work_hn3zcuyx55c5hluvhowvnqdplm 238 10 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 238 11 l l NN work_hn3zcuyx55c5hluvhowvnqdplm 238 12 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 238 13 = = NFP work_hn3zcuyx55c5hluvhowvnqdplm 238 14 f(IMs′,P1 f(IMs′,P1 NNP work_hn3zcuyx55c5hluvhowvnqdplm 238 15 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 238 16 c1 c1 NN work_hn3zcuyx55c5hluvhowvnqdplm 238 17 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 238 18 , , , work_hn3zcuyx55c5hluvhowvnqdplm 238 19 . . . work_hn3zcuyx55c5hluvhowvnqdplm 239 1 . . . work_hn3zcuyx55c5hluvhowvnqdplm 240 1 . . . work_hn3zcuyx55c5hluvhowvnqdplm 241 1 , , , work_hn3zcuyx55c5hluvhowvnqdplm 241 2 IMs′,Pn(cn ims′,pn(cn LS work_hn3zcuyx55c5hluvhowvnqdplm 241 3 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 241 4 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 241 5 . . . work_hn3zcuyx55c5hluvhowvnqdplm 242 1 • • VB work_hn3zcuyx55c5hluvhowvnqdplm 242 2 If if IN work_hn3zcuyx55c5hluvhowvnqdplm 242 3 l l NN work_hn3zcuyx55c5hluvhowvnqdplm 242 4 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 242 5 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 242 6 T t NN work_hn3zcuyx55c5hluvhowvnqdplm 242 7 -type -type HYPH work_hn3zcuyx55c5hluvhowvnqdplm 242 8 constant constant JJ work_hn3zcuyx55c5hluvhowvnqdplm 242 9 or or CC work_hn3zcuyx55c5hluvhowvnqdplm 242 10 variable variable JJ work_hn3zcuyx55c5hluvhowvnqdplm 242 11 , , , work_hn3zcuyx55c5hluvhowvnqdplm 242 12 IMs im NNS work_hn3zcuyx55c5hluvhowvnqdplm 242 13 , , , work_hn3zcuyx55c5hluvhowvnqdplm 242 14 T T NNP work_hn3zcuyx55c5hluvhowvnqdplm 242 15 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 242 16 l l NN work_hn3zcuyx55c5hluvhowvnqdplm 242 17 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 242 18 . . . work_hn3zcuyx55c5hluvhowvnqdplm 243 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 243 2 worst bad JJS work_hn3zcuyx55c5hluvhowvnqdplm 243 3 case case NN work_hn3zcuyx55c5hluvhowvnqdplm 243 4 complexity complexity NN work_hn3zcuyx55c5hluvhowvnqdplm 243 5 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 243 6 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 243 7 process process NN work_hn3zcuyx55c5hluvhowvnqdplm 243 8 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 243 9 ex- ex- XX work_hn3zcuyx55c5hluvhowvnqdplm 243 10 ponential ponential JJ work_hn3zcuyx55c5hluvhowvnqdplm 243 11 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 243 12 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 243 13 number number NN work_hn3zcuyx55c5hluvhowvnqdplm 243 14 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 243 15 bound bind VBN work_hn3zcuyx55c5hluvhowvnqdplm 243 16 variables variable NNS work_hn3zcuyx55c5hluvhowvnqdplm 243 17 . . . work_hn3zcuyx55c5hluvhowvnqdplm 244 1 Al- al- RB work_hn3zcuyx55c5hluvhowvnqdplm 244 2 though though RB work_hn3zcuyx55c5hluvhowvnqdplm 244 3 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 244 4 practice practice NN work_hn3zcuyx55c5hluvhowvnqdplm 244 5 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 244 6 observed observe VBD work_hn3zcuyx55c5hluvhowvnqdplm 244 7 tractable tractable JJ work_hn3zcuyx55c5hluvhowvnqdplm 244 8 evaluation evaluation NN work_hn3zcuyx55c5hluvhowvnqdplm 244 9 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 244 10 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 244 11 majority majority NN work_hn3zcuyx55c5hluvhowvnqdplm 244 12 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 244 13 development development NN work_hn3zcuyx55c5hluvhowvnqdplm 244 14 cases case NNS work_hn3zcuyx55c5hluvhowvnqdplm 244 15 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 244 16 considered consider VBD work_hn3zcuyx55c5hluvhowvnqdplm 244 17 , , , work_hn3zcuyx55c5hluvhowvnqdplm 244 18 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 244 19 more more RBR work_hn3zcuyx55c5hluvhowvnqdplm 244 20 comprehensive comprehensive JJ work_hn3zcuyx55c5hluvhowvnqdplm 244 21 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 244 22 tractable tractable JJ work_hn3zcuyx55c5hluvhowvnqdplm 244 23 evaluation evaluation NN work_hn3zcuyx55c5hluvhowvnqdplm 244 24 pro- pro- NN work_hn3zcuyx55c5hluvhowvnqdplm 244 25 cedure cedure NN work_hn3zcuyx55c5hluvhowvnqdplm 244 26 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 244 27 an an DT work_hn3zcuyx55c5hluvhowvnqdplm 244 28 issue issue NN work_hn3zcuyx55c5hluvhowvnqdplm 244 29 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 244 30 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 244 31 leave leave VBP work_hn3zcuyx55c5hluvhowvnqdplm 244 32 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 244 33 future future JJ work_hn3zcuyx55c5hluvhowvnqdplm 244 34 work work NN work_hn3zcuyx55c5hluvhowvnqdplm 244 35 . . . work_hn3zcuyx55c5hluvhowvnqdplm 245 1 55 55 CD work_hn3zcuyx55c5hluvhowvnqdplm 245 2 Implicit Implicit NNP work_hn3zcuyx55c5hluvhowvnqdplm 245 3 Actions Actions NNPS work_hn3zcuyx55c5hluvhowvnqdplm 245 4 Instructional instructional JJ work_hn3zcuyx55c5hluvhowvnqdplm 245 5 language language NN work_hn3zcuyx55c5hluvhowvnqdplm 245 6 rarely rarely RB work_hn3zcuyx55c5hluvhowvnqdplm 245 7 specifies specify VBZ work_hn3zcuyx55c5hluvhowvnqdplm 245 8 every every DT work_hn3zcuyx55c5hluvhowvnqdplm 245 9 action action NN work_hn3zcuyx55c5hluvhowvnqdplm 245 10 required require VBN work_hn3zcuyx55c5hluvhowvnqdplm 245 11 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 245 12 execution execution NN work_hn3zcuyx55c5hluvhowvnqdplm 245 13 , , , work_hn3zcuyx55c5hluvhowvnqdplm 245 14 see see VB work_hn3zcuyx55c5hluvhowvnqdplm 245 15 MacMahon MacMahon NNP work_hn3zcuyx55c5hluvhowvnqdplm 245 16 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 245 17 2007 2007 CD work_hn3zcuyx55c5hluvhowvnqdplm 245 18 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 245 19 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 245 20 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 245 21 detailed detailed JJ work_hn3zcuyx55c5hluvhowvnqdplm 245 22 discussion discussion NN work_hn3zcuyx55c5hluvhowvnqdplm 245 23 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 245 24 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 245 25 maps map NNS work_hn3zcuyx55c5hluvhowvnqdplm 245 26 domain domain NN work_hn3zcuyx55c5hluvhowvnqdplm 245 27 . . . work_hn3zcuyx55c5hluvhowvnqdplm 246 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 246 2 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 246 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 246 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 246 5 sentence sentence NN work_hn3zcuyx55c5hluvhowvnqdplm 246 6 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 246 7 Fig- Fig- NNP work_hn3zcuyx55c5hluvhowvnqdplm 246 8 ure ure NN work_hn3zcuyx55c5hluvhowvnqdplm 246 9 4 4 CD work_hn3zcuyx55c5hluvhowvnqdplm 246 10 can can MD work_hn3zcuyx55c5hluvhowvnqdplm 246 11 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 246 12 said say VBN work_hn3zcuyx55c5hluvhowvnqdplm 246 13 even even RB work_hn3zcuyx55c5hluvhowvnqdplm 246 14 if if IN work_hn3zcuyx55c5hluvhowvnqdplm 246 15 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 246 16 agent agent NN work_hn3zcuyx55c5hluvhowvnqdplm 246 17 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 246 18 not not RB work_hn3zcuyx55c5hluvhowvnqdplm 246 19 facing face VBG work_hn3zcuyx55c5hluvhowvnqdplm 246 20 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 246 21 blue blue JJ work_hn3zcuyx55c5hluvhowvnqdplm 246 22 hallway hallway NN work_hn3zcuyx55c5hluvhowvnqdplm 246 23 , , , work_hn3zcuyx55c5hluvhowvnqdplm 246 24 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 246 25 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 246 26 clear clear JJ work_hn3zcuyx55c5hluvhowvnqdplm 246 27 implicit implicit JJ work_hn3zcuyx55c5hluvhowvnqdplm 246 28 request request NN work_hn3zcuyx55c5hluvhowvnqdplm 246 29 that that IN work_hn3zcuyx55c5hluvhowvnqdplm 246 30 it -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 246 31 should should MD work_hn3zcuyx55c5hluvhowvnqdplm 246 32 turn turn VB work_hn3zcuyx55c5hluvhowvnqdplm 246 33 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 246 34 face face VB work_hn3zcuyx55c5hluvhowvnqdplm 246 35 such such PDT work_hn3zcuyx55c5hluvhowvnqdplm 246 36 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 246 37 hallway hallway NN work_hn3zcuyx55c5hluvhowvnqdplm 246 38 before before IN work_hn3zcuyx55c5hluvhowvnqdplm 246 39 moving move VBG work_hn3zcuyx55c5hluvhowvnqdplm 246 40 . . . work_hn3zcuyx55c5hluvhowvnqdplm 247 1 To to TO work_hn3zcuyx55c5hluvhowvnqdplm 247 2 allow allow VB work_hn3zcuyx55c5hluvhowvnqdplm 247 3 our -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 247 4 agent agent NN work_hn3zcuyx55c5hluvhowvnqdplm 247 5 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 247 6 perform perform VB work_hn3zcuyx55c5hluvhowvnqdplm 247 7 implicit implicit JJ work_hn3zcuyx55c5hluvhowvnqdplm 247 8 actions action NNS work_hn3zcuyx55c5hluvhowvnqdplm 247 9 , , , work_hn3zcuyx55c5hluvhowvnqdplm 247 10 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 247 11 extend extend VBP work_hn3zcuyx55c5hluvhowvnqdplm 247 12 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 247 13 domain domain NN work_hn3zcuyx55c5hluvhowvnqdplm 247 14 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 247 15 ev ev NN work_hn3zcuyx55c5hluvhowvnqdplm 247 16 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 247 17 type type NN work_hn3zcuyx55c5hluvhowvnqdplm 247 18 variables variable NNS work_hn3zcuyx55c5hluvhowvnqdplm 247 19 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 247 20 allowing allow VBG work_hn3zcuyx55c5hluvhowvnqdplm 247 21 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 247 22 agent agent NN work_hn3zcuyx55c5hluvhowvnqdplm 247 23 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 247 24 prefix prefix VB work_hn3zcuyx55c5hluvhowvnqdplm 247 25 up up RP work_hn3zcuyx55c5hluvhowvnqdplm 247 26 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 247 27 kI kI NNP work_hn3zcuyx55c5hluvhowvnqdplm 247 28 action action NN work_hn3zcuyx55c5hluvhowvnqdplm 247 29 sequences sequence NNS work_hn3zcuyx55c5hluvhowvnqdplm 247 30 before before IN work_hn3zcuyx55c5hluvhowvnqdplm 247 31 each each DT work_hn3zcuyx55c5hluvhowvnqdplm 247 32 explicit explicit JJ work_hn3zcuyx55c5hluvhowvnqdplm 247 33 event event NN work_hn3zcuyx55c5hluvhowvnqdplm 247 34 . . . work_hn3zcuyx55c5hluvhowvnqdplm 248 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 248 2 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 248 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 248 4 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 248 5 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 248 6 agent agent NN work_hn3zcuyx55c5hluvhowvnqdplm 248 7 ’s ’s POS work_hn3zcuyx55c5hluvhowvnqdplm 248 8 po- po- XX work_hn3zcuyx55c5hluvhowvnqdplm 248 9 sition sition NN work_hn3zcuyx55c5hluvhowvnqdplm 248 10 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 248 11 Figure figure NN work_hn3zcuyx55c5hluvhowvnqdplm 248 12 2 2 CD work_hn3zcuyx55c5hluvhowvnqdplm 248 13 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 248 14 set set VBN work_hn3zcuyx55c5hluvhowvnqdplm 248 15 C C NNP work_hn3zcuyx55c5hluvhowvnqdplm 248 16 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 248 17 , , , work_hn3zcuyx55c5hluvhowvnqdplm 248 18 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 248 19 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 248 20 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 248 21 possible possible JJ work_hn3zcuyx55c5hluvhowvnqdplm 248 22 events event NNS work_hn3zcuyx55c5hluvhowvnqdplm 248 23 includes include VBZ work_hn3zcuyx55c5hluvhowvnqdplm 248 24 〈 〈 ADD work_hn3zcuyx55c5hluvhowvnqdplm 248 25 MOVEI MOVEI NNP work_hn3zcuyx55c5hluvhowvnqdplm 248 26 , , , work_hn3zcuyx55c5hluvhowvnqdplm 248 27 MOVEI movei JJ work_hn3zcuyx55c5hluvhowvnqdplm 248 28 , , , work_hn3zcuyx55c5hluvhowvnqdplm 248 29 RIGHTI RIGHTI NNP work_hn3zcuyx55c5hluvhowvnqdplm 248 30 , , , work_hn3zcuyx55c5hluvhowvnqdplm 248 31 MOVE MOVE NNP work_hn3zcuyx55c5hluvhowvnqdplm 248 32 〉 〉 NNP work_hn3zcuyx55c5hluvhowvnqdplm 248 33 , , , work_hn3zcuyx55c5hluvhowvnqdplm 248 34 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 248 35 contains contain VBZ work_hn3zcuyx55c5hluvhowvnqdplm 248 36 two two CD work_hn3zcuyx55c5hluvhowvnqdplm 248 37 implicit implicit JJ work_hn3zcuyx55c5hluvhowvnqdplm 248 38 sequences sequence NNS work_hn3zcuyx55c5hluvhowvnqdplm 248 39 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 248 40 marked mark VBN work_hn3zcuyx55c5hluvhowvnqdplm 248 41 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 248 42 I -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 248 43 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 248 44 . . . work_hn3zcuyx55c5hluvhowvnqdplm 249 1 Resolving Resolving NNP work_hn3zcuyx55c5hluvhowvnqdplm 249 2 Action Action NNP work_hn3zcuyx55c5hluvhowvnqdplm 249 3 Ambiguity Ambiguity NNP work_hn3zcuyx55c5hluvhowvnqdplm 249 4 Logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 249 5 forms form NNS work_hn3zcuyx55c5hluvhowvnqdplm 249 6 of- of- VBP work_hn3zcuyx55c5hluvhowvnqdplm 249 7 ten ten CD work_hn3zcuyx55c5hluvhowvnqdplm 249 8 fail fail NN work_hn3zcuyx55c5hluvhowvnqdplm 249 9 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 249 10 determine determine VB work_hn3zcuyx55c5hluvhowvnqdplm 249 11 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 249 12 unique unique JJ work_hn3zcuyx55c5hluvhowvnqdplm 249 13 action action NN work_hn3zcuyx55c5hluvhowvnqdplm 249 14 sequences sequence NNS work_hn3zcuyx55c5hluvhowvnqdplm 249 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 249 16 due due IN work_hn3zcuyx55c5hluvhowvnqdplm 249 17 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 249 18 instruction instruction NN work_hn3zcuyx55c5hluvhowvnqdplm 249 19 ambiguity ambiguity NN work_hn3zcuyx55c5hluvhowvnqdplm 249 20 . . . work_hn3zcuyx55c5hluvhowvnqdplm 250 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 250 2 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 250 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 250 4 con- con- NN work_hn3zcuyx55c5hluvhowvnqdplm 250 5 sider sider VBP work_hn3zcuyx55c5hluvhowvnqdplm 250 6 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 250 7 instruction instruction NN work_hn3zcuyx55c5hluvhowvnqdplm 250 8 “ " `` work_hn3zcuyx55c5hluvhowvnqdplm 250 9 go go VB work_hn3zcuyx55c5hluvhowvnqdplm 250 10 forward forward RB work_hn3zcuyx55c5hluvhowvnqdplm 250 11 ” " '' work_hn3zcuyx55c5hluvhowvnqdplm 250 12 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 250 13 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 250 14 agent agent NN work_hn3zcuyx55c5hluvhowvnqdplm 250 15 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 250 16 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 250 17 specified specify VBN work_hn3zcuyx55c5hluvhowvnqdplm 250 18 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 250 19 Figure figure NN work_hn3zcuyx55c5hluvhowvnqdplm 250 20 2 2 CD work_hn3zcuyx55c5hluvhowvnqdplm 250 21 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 250 22 set set VBN work_hn3zcuyx55c5hluvhowvnqdplm 250 23 C C NNP work_hn3zcuyx55c5hluvhowvnqdplm 250 24 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 250 25 . . . work_hn3zcuyx55c5hluvhowvnqdplm 251 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 251 2 instruction instruction NN work_hn3zcuyx55c5hluvhowvnqdplm 251 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 251 4 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 251 5 maps map VBZ work_hn3zcuyx55c5hluvhowvnqdplm 251 6 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 251 7 λa.move(a λa.move(a VB work_hn3zcuyx55c5hluvhowvnqdplm 251 8 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 251 9 ∧ ∧ NNP work_hn3zcuyx55c5hluvhowvnqdplm 251 10 forward(a forward(a NN work_hn3zcuyx55c5hluvhowvnqdplm 251 11 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 251 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 251 13 evalu- evalu- VBZ work_hn3zcuyx55c5hluvhowvnqdplm 251 14 ates ate NNS work_hn3zcuyx55c5hluvhowvnqdplm 251 15 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 251 16 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 251 17 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 251 18 containing contain VBG work_hn3zcuyx55c5hluvhowvnqdplm 251 19 〈 〈 VBZ work_hn3zcuyx55c5hluvhowvnqdplm 251 20 MOVE MOVE NNP work_hn3zcuyx55c5hluvhowvnqdplm 251 21 〉 〉 NNP work_hn3zcuyx55c5hluvhowvnqdplm 251 22 , , , work_hn3zcuyx55c5hluvhowvnqdplm 251 23 〈 〈 VBZ work_hn3zcuyx55c5hluvhowvnqdplm 251 24 MOVE MOVE NNP work_hn3zcuyx55c5hluvhowvnqdplm 251 25 , , , work_hn3zcuyx55c5hluvhowvnqdplm 251 26 MOVE MOVE NNP work_hn3zcuyx55c5hluvhowvnqdplm 251 27 〉 〉 NNP work_hn3zcuyx55c5hluvhowvnqdplm 251 28 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 251 29 〈 〈 VBZ work_hn3zcuyx55c5hluvhowvnqdplm 251 30 MOVE MOVE NNP work_hn3zcuyx55c5hluvhowvnqdplm 251 31 , , , work_hn3zcuyx55c5hluvhowvnqdplm 251 32 MOVE MOVE NNP work_hn3zcuyx55c5hluvhowvnqdplm 251 33 , , , work_hn3zcuyx55c5hluvhowvnqdplm 251 34 MOVE MOVE NNP work_hn3zcuyx55c5hluvhowvnqdplm 251 35 〉 〉 NNP work_hn3zcuyx55c5hluvhowvnqdplm 251 36 , , , work_hn3zcuyx55c5hluvhowvnqdplm 251 37 as as RB work_hn3zcuyx55c5hluvhowvnqdplm 251 38 well well RB work_hn3zcuyx55c5hluvhowvnqdplm 251 39 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 251 40 five five CD work_hn3zcuyx55c5hluvhowvnqdplm 251 41 other other JJ work_hn3zcuyx55c5hluvhowvnqdplm 251 42 se- se- NN work_hn3zcuyx55c5hluvhowvnqdplm 251 43 quences quence NNS work_hn3zcuyx55c5hluvhowvnqdplm 251 44 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 251 45 have have VBP work_hn3zcuyx55c5hluvhowvnqdplm 251 46 implicit implicit JJ work_hn3zcuyx55c5hluvhowvnqdplm 251 47 prefixes prefix NNS work_hn3zcuyx55c5hluvhowvnqdplm 251 48 followed follow VBN work_hn3zcuyx55c5hluvhowvnqdplm 251 49 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 251 50 ex- ex- XX work_hn3zcuyx55c5hluvhowvnqdplm 251 51 plicit plicit JJ work_hn3zcuyx55c5hluvhowvnqdplm 251 52 MOVE MOVE NNP work_hn3zcuyx55c5hluvhowvnqdplm 251 53 actions action NNS work_hn3zcuyx55c5hluvhowvnqdplm 251 54 . . . work_hn3zcuyx55c5hluvhowvnqdplm 252 1 To to TO work_hn3zcuyx55c5hluvhowvnqdplm 252 2 resolve resolve VB work_hn3zcuyx55c5hluvhowvnqdplm 252 3 such such JJ work_hn3zcuyx55c5hluvhowvnqdplm 252 4 ambiguity ambiguity NN work_hn3zcuyx55c5hluvhowvnqdplm 252 5 , , , work_hn3zcuyx55c5hluvhowvnqdplm 252 6 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 252 7 prefer prefer VBP work_hn3zcuyx55c5hluvhowvnqdplm 252 8 shorter short JJR work_hn3zcuyx55c5hluvhowvnqdplm 252 9 actions action NNS work_hn3zcuyx55c5hluvhowvnqdplm 252 10 without without IN work_hn3zcuyx55c5hluvhowvnqdplm 252 11 implicit implicit JJ work_hn3zcuyx55c5hluvhowvnqdplm 252 12 actions action NNS work_hn3zcuyx55c5hluvhowvnqdplm 252 13 . . . work_hn3zcuyx55c5hluvhowvnqdplm 253 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 253 2 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 253 3 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 253 4 above above RB work_hn3zcuyx55c5hluvhowvnqdplm 253 5 , , , work_hn3zcuyx55c5hluvhowvnqdplm 253 6 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 253 7 will will MD work_hn3zcuyx55c5hluvhowvnqdplm 253 8 select select VB work_hn3zcuyx55c5hluvhowvnqdplm 253 9 〈 〈 NNP work_hn3zcuyx55c5hluvhowvnqdplm 253 10 MOVE MOVE NNP work_hn3zcuyx55c5hluvhowvnqdplm 253 11 〉 〉 NNP work_hn3zcuyx55c5hluvhowvnqdplm 253 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 253 13 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 253 14 includes include VBZ work_hn3zcuyx55c5hluvhowvnqdplm 253 15 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 253 16 single single JJ work_hn3zcuyx55c5hluvhowvnqdplm 253 17 action action NN work_hn3zcuyx55c5hluvhowvnqdplm 253 18 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 253 19 no no DT work_hn3zcuyx55c5hluvhowvnqdplm 253 20 implicit implicit JJ work_hn3zcuyx55c5hluvhowvnqdplm 253 21 actions action NNS work_hn3zcuyx55c5hluvhowvnqdplm 253 22 . . . work_hn3zcuyx55c5hluvhowvnqdplm 254 1 7.2 7.2 CD work_hn3zcuyx55c5hluvhowvnqdplm 254 2 Joint joint NN work_hn3zcuyx55c5hluvhowvnqdplm 254 3 Inference inference NN work_hn3zcuyx55c5hluvhowvnqdplm 254 4 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 254 5 incorporate incorporate VBP work_hn3zcuyx55c5hluvhowvnqdplm 254 6 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 254 7 execution execution NN work_hn3zcuyx55c5hluvhowvnqdplm 254 8 procedure procedure NN work_hn3zcuyx55c5hluvhowvnqdplm 254 9 described describe VBN work_hn3zcuyx55c5hluvhowvnqdplm 254 10 above above RB work_hn3zcuyx55c5hluvhowvnqdplm 254 11 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 254 12 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 254 13 linear linear NN work_hn3zcuyx55c5hluvhowvnqdplm 254 14 weighted weight VBN work_hn3zcuyx55c5hluvhowvnqdplm 254 15 CCG CCG NNP work_hn3zcuyx55c5hluvhowvnqdplm 254 16 parser parser NN work_hn3zcuyx55c5hluvhowvnqdplm 254 17 , , , work_hn3zcuyx55c5hluvhowvnqdplm 254 18 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 254 19 de- de- RB work_hn3zcuyx55c5hluvhowvnqdplm 254 20 scribed scribe VBD work_hn3zcuyx55c5hluvhowvnqdplm 254 21 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 254 22 Section section NN work_hn3zcuyx55c5hluvhowvnqdplm 254 23 4 4 CD work_hn3zcuyx55c5hluvhowvnqdplm 254 24 , , , work_hn3zcuyx55c5hluvhowvnqdplm 254 25 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 254 26 create create VB work_hn3zcuyx55c5hluvhowvnqdplm 254 27 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 254 28 joint joint JJ work_hn3zcuyx55c5hluvhowvnqdplm 254 29 model model NN work_hn3zcuyx55c5hluvhowvnqdplm 254 30 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 254 31 pars- pars- NNP work_hn3zcuyx55c5hluvhowvnqdplm 254 32 ing ing NNP work_hn3zcuyx55c5hluvhowvnqdplm 254 33 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 254 34 execution execution NN work_hn3zcuyx55c5hluvhowvnqdplm 254 35 . . . work_hn3zcuyx55c5hluvhowvnqdplm 255 1 Specifically specifically RB work_hn3zcuyx55c5hluvhowvnqdplm 255 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 255 3 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 255 4 execute execute VBP work_hn3zcuyx55c5hluvhowvnqdplm 255 5 logi- logi- NNP work_hn3zcuyx55c5hluvhowvnqdplm 255 6 cal cal JJ work_hn3zcuyx55c5hluvhowvnqdplm 255 7 forms form NNS work_hn3zcuyx55c5hluvhowvnqdplm 255 8 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 255 9 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 255 10 current current JJ work_hn3zcuyx55c5hluvhowvnqdplm 255 11 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 255 12 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 255 13 observe observe VB work_hn3zcuyx55c5hluvhowvnqdplm 255 14 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 255 15 result result NN work_hn3zcuyx55c5hluvhowvnqdplm 255 16 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 255 17 their -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 255 18 execution execution NN work_hn3zcuyx55c5hluvhowvnqdplm 255 19 . . . work_hn3zcuyx55c5hluvhowvnqdplm 256 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 256 2 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 256 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 256 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 256 5 word word NN work_hn3zcuyx55c5hluvhowvnqdplm 256 6 “ " `` work_hn3zcuyx55c5hluvhowvnqdplm 256 7 chair chair NN work_hn3zcuyx55c5hluvhowvnqdplm 256 8 ” " '' work_hn3zcuyx55c5hluvhowvnqdplm 256 9 can can MD work_hn3zcuyx55c5hluvhowvnqdplm 256 10 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 256 11 used use VBN work_hn3zcuyx55c5hluvhowvnqdplm 256 12 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 256 13 refer refer VB work_hn3zcuyx55c5hluvhowvnqdplm 256 14 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 256 15 different different JJ work_hn3zcuyx55c5hluvhowvnqdplm 256 16 types type NNS work_hn3zcuyx55c5hluvhowvnqdplm 256 17 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 256 18 objects object NNS work_hn3zcuyx55c5hluvhowvnqdplm 256 19 , , , work_hn3zcuyx55c5hluvhowvnqdplm 256 20 in- in- JJ work_hn3zcuyx55c5hluvhowvnqdplm 256 21 cluding clude VBG work_hn3zcuyx55c5hluvhowvnqdplm 256 22 chairs chair NNS work_hn3zcuyx55c5hluvhowvnqdplm 256 23 , , , work_hn3zcuyx55c5hluvhowvnqdplm 256 24 sofas sofa NNS work_hn3zcuyx55c5hluvhowvnqdplm 256 25 , , , work_hn3zcuyx55c5hluvhowvnqdplm 256 26 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 256 27 barstools barstool NNS work_hn3zcuyx55c5hluvhowvnqdplm 256 28 , , , work_hn3zcuyx55c5hluvhowvnqdplm 256 29 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 256 30 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 256 31 maps map NNS work_hn3zcuyx55c5hluvhowvnqdplm 256 32 do- do- JJ work_hn3zcuyx55c5hluvhowvnqdplm 256 33 mains main NNS work_hn3zcuyx55c5hluvhowvnqdplm 256 34 . . . work_hn3zcuyx55c5hluvhowvnqdplm 257 1 Our -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 257 2 CCG CCG NNP work_hn3zcuyx55c5hluvhowvnqdplm 257 3 grammar grammar NN work_hn3zcuyx55c5hluvhowvnqdplm 257 4 would would MD work_hn3zcuyx55c5hluvhowvnqdplm 257 5 include include VB work_hn3zcuyx55c5hluvhowvnqdplm 257 6 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 257 7 lexical lexical JJ work_hn3zcuyx55c5hluvhowvnqdplm 257 8 item item NN work_hn3zcuyx55c5hluvhowvnqdplm 257 9 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 257 10 each each DT work_hn3zcuyx55c5hluvhowvnqdplm 257 11 meaning meaning NN work_hn3zcuyx55c5hluvhowvnqdplm 257 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 257 13 but but CC work_hn3zcuyx55c5hluvhowvnqdplm 257 14 execution execution NN work_hn3zcuyx55c5hluvhowvnqdplm 257 15 might may MD work_hn3zcuyx55c5hluvhowvnqdplm 257 16 fail fail VB work_hn3zcuyx55c5hluvhowvnqdplm 257 17 de- de- PRP work_hn3zcuyx55c5hluvhowvnqdplm 257 18 pending pende VBG work_hn3zcuyx55c5hluvhowvnqdplm 257 19 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 257 20 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 257 21 presence presence NN work_hn3zcuyx55c5hluvhowvnqdplm 257 22 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 257 23 objects object NNS work_hn3zcuyx55c5hluvhowvnqdplm 257 24 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 257 25 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 257 26 world world NN work_hn3zcuyx55c5hluvhowvnqdplm 257 27 , , , work_hn3zcuyx55c5hluvhowvnqdplm 257 28 in- in- DT work_hn3zcuyx55c5hluvhowvnqdplm 257 29 fluencing fluence VBG work_hn3zcuyx55c5hluvhowvnqdplm 257 30 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 257 31 final final JJ work_hn3zcuyx55c5hluvhowvnqdplm 257 32 parse parse NN work_hn3zcuyx55c5hluvhowvnqdplm 257 33 output output NN work_hn3zcuyx55c5hluvhowvnqdplm 257 34 . . . work_hn3zcuyx55c5hluvhowvnqdplm 258 1 Similarly similarly RB work_hn3zcuyx55c5hluvhowvnqdplm 258 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 258 3 allowing allow VBG work_hn3zcuyx55c5hluvhowvnqdplm 258 4 implicit implicit JJ work_hn3zcuyx55c5hluvhowvnqdplm 258 5 actions action NNS work_hn3zcuyx55c5hluvhowvnqdplm 258 6 provides provide VBZ work_hn3zcuyx55c5hluvhowvnqdplm 258 7 robustness robustness NN work_hn3zcuyx55c5hluvhowvnqdplm 258 8 when when WRB work_hn3zcuyx55c5hluvhowvnqdplm 258 9 resolv- resolv- VBD work_hn3zcuyx55c5hluvhowvnqdplm 258 10 ing e VBG work_hn3zcuyx55c5hluvhowvnqdplm 258 11 these these DT work_hn3zcuyx55c5hluvhowvnqdplm 258 12 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 258 13 other other JJ work_hn3zcuyx55c5hluvhowvnqdplm 258 14 ambiguities ambiguity NNS work_hn3zcuyx55c5hluvhowvnqdplm 258 15 . . . work_hn3zcuyx55c5hluvhowvnqdplm 259 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 259 2 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 259 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 259 4 an an DT work_hn3zcuyx55c5hluvhowvnqdplm 259 5 instruction instruction NN work_hn3zcuyx55c5hluvhowvnqdplm 259 6 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 259 7 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 259 8 precondition precondition NN work_hn3zcuyx55c5hluvhowvnqdplm 259 9 phrase phrase NN work_hn3zcuyx55c5hluvhowvnqdplm 259 10 “ " `` work_hn3zcuyx55c5hluvhowvnqdplm 259 11 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 259 12 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 259 13 chair chair NN work_hn3zcuyx55c5hluvhowvnqdplm 259 14 ” " '' work_hn3zcuyx55c5hluvhowvnqdplm 259 15 might may MD work_hn3zcuyx55c5hluvhowvnqdplm 259 16 require require VB work_hn3zcuyx55c5hluvhowvnqdplm 259 17 additional additional JJ work_hn3zcuyx55c5hluvhowvnqdplm 259 18 actions action NNS work_hn3zcuyx55c5hluvhowvnqdplm 259 19 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 259 20 reach reach VB work_hn3zcuyx55c5hluvhowvnqdplm 259 21 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 259 22 position position NN work_hn3zcuyx55c5hluvhowvnqdplm 259 23 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 259 24 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 259 25 named name VBN work_hn3zcuyx55c5hluvhowvnqdplm 259 26 object object NN work_hn3zcuyx55c5hluvhowvnqdplm 259 27 . . . work_hn3zcuyx55c5hluvhowvnqdplm 260 1 To to TO work_hn3zcuyx55c5hluvhowvnqdplm 260 2 allow allow VB work_hn3zcuyx55c5hluvhowvnqdplm 260 3 such such JJ work_hn3zcuyx55c5hluvhowvnqdplm 260 4 joint joint JJ work_hn3zcuyx55c5hluvhowvnqdplm 260 5 reasoning reasoning NN work_hn3zcuyx55c5hluvhowvnqdplm 260 6 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 260 7 define define VBP work_hn3zcuyx55c5hluvhowvnqdplm 260 8 an an DT work_hn3zcuyx55c5hluvhowvnqdplm 260 9 ex- ex- JJ work_hn3zcuyx55c5hluvhowvnqdplm 260 10 ecution ecution NN work_hn3zcuyx55c5hluvhowvnqdplm 260 11 e e VBZ work_hn3zcuyx55c5hluvhowvnqdplm 260 12 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 260 13 include include VB work_hn3zcuyx55c5hluvhowvnqdplm 260 14 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 260 15 parse parse NN work_hn3zcuyx55c5hluvhowvnqdplm 260 16 tree tree NN work_hn3zcuyx55c5hluvhowvnqdplm 260 17 ey ey NN work_hn3zcuyx55c5hluvhowvnqdplm 260 18 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 260 19 trace trace NN work_hn3zcuyx55c5hluvhowvnqdplm 260 20 e e VBZ work_hn3zcuyx55c5hluvhowvnqdplm 260 21 ~ ~ NFP work_hn3zcuyx55c5hluvhowvnqdplm 260 22 a a NN work_hn3zcuyx55c5hluvhowvnqdplm 260 23 , , , work_hn3zcuyx55c5hluvhowvnqdplm 260 24 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 260 25 define define VB work_hn3zcuyx55c5hluvhowvnqdplm 260 26 our -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 260 27 feature feature NN work_hn3zcuyx55c5hluvhowvnqdplm 260 28 function function NN work_hn3zcuyx55c5hluvhowvnqdplm 260 29 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 260 30 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 260 31 Φ(xi Φ(xi JJR work_hn3zcuyx55c5hluvhowvnqdplm 260 32 , , , work_hn3zcuyx55c5hluvhowvnqdplm 260 33 si si UH work_hn3zcuyx55c5hluvhowvnqdplm 260 34 , , , work_hn3zcuyx55c5hluvhowvnqdplm 260 35 e e NNP work_hn3zcuyx55c5hluvhowvnqdplm 260 36 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 260 37 , , , work_hn3zcuyx55c5hluvhowvnqdplm 260 38 where where WRB work_hn3zcuyx55c5hluvhowvnqdplm 260 39 xi xi NNP work_hn3zcuyx55c5hluvhowvnqdplm 260 40 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 260 41 an an DT work_hn3zcuyx55c5hluvhowvnqdplm 260 42 instruction instruction NN work_hn3zcuyx55c5hluvhowvnqdplm 260 43 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 260 44 si si NN work_hn3zcuyx55c5hluvhowvnqdplm 260 45 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 260 46 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 260 47 start start NN work_hn3zcuyx55c5hluvhowvnqdplm 260 48 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 260 49 . . . work_hn3zcuyx55c5hluvhowvnqdplm 261 1 This this DT work_hn3zcuyx55c5hluvhowvnqdplm 261 2 approach approach NN work_hn3zcuyx55c5hluvhowvnqdplm 261 3 allows allow VBZ work_hn3zcuyx55c5hluvhowvnqdplm 261 4 joint joint JJ work_hn3zcuyx55c5hluvhowvnqdplm 261 5 dependencies dependency NNS work_hn3zcuyx55c5hluvhowvnqdplm 261 6 : : : work_hn3zcuyx55c5hluvhowvnqdplm 261 7 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 261 8 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 261 9 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 261 10 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 261 11 world world NN work_hn3zcuyx55c5hluvhowvnqdplm 261 12 influences influence VBZ work_hn3zcuyx55c5hluvhowvnqdplm 261 13 how how WRB work_hn3zcuyx55c5hluvhowvnqdplm 261 14 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 261 15 agent agent NN work_hn3zcuyx55c5hluvhowvnqdplm 261 16 interprets interpret VBZ work_hn3zcuyx55c5hluvhowvnqdplm 261 17 words word NNS work_hn3zcuyx55c5hluvhowvnqdplm 261 18 , , , work_hn3zcuyx55c5hluvhowvnqdplm 261 19 phrases phrase NNS work_hn3zcuyx55c5hluvhowvnqdplm 261 20 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 261 21 even even RB work_hn3zcuyx55c5hluvhowvnqdplm 261 22 complete complete JJ work_hn3zcuyx55c5hluvhowvnqdplm 261 23 sentences sentence NNS work_hn3zcuyx55c5hluvhowvnqdplm 261 24 , , , work_hn3zcuyx55c5hluvhowvnqdplm 261 25 while while IN work_hn3zcuyx55c5hluvhowvnqdplm 261 26 language language NN work_hn3zcuyx55c5hluvhowvnqdplm 261 27 understanding understanding NN work_hn3zcuyx55c5hluvhowvnqdplm 261 28 determines determine VBZ work_hn3zcuyx55c5hluvhowvnqdplm 261 29 actions action NNS work_hn3zcuyx55c5hluvhowvnqdplm 261 30 . . . work_hn3zcuyx55c5hluvhowvnqdplm 262 1 Finally finally RB work_hn3zcuyx55c5hluvhowvnqdplm 262 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 262 3 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 262 4 execute execute VB work_hn3zcuyx55c5hluvhowvnqdplm 262 5 sequences sequence NNS work_hn3zcuyx55c5hluvhowvnqdplm 262 6 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 262 7 instructions instruction NNS work_hn3zcuyx55c5hluvhowvnqdplm 262 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 262 9 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 262 10 execute execute VBP work_hn3zcuyx55c5hluvhowvnqdplm 262 11 each each DT work_hn3zcuyx55c5hluvhowvnqdplm 262 12 starting start VBG work_hn3zcuyx55c5hluvhowvnqdplm 262 13 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 262 14 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 262 15 end end NN work_hn3zcuyx55c5hluvhowvnqdplm 262 16 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 262 17 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 262 18 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 262 19 previ- previ- NNP work_hn3zcuyx55c5hluvhowvnqdplm 262 20 ous ous NNP work_hn3zcuyx55c5hluvhowvnqdplm 262 21 one one CD work_hn3zcuyx55c5hluvhowvnqdplm 262 22 , , , work_hn3zcuyx55c5hluvhowvnqdplm 262 23 using use VBG work_hn3zcuyx55c5hluvhowvnqdplm 262 24 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 262 25 beam beam NN work_hn3zcuyx55c5hluvhowvnqdplm 262 26 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 262 27 size size NN work_hn3zcuyx55c5hluvhowvnqdplm 262 28 ks ks NNP work_hn3zcuyx55c5hluvhowvnqdplm 262 29 . . . work_hn3zcuyx55c5hluvhowvnqdplm 263 1 8 8 CD work_hn3zcuyx55c5hluvhowvnqdplm 263 2 Learning learning NN work_hn3zcuyx55c5hluvhowvnqdplm 263 3 Figure figure NN work_hn3zcuyx55c5hluvhowvnqdplm 263 4 5 5 CD work_hn3zcuyx55c5hluvhowvnqdplm 263 5 presents present VBZ work_hn3zcuyx55c5hluvhowvnqdplm 263 6 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 263 7 complete complete JJ work_hn3zcuyx55c5hluvhowvnqdplm 263 8 learning learning NN work_hn3zcuyx55c5hluvhowvnqdplm 263 9 algorithm algorithm NN work_hn3zcuyx55c5hluvhowvnqdplm 263 10 . . . work_hn3zcuyx55c5hluvhowvnqdplm 264 1 Our -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 264 2 approach approach NN work_hn3zcuyx55c5hluvhowvnqdplm 264 3 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 264 4 online online JJ work_hn3zcuyx55c5hluvhowvnqdplm 264 5 , , , work_hn3zcuyx55c5hluvhowvnqdplm 264 6 considering consider VBG work_hn3zcuyx55c5hluvhowvnqdplm 264 7 each each DT work_hn3zcuyx55c5hluvhowvnqdplm 264 8 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 264 9 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 264 10 turn turn NN work_hn3zcuyx55c5hluvhowvnqdplm 264 11 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 264 12 performing perform VBG work_hn3zcuyx55c5hluvhowvnqdplm 264 13 two two CD work_hn3zcuyx55c5hluvhowvnqdplm 264 14 steps step NNS work_hn3zcuyx55c5hluvhowvnqdplm 264 15 : : : work_hn3zcuyx55c5hluvhowvnqdplm 264 16 expanding expand VBG work_hn3zcuyx55c5hluvhowvnqdplm 264 17 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 264 18 lex- lex- NNP work_hn3zcuyx55c5hluvhowvnqdplm 264 19 icon icon NN work_hn3zcuyx55c5hluvhowvnqdplm 264 20 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 264 21 updating update VBG work_hn3zcuyx55c5hluvhowvnqdplm 264 22 parameters parameter NNS work_hn3zcuyx55c5hluvhowvnqdplm 264 23 . . . work_hn3zcuyx55c5hluvhowvnqdplm 265 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 265 2 algorithm algorithm NNP work_hn3zcuyx55c5hluvhowvnqdplm 265 3 as- as- XX work_hn3zcuyx55c5hluvhowvnqdplm 265 4 sumes sumes NNP work_hn3zcuyx55c5hluvhowvnqdplm 265 5 access access NN work_hn3zcuyx55c5hluvhowvnqdplm 265 6 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 265 7 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 265 8 training training NN work_hn3zcuyx55c5hluvhowvnqdplm 265 9 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 265 10 { { -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 265 11 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 265 12 xi xi NNP work_hn3zcuyx55c5hluvhowvnqdplm 265 13 , , , work_hn3zcuyx55c5hluvhowvnqdplm 265 14 si si UH work_hn3zcuyx55c5hluvhowvnqdplm 265 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 265 16 Vi Vi NNP work_hn3zcuyx55c5hluvhowvnqdplm 265 17 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 265 18 : : : work_hn3zcuyx55c5hluvhowvnqdplm 265 19 i i PRP work_hn3zcuyx55c5hluvhowvnqdplm 265 20 = = SYM work_hn3zcuyx55c5hluvhowvnqdplm 265 21 1 1 CD work_hn3zcuyx55c5hluvhowvnqdplm 265 22 . . . work_hn3zcuyx55c5hluvhowvnqdplm 266 1 . . . work_hn3zcuyx55c5hluvhowvnqdplm 267 1 .n .n NFP work_hn3zcuyx55c5hluvhowvnqdplm 267 2 } } -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 267 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 267 4 where where WRB work_hn3zcuyx55c5hluvhowvnqdplm 267 5 each each DT work_hn3zcuyx55c5hluvhowvnqdplm 267 6 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 267 7 includes include VBZ work_hn3zcuyx55c5hluvhowvnqdplm 267 8 an an DT work_hn3zcuyx55c5hluvhowvnqdplm 267 9 instruction instruction NN work_hn3zcuyx55c5hluvhowvnqdplm 267 10 xi xi NNP work_hn3zcuyx55c5hluvhowvnqdplm 267 11 , , , work_hn3zcuyx55c5hluvhowvnqdplm 267 12 starting start VBG work_hn3zcuyx55c5hluvhowvnqdplm 267 13 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 267 14 si si NN work_hn3zcuyx55c5hluvhowvnqdplm 267 15 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 267 16 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 267 17 validation validation NN work_hn3zcuyx55c5hluvhowvnqdplm 267 18 function function NN work_hn3zcuyx55c5hluvhowvnqdplm 267 19 Vi Vi NNP work_hn3zcuyx55c5hluvhowvnqdplm 267 20 , , , work_hn3zcuyx55c5hluvhowvnqdplm 267 21 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 267 22 defined define VBN work_hn3zcuyx55c5hluvhowvnqdplm 267 23 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 267 24 Section section NN work_hn3zcuyx55c5hluvhowvnqdplm 267 25 2 2 CD work_hn3zcuyx55c5hluvhowvnqdplm 267 26 . . . work_hn3zcuyx55c5hluvhowvnqdplm 268 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 268 2 addition addition NN work_hn3zcuyx55c5hluvhowvnqdplm 268 3 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 268 4 algorithm algorithm NN work_hn3zcuyx55c5hluvhowvnqdplm 268 5 takes take VBZ work_hn3zcuyx55c5hluvhowvnqdplm 268 6 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 268 7 seed seed NN work_hn3zcuyx55c5hluvhowvnqdplm 268 8 lexicon lexicon NN work_hn3zcuyx55c5hluvhowvnqdplm 268 9 Λ0 λ0 NN work_hn3zcuyx55c5hluvhowvnqdplm 268 10 . . . work_hn3zcuyx55c5hluvhowvnqdplm 269 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 269 2 output output NN work_hn3zcuyx55c5hluvhowvnqdplm 269 3 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 269 4 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 269 5 joint joint JJ work_hn3zcuyx55c5hluvhowvnqdplm 269 6 model model NN work_hn3zcuyx55c5hluvhowvnqdplm 269 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 269 8 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 269 9 includes include VBZ work_hn3zcuyx55c5hluvhowvnqdplm 269 10 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 269 11 lexicon lexicon NN work_hn3zcuyx55c5hluvhowvnqdplm 269 12 Λ λ NN work_hn3zcuyx55c5hluvhowvnqdplm 269 13 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 269 14 parameters parameter NNS work_hn3zcuyx55c5hluvhowvnqdplm 269 15 θ θ NNP work_hn3zcuyx55c5hluvhowvnqdplm 269 16 . . . work_hn3zcuyx55c5hluvhowvnqdplm 269 17 Coarse Coarse NNP work_hn3zcuyx55c5hluvhowvnqdplm 269 18 Lexical Lexical NNP work_hn3zcuyx55c5hluvhowvnqdplm 269 19 Generation Generation NNP work_hn3zcuyx55c5hluvhowvnqdplm 269 20 To to TO work_hn3zcuyx55c5hluvhowvnqdplm 269 21 generate generate VB work_hn3zcuyx55c5hluvhowvnqdplm 269 22 po- po- JJ work_hn3zcuyx55c5hluvhowvnqdplm 269 23 tential tential JJ work_hn3zcuyx55c5hluvhowvnqdplm 269 24 lexical lexical JJ work_hn3zcuyx55c5hluvhowvnqdplm 269 25 entries entry NNS work_hn3zcuyx55c5hluvhowvnqdplm 269 26 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 269 27 use use VBP work_hn3zcuyx55c5hluvhowvnqdplm 269 28 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 269 29 function function NN work_hn3zcuyx55c5hluvhowvnqdplm 269 30 GENLEX(x genlex(x NN work_hn3zcuyx55c5hluvhowvnqdplm 269 31 , , , work_hn3zcuyx55c5hluvhowvnqdplm 269 32 s s NNP work_hn3zcuyx55c5hluvhowvnqdplm 269 33 , , , work_hn3zcuyx55c5hluvhowvnqdplm 269 34 V v NN work_hn3zcuyx55c5hluvhowvnqdplm 269 35 ; ; : work_hn3zcuyx55c5hluvhowvnqdplm 269 36 Λ Λ NNP work_hn3zcuyx55c5hluvhowvnqdplm 269 37 , , , work_hn3zcuyx55c5hluvhowvnqdplm 269 38 θ θ NNP work_hn3zcuyx55c5hluvhowvnqdplm 269 39 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 269 40 , , , work_hn3zcuyx55c5hluvhowvnqdplm 269 41 where where WRB work_hn3zcuyx55c5hluvhowvnqdplm 269 42 x x NNP work_hn3zcuyx55c5hluvhowvnqdplm 269 43 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 269 44 an an DT work_hn3zcuyx55c5hluvhowvnqdplm 269 45 in- in- JJ work_hn3zcuyx55c5hluvhowvnqdplm 269 46 struction struction NN work_hn3zcuyx55c5hluvhowvnqdplm 269 47 , , , work_hn3zcuyx55c5hluvhowvnqdplm 269 48 s s POS work_hn3zcuyx55c5hluvhowvnqdplm 269 49 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 269 50 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 269 51 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 269 52 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 269 53 V v NN work_hn3zcuyx55c5hluvhowvnqdplm 269 54 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 269 55 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 269 56 validation validation NN work_hn3zcuyx55c5hluvhowvnqdplm 269 57 function function NN work_hn3zcuyx55c5hluvhowvnqdplm 269 58 . . . work_hn3zcuyx55c5hluvhowvnqdplm 270 1 Λ λ NN work_hn3zcuyx55c5hluvhowvnqdplm 270 2 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 270 3 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 270 4 current current JJ work_hn3zcuyx55c5hluvhowvnqdplm 270 5 lexicon lexicon NN work_hn3zcuyx55c5hluvhowvnqdplm 270 6 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 270 7 θ θ NNP work_hn3zcuyx55c5hluvhowvnqdplm 270 8 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 270 9 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 270 10 parameter parameter NN work_hn3zcuyx55c5hluvhowvnqdplm 270 11 vector vector NN work_hn3zcuyx55c5hluvhowvnqdplm 270 12 . . . work_hn3zcuyx55c5hluvhowvnqdplm 271 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 271 2 GENLEX GENLEX NNP work_hn3zcuyx55c5hluvhowvnqdplm 271 3 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 271 4 use use VBP work_hn3zcuyx55c5hluvhowvnqdplm 271 5 coarse coarse JJ work_hn3zcuyx55c5hluvhowvnqdplm 271 6 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 271 7 constants constant NNS work_hn3zcuyx55c5hluvhowvnqdplm 271 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 271 9 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 271 10 described describe VBN work_hn3zcuyx55c5hluvhowvnqdplm 271 11 below below RB work_hn3zcuyx55c5hluvhowvnqdplm 271 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 271 13 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 271 14 efficiently efficiently RB work_hn3zcuyx55c5hluvhowvnqdplm 271 15 prune prune VB work_hn3zcuyx55c5hluvhowvnqdplm 271 16 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 271 17 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 271 18 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 271 19 potential potential JJ work_hn3zcuyx55c5hluvhowvnqdplm 271 20 lexical lexical JJ work_hn3zcuyx55c5hluvhowvnqdplm 271 21 entries entry NNS work_hn3zcuyx55c5hluvhowvnqdplm 271 22 . . . work_hn3zcuyx55c5hluvhowvnqdplm 272 1 This this DT work_hn3zcuyx55c5hluvhowvnqdplm 272 2 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 272 3 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 272 4 then then RB work_hn3zcuyx55c5hluvhowvnqdplm 272 5 pruned prune VBN work_hn3zcuyx55c5hluvhowvnqdplm 272 6 further far RBR work_hn3zcuyx55c5hluvhowvnqdplm 272 7 using use VBG work_hn3zcuyx55c5hluvhowvnqdplm 272 8 more more RBR work_hn3zcuyx55c5hluvhowvnqdplm 272 9 precise precise JJ work_hn3zcuyx55c5hluvhowvnqdplm 272 10 inference inference NN work_hn3zcuyx55c5hluvhowvnqdplm 272 11 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 272 12 Step Step NNP work_hn3zcuyx55c5hluvhowvnqdplm 272 13 1 1 CD work_hn3zcuyx55c5hluvhowvnqdplm 272 14 . . . work_hn3zcuyx55c5hluvhowvnqdplm 273 1 To to TO work_hn3zcuyx55c5hluvhowvnqdplm 273 2 compute compute VB work_hn3zcuyx55c5hluvhowvnqdplm 273 3 GENLEX GENLEX NNP work_hn3zcuyx55c5hluvhowvnqdplm 273 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 273 5 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 273 6 initially initially RB work_hn3zcuyx55c5hluvhowvnqdplm 273 7 generate generate VBP work_hn3zcuyx55c5hluvhowvnqdplm 273 8 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 273 9 large large JJ work_hn3zcuyx55c5hluvhowvnqdplm 273 10 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 273 11 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 273 12 lexical lexical JJ work_hn3zcuyx55c5hluvhowvnqdplm 273 13 entries entry NNS work_hn3zcuyx55c5hluvhowvnqdplm 273 14 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 273 15 then then RB work_hn3zcuyx55c5hluvhowvnqdplm 273 16 prune prune VB work_hn3zcuyx55c5hluvhowvnqdplm 273 17 most most JJS work_hn3zcuyx55c5hluvhowvnqdplm 273 18 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 273 19 them -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 273 20 . . . work_hn3zcuyx55c5hluvhowvnqdplm 274 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 274 2 full full JJ work_hn3zcuyx55c5hluvhowvnqdplm 274 3 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 274 4 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 274 5 generated generate VBN work_hn3zcuyx55c5hluvhowvnqdplm 274 6 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 274 7 taking take VBG work_hn3zcuyx55c5hluvhowvnqdplm 274 8 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 274 9 cross cross NN work_hn3zcuyx55c5hluvhowvnqdplm 274 10 product product NN work_hn3zcuyx55c5hluvhowvnqdplm 274 11 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 274 12 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 274 13 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 274 14 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 274 15 templates template NNS work_hn3zcuyx55c5hluvhowvnqdplm 274 16 , , , work_hn3zcuyx55c5hluvhowvnqdplm 274 17 computed compute VBN work_hn3zcuyx55c5hluvhowvnqdplm 274 18 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 274 19 factor- factor- RB work_hn3zcuyx55c5hluvhowvnqdplm 274 20 ing ing NNP work_hn3zcuyx55c5hluvhowvnqdplm 274 21 out out RP work_hn3zcuyx55c5hluvhowvnqdplm 274 22 all all DT work_hn3zcuyx55c5hluvhowvnqdplm 274 23 templates template NNS work_hn3zcuyx55c5hluvhowvnqdplm 274 24 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 274 25 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 274 26 seed seed NN work_hn3zcuyx55c5hluvhowvnqdplm 274 27 lexicon lexicon NN work_hn3zcuyx55c5hluvhowvnqdplm 274 28 Λ0 Λ0 NNP work_hn3zcuyx55c5hluvhowvnqdplm 274 29 , , , work_hn3zcuyx55c5hluvhowvnqdplm 274 30 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 274 31 all all DT work_hn3zcuyx55c5hluvhowvnqdplm 274 32 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 274 33 constants constant NNS work_hn3zcuyx55c5hluvhowvnqdplm 274 34 . . . work_hn3zcuyx55c5hluvhowvnqdplm 275 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 275 2 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 275 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 275 4 if if IN work_hn3zcuyx55c5hluvhowvnqdplm 275 5 Λ0 λ0 NN work_hn3zcuyx55c5hluvhowvnqdplm 275 6 has have VBZ work_hn3zcuyx55c5hluvhowvnqdplm 275 7 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 275 8 lexical lexical JJ work_hn3zcuyx55c5hluvhowvnqdplm 275 9 item item NN work_hn3zcuyx55c5hluvhowvnqdplm 275 10 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 275 11 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 275 12 category category NN work_hn3zcuyx55c5hluvhowvnqdplm 275 13 AP AP NNP work_hn3zcuyx55c5hluvhowvnqdplm 275 14 / / SYM work_hn3zcuyx55c5hluvhowvnqdplm 275 15 NP NP NNP work_hn3zcuyx55c5hluvhowvnqdplm 275 16 : : : work_hn3zcuyx55c5hluvhowvnqdplm 275 17 λx.λa.to(a λx.λa.to(a CD work_hn3zcuyx55c5hluvhowvnqdplm 275 18 , , , work_hn3zcuyx55c5hluvhowvnqdplm 275 19 x x LS work_hn3zcuyx55c5hluvhowvnqdplm 275 20 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 275 21 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 275 22 would would MD work_hn3zcuyx55c5hluvhowvnqdplm 275 23 create create VB work_hn3zcuyx55c5hluvhowvnqdplm 275 24 entries entry NNS work_hn3zcuyx55c5hluvhowvnqdplm 275 25 w w NNP work_hn3zcuyx55c5hluvhowvnqdplm 275 26 ` ` '' work_hn3zcuyx55c5hluvhowvnqdplm 275 27 AP AP NNP work_hn3zcuyx55c5hluvhowvnqdplm 275 28 / / SYM work_hn3zcuyx55c5hluvhowvnqdplm 275 29 NP NP NNP work_hn3zcuyx55c5hluvhowvnqdplm 275 30 : : : work_hn3zcuyx55c5hluvhowvnqdplm 275 31 λx.λa.p(a λx.λa.p(a CD work_hn3zcuyx55c5hluvhowvnqdplm 275 32 , , , work_hn3zcuyx55c5hluvhowvnqdplm 275 33 x x LS work_hn3zcuyx55c5hluvhowvnqdplm 275 34 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 275 35 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 275 36 every every DT work_hn3zcuyx55c5hluvhowvnqdplm 275 37 phrase phrase NN work_hn3zcuyx55c5hluvhowvnqdplm 275 38 w w NN work_hn3zcuyx55c5hluvhowvnqdplm 275 39 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 275 40 x x NNP work_hn3zcuyx55c5hluvhowvnqdplm 275 41 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 275 42 all all DT work_hn3zcuyx55c5hluvhowvnqdplm 275 43 constants constant NNS work_hn3zcuyx55c5hluvhowvnqdplm 275 44 p p NN work_hn3zcuyx55c5hluvhowvnqdplm 275 45 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 275 46 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 275 47 same same JJ work_hn3zcuyx55c5hluvhowvnqdplm 275 48 type type NN work_hn3zcuyx55c5hluvhowvnqdplm 275 49 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 275 50 to.5 to.5 NN work_hn3zcuyx55c5hluvhowvnqdplm 275 51 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 275 52 our -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 275 53 development development NN work_hn3zcuyx55c5hluvhowvnqdplm 275 54 work work NN work_hn3zcuyx55c5hluvhowvnqdplm 275 55 , , , work_hn3zcuyx55c5hluvhowvnqdplm 275 56 this this DT work_hn3zcuyx55c5hluvhowvnqdplm 275 57 approach approach NN work_hn3zcuyx55c5hluvhowvnqdplm 275 58 often often RB work_hn3zcuyx55c5hluvhowvnqdplm 275 59 generated generate VBD work_hn3zcuyx55c5hluvhowvnqdplm 275 60 nearly nearly RB work_hn3zcuyx55c5hluvhowvnqdplm 275 61 100k 100k CD work_hn3zcuyx55c5hluvhowvnqdplm 275 62 entries entry NNS work_hn3zcuyx55c5hluvhowvnqdplm 275 63 per per IN work_hn3zcuyx55c5hluvhowvnqdplm 275 64 sentence sentence NN work_hn3zcuyx55c5hluvhowvnqdplm 275 65 . . . work_hn3zcuyx55c5hluvhowvnqdplm 276 1 To to TO work_hn3zcuyx55c5hluvhowvnqdplm 276 2 ease ease VB work_hn3zcuyx55c5hluvhowvnqdplm 276 3 5Generalizing 5generalize VBG work_hn3zcuyx55c5hluvhowvnqdplm 276 4 previous previous JJ work_hn3zcuyx55c5hluvhowvnqdplm 276 5 work work NN work_hn3zcuyx55c5hluvhowvnqdplm 276 6 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 276 7 Kwiatkowski Kwiatkowski NNP work_hn3zcuyx55c5hluvhowvnqdplm 276 8 et et FW work_hn3zcuyx55c5hluvhowvnqdplm 276 9 al al NNP work_hn3zcuyx55c5hluvhowvnqdplm 276 10 . . NNP work_hn3zcuyx55c5hluvhowvnqdplm 276 11 , , , work_hn3zcuyx55c5hluvhowvnqdplm 276 12 2011 2011 CD work_hn3zcuyx55c5hluvhowvnqdplm 276 13 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 276 14 , , , work_hn3zcuyx55c5hluvhowvnqdplm 276 15 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 276 16 allow allow VBP work_hn3zcuyx55c5hluvhowvnqdplm 276 17 templates template NNS work_hn3zcuyx55c5hluvhowvnqdplm 276 18 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 276 19 abstract abstract JJ work_hn3zcuyx55c5hluvhowvnqdplm 276 20 subsets subset NNS work_hn3zcuyx55c5hluvhowvnqdplm 276 21 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 276 22 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 276 23 constants constant NNS work_hn3zcuyx55c5hluvhowvnqdplm 276 24 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 276 25 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 276 26 lex- lex- JJ work_hn3zcuyx55c5hluvhowvnqdplm 276 27 ical ical JJ work_hn3zcuyx55c5hluvhowvnqdplm 276 28 item item NN work_hn3zcuyx55c5hluvhowvnqdplm 276 29 . . . work_hn3zcuyx55c5hluvhowvnqdplm 277 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 277 2 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 277 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 277 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 277 5 seed seed NN work_hn3zcuyx55c5hluvhowvnqdplm 277 6 entry entry NN work_hn3zcuyx55c5hluvhowvnqdplm 277 7 facing face VBG work_hn3zcuyx55c5hluvhowvnqdplm 277 8 ` ` '' work_hn3zcuyx55c5hluvhowvnqdplm 277 9 AP AP NNP work_hn3zcuyx55c5hluvhowvnqdplm 277 10 / / SYM work_hn3zcuyx55c5hluvhowvnqdplm 277 11 NP NP NNP work_hn3zcuyx55c5hluvhowvnqdplm 277 12 : : : work_hn3zcuyx55c5hluvhowvnqdplm 277 13 λx.λa.pre(a λx.λa.pre(a NNP work_hn3zcuyx55c5hluvhowvnqdplm 277 14 , , , work_hn3zcuyx55c5hluvhowvnqdplm 277 15 front(you front(you NFP work_hn3zcuyx55c5hluvhowvnqdplm 277 16 , , , work_hn3zcuyx55c5hluvhowvnqdplm 277 17 x x LS work_hn3zcuyx55c5hluvhowvnqdplm 277 18 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 277 19 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 277 20 would would MD work_hn3zcuyx55c5hluvhowvnqdplm 277 21 create create VB work_hn3zcuyx55c5hluvhowvnqdplm 277 22 7 7 CD work_hn3zcuyx55c5hluvhowvnqdplm 277 23 templates template NNS work_hn3zcuyx55c5hluvhowvnqdplm 277 24 . . . work_hn3zcuyx55c5hluvhowvnqdplm 278 1 56 56 CD work_hn3zcuyx55c5hluvhowvnqdplm 278 2 Inputs input NNS work_hn3zcuyx55c5hluvhowvnqdplm 278 3 : : : work_hn3zcuyx55c5hluvhowvnqdplm 278 4 Training train VBG work_hn3zcuyx55c5hluvhowvnqdplm 278 5 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 278 6 { { -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 278 7 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 278 8 xi xi NNP work_hn3zcuyx55c5hluvhowvnqdplm 278 9 , , , work_hn3zcuyx55c5hluvhowvnqdplm 278 10 si si UH work_hn3zcuyx55c5hluvhowvnqdplm 278 11 , , , work_hn3zcuyx55c5hluvhowvnqdplm 278 12 Vi Vi NNP work_hn3zcuyx55c5hluvhowvnqdplm 278 13 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 278 14 : : : work_hn3zcuyx55c5hluvhowvnqdplm 278 15 i i PRP work_hn3zcuyx55c5hluvhowvnqdplm 278 16 = = SYM work_hn3zcuyx55c5hluvhowvnqdplm 278 17 1 1 CD work_hn3zcuyx55c5hluvhowvnqdplm 278 18 . . . work_hn3zcuyx55c5hluvhowvnqdplm 279 1 . . . work_hn3zcuyx55c5hluvhowvnqdplm 280 1 .n .n NFP work_hn3zcuyx55c5hluvhowvnqdplm 280 2 } } -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 280 3 where where WRB work_hn3zcuyx55c5hluvhowvnqdplm 280 4 xi xi NNP work_hn3zcuyx55c5hluvhowvnqdplm 280 5 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 280 6 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 280 7 sentence sentence NN work_hn3zcuyx55c5hluvhowvnqdplm 280 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 280 9 si si NN work_hn3zcuyx55c5hluvhowvnqdplm 280 10 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 280 11 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 280 12 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 280 13 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 280 14 Vi Vi NNP work_hn3zcuyx55c5hluvhowvnqdplm 280 15 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 280 16 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 280 17 validation validation NN work_hn3zcuyx55c5hluvhowvnqdplm 280 18 function function NN work_hn3zcuyx55c5hluvhowvnqdplm 280 19 , , , work_hn3zcuyx55c5hluvhowvnqdplm 280 20 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 280 21 de- de- RB work_hn3zcuyx55c5hluvhowvnqdplm 280 22 scribed scribe VBD work_hn3zcuyx55c5hluvhowvnqdplm 280 23 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 280 24 Section section NN work_hn3zcuyx55c5hluvhowvnqdplm 280 25 2 2 CD work_hn3zcuyx55c5hluvhowvnqdplm 280 26 . . . work_hn3zcuyx55c5hluvhowvnqdplm 281 1 Initial initial JJ work_hn3zcuyx55c5hluvhowvnqdplm 281 2 lexicon lexicon NN work_hn3zcuyx55c5hluvhowvnqdplm 281 3 Λ0 λ0 NN work_hn3zcuyx55c5hluvhowvnqdplm 281 4 . . . work_hn3zcuyx55c5hluvhowvnqdplm 282 1 Number number NN work_hn3zcuyx55c5hluvhowvnqdplm 282 2 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 282 3 iterations iteration NNS work_hn3zcuyx55c5hluvhowvnqdplm 282 4 T t NN work_hn3zcuyx55c5hluvhowvnqdplm 282 5 . . . work_hn3zcuyx55c5hluvhowvnqdplm 283 1 Margin Margin NNP work_hn3zcuyx55c5hluvhowvnqdplm 283 2 γ γ NNP work_hn3zcuyx55c5hluvhowvnqdplm 283 3 . . . work_hn3zcuyx55c5hluvhowvnqdplm 283 4 Beam beam NN work_hn3zcuyx55c5hluvhowvnqdplm 283 5 size size NN work_hn3zcuyx55c5hluvhowvnqdplm 283 6 k k NN work_hn3zcuyx55c5hluvhowvnqdplm 283 7 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 283 8 lexicon lexicon NN work_hn3zcuyx55c5hluvhowvnqdplm 283 9 generation generation NN work_hn3zcuyx55c5hluvhowvnqdplm 283 10 . . . work_hn3zcuyx55c5hluvhowvnqdplm 284 1 Definitions definition NNS work_hn3zcuyx55c5hluvhowvnqdplm 284 2 : : : work_hn3zcuyx55c5hluvhowvnqdplm 284 3 Let let VB work_hn3zcuyx55c5hluvhowvnqdplm 284 4 an an DT work_hn3zcuyx55c5hluvhowvnqdplm 284 5 execution execution NN work_hn3zcuyx55c5hluvhowvnqdplm 284 6 e e NN work_hn3zcuyx55c5hluvhowvnqdplm 284 7 include include VBP work_hn3zcuyx55c5hluvhowvnqdplm 284 8 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 284 9 parse parse NN work_hn3zcuyx55c5hluvhowvnqdplm 284 10 tree tree NN work_hn3zcuyx55c5hluvhowvnqdplm 284 11 ey ey UH work_hn3zcuyx55c5hluvhowvnqdplm 284 12 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 284 13 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 284 14 trace trace NN work_hn3zcuyx55c5hluvhowvnqdplm 284 15 e e NN work_hn3zcuyx55c5hluvhowvnqdplm 284 16 ~ ~ NFP work_hn3zcuyx55c5hluvhowvnqdplm 284 17 a a NN work_hn3zcuyx55c5hluvhowvnqdplm 284 18 . . . work_hn3zcuyx55c5hluvhowvnqdplm 285 1 GEN(x GEN(x NNP work_hn3zcuyx55c5hluvhowvnqdplm 285 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 285 3 s s LS work_hn3zcuyx55c5hluvhowvnqdplm 285 4 ; ; : work_hn3zcuyx55c5hluvhowvnqdplm 285 5 Λ λ NN work_hn3zcuyx55c5hluvhowvnqdplm 285 6 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 285 7 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 285 8 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 285 9 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 285 10 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 285 11 all all DT work_hn3zcuyx55c5hluvhowvnqdplm 285 12 possible possible JJ work_hn3zcuyx55c5hluvhowvnqdplm 285 13 execu- execu- NN work_hn3zcuyx55c5hluvhowvnqdplm 285 14 tions tion NNS work_hn3zcuyx55c5hluvhowvnqdplm 285 15 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 285 16 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 285 17 instruction instruction NN work_hn3zcuyx55c5hluvhowvnqdplm 285 18 x x NN work_hn3zcuyx55c5hluvhowvnqdplm 285 19 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 285 20 state state NNP work_hn3zcuyx55c5hluvhowvnqdplm 285 21 s s NNPS work_hn3zcuyx55c5hluvhowvnqdplm 285 22 , , , work_hn3zcuyx55c5hluvhowvnqdplm 285 23 given give VBN work_hn3zcuyx55c5hluvhowvnqdplm 285 24 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 285 25 lexicon lexicon NN work_hn3zcuyx55c5hluvhowvnqdplm 285 26 Λ. Λ. NNP work_hn3zcuyx55c5hluvhowvnqdplm 285 27 LEX(y LEX(y NNP work_hn3zcuyx55c5hluvhowvnqdplm 285 28 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 285 29 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 285 30 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 285 31 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 285 32 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 285 33 lexical lexical JJ work_hn3zcuyx55c5hluvhowvnqdplm 285 34 entries entry NNS work_hn3zcuyx55c5hluvhowvnqdplm 285 35 used use VBN work_hn3zcuyx55c5hluvhowvnqdplm 285 36 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 285 37 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 285 38 parse parse NN work_hn3zcuyx55c5hluvhowvnqdplm 285 39 tree tree NN work_hn3zcuyx55c5hluvhowvnqdplm 285 40 y. y. . work_hn3zcuyx55c5hluvhowvnqdplm 286 1 Let let VB work_hn3zcuyx55c5hluvhowvnqdplm 286 2 Φi(e Φi(e NNP work_hn3zcuyx55c5hluvhowvnqdplm 286 3 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 286 4 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 286 5 shorthand shorthand JJ work_hn3zcuyx55c5hluvhowvnqdplm 286 6 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 286 7 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 286 8 feature feature NN work_hn3zcuyx55c5hluvhowvnqdplm 286 9 function function NN work_hn3zcuyx55c5hluvhowvnqdplm 286 10 Φ(xi φ(xi RB work_hn3zcuyx55c5hluvhowvnqdplm 286 11 , , , work_hn3zcuyx55c5hluvhowvnqdplm 286 12 si si NN work_hn3zcuyx55c5hluvhowvnqdplm 286 13 , , , work_hn3zcuyx55c5hluvhowvnqdplm 286 14 e e LS work_hn3zcuyx55c5hluvhowvnqdplm 286 15 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 286 16 defined define VBN work_hn3zcuyx55c5hluvhowvnqdplm 286 17 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 286 18 Section Section NNP work_hn3zcuyx55c5hluvhowvnqdplm 286 19 7.2 7.2 CD work_hn3zcuyx55c5hluvhowvnqdplm 286 20 . . . work_hn3zcuyx55c5hluvhowvnqdplm 287 1 Define Define NNP work_hn3zcuyx55c5hluvhowvnqdplm 287 2 ∆i(e ∆i(e NNP work_hn3zcuyx55c5hluvhowvnqdplm 287 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 287 4 e′ e′ NN work_hn3zcuyx55c5hluvhowvnqdplm 287 5 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 287 6 = = NFP work_hn3zcuyx55c5hluvhowvnqdplm 287 7 |Φi(e)−Φi(e′)|1 |Φi(e)−Φi(e′)|1 NNP work_hn3zcuyx55c5hluvhowvnqdplm 287 8 . . . work_hn3zcuyx55c5hluvhowvnqdplm 288 1 GENLEX(x GENLEX(x NNP work_hn3zcuyx55c5hluvhowvnqdplm 288 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 288 3 s s NNP work_hn3zcuyx55c5hluvhowvnqdplm 288 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 288 5 V V NNP work_hn3zcuyx55c5hluvhowvnqdplm 288 6 ; ; : work_hn3zcuyx55c5hluvhowvnqdplm 288 7 λ λ NNP work_hn3zcuyx55c5hluvhowvnqdplm 288 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 288 9 θ θ NNP work_hn3zcuyx55c5hluvhowvnqdplm 288 10 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 288 11 takes take VBZ work_hn3zcuyx55c5hluvhowvnqdplm 288 12 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 288 13 input input NN work_hn3zcuyx55c5hluvhowvnqdplm 288 14 an an DT work_hn3zcuyx55c5hluvhowvnqdplm 288 15 instruction instruction NN work_hn3zcuyx55c5hluvhowvnqdplm 288 16 x x NN work_hn3zcuyx55c5hluvhowvnqdplm 288 17 , , , work_hn3zcuyx55c5hluvhowvnqdplm 288 18 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 288 19 s s NNP work_hn3zcuyx55c5hluvhowvnqdplm 288 20 , , , work_hn3zcuyx55c5hluvhowvnqdplm 288 21 validation validation NN work_hn3zcuyx55c5hluvhowvnqdplm 288 22 function function NN work_hn3zcuyx55c5hluvhowvnqdplm 288 23 V V NNP work_hn3zcuyx55c5hluvhowvnqdplm 288 24 , , , work_hn3zcuyx55c5hluvhowvnqdplm 288 25 lexicon lexicon NNP work_hn3zcuyx55c5hluvhowvnqdplm 288 26 λ λ NNP work_hn3zcuyx55c5hluvhowvnqdplm 288 27 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 288 28 model model NN work_hn3zcuyx55c5hluvhowvnqdplm 288 29 param- param- JJ work_hn3zcuyx55c5hluvhowvnqdplm 288 30 eters eter NNS work_hn3zcuyx55c5hluvhowvnqdplm 288 31 θ θ NNP work_hn3zcuyx55c5hluvhowvnqdplm 288 32 , , , work_hn3zcuyx55c5hluvhowvnqdplm 288 33 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 288 34 returns return VBZ work_hn3zcuyx55c5hluvhowvnqdplm 288 35 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 288 36 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 288 37 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 288 38 lexical lexical JJ work_hn3zcuyx55c5hluvhowvnqdplm 288 39 entries entry NNS work_hn3zcuyx55c5hluvhowvnqdplm 288 40 , , , work_hn3zcuyx55c5hluvhowvnqdplm 288 41 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 288 42 defined define VBN work_hn3zcuyx55c5hluvhowvnqdplm 288 43 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 288 44 Sec- Sec- NNP work_hn3zcuyx55c5hluvhowvnqdplm 288 45 tion tion NN work_hn3zcuyx55c5hluvhowvnqdplm 288 46 8 8 CD work_hn3zcuyx55c5hluvhowvnqdplm 288 47 . . . work_hn3zcuyx55c5hluvhowvnqdplm 289 1 Finally finally RB work_hn3zcuyx55c5hluvhowvnqdplm 289 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 289 3 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 289 4 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 289 5 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 289 6 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 289 7 executions execution NNS work_hn3zcuyx55c5hluvhowvnqdplm 289 8 E e NN work_hn3zcuyx55c5hluvhowvnqdplm 289 9 let let VB work_hn3zcuyx55c5hluvhowvnqdplm 289 10 MAXVi(E MAXVi(E NNP work_hn3zcuyx55c5hluvhowvnqdplm 289 11 ; ; : work_hn3zcuyx55c5hluvhowvnqdplm 289 12 θ θ LS work_hn3zcuyx55c5hluvhowvnqdplm 289 13 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 289 14 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 289 15 { { -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 289 16 e|∀e′ e|∀e′ `` work_hn3zcuyx55c5hluvhowvnqdplm 289 17 ∈ ∈ NNP work_hn3zcuyx55c5hluvhowvnqdplm 289 18 E e NN work_hn3zcuyx55c5hluvhowvnqdplm 289 19 , , , work_hn3zcuyx55c5hluvhowvnqdplm 289 20 〈θ 〈θ '' work_hn3zcuyx55c5hluvhowvnqdplm 289 21 , , , work_hn3zcuyx55c5hluvhowvnqdplm 289 22 Φi(e′)〉≤ Φi(e′)〉≤ NNP work_hn3zcuyx55c5hluvhowvnqdplm 289 23 〈 〈 VBZ work_hn3zcuyx55c5hluvhowvnqdplm 289 24 θ θ NNP work_hn3zcuyx55c5hluvhowvnqdplm 289 25 , , , work_hn3zcuyx55c5hluvhowvnqdplm 289 26 Φi(e)〉∧Vi(e φi(e)〉∧vi(e NN work_hn3zcuyx55c5hluvhowvnqdplm 289 27 ~ ~ NFP work_hn3zcuyx55c5hluvhowvnqdplm 289 28 a a LS work_hn3zcuyx55c5hluvhowvnqdplm 289 29 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 289 30 = = SYM work_hn3zcuyx55c5hluvhowvnqdplm 289 31 1 1 CD work_hn3zcuyx55c5hluvhowvnqdplm 289 32 } } -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 289 33 , , , work_hn3zcuyx55c5hluvhowvnqdplm 289 34 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 289 35 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 289 36 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 289 37 highest high JJS work_hn3zcuyx55c5hluvhowvnqdplm 289 38 scoring score VBG work_hn3zcuyx55c5hluvhowvnqdplm 289 39 valid valid JJ work_hn3zcuyx55c5hluvhowvnqdplm 289 40 executions execution NNS work_hn3zcuyx55c5hluvhowvnqdplm 289 41 . . . work_hn3zcuyx55c5hluvhowvnqdplm 290 1 Algorithm Algorithm NNP work_hn3zcuyx55c5hluvhowvnqdplm 290 2 : : : work_hn3zcuyx55c5hluvhowvnqdplm 290 3 Initialize initialize VB work_hn3zcuyx55c5hluvhowvnqdplm 290 4 θ θ NNP work_hn3zcuyx55c5hluvhowvnqdplm 290 5 using use VBG work_hn3zcuyx55c5hluvhowvnqdplm 290 6 Λ0 λ0 NN work_hn3zcuyx55c5hluvhowvnqdplm 290 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 290 8 Λ Λ NNP work_hn3zcuyx55c5hluvhowvnqdplm 290 9 ← ← NNS work_hn3zcuyx55c5hluvhowvnqdplm 290 10 Λ0 λ0 NN work_hn3zcuyx55c5hluvhowvnqdplm 290 11 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 290 12 t t NN work_hn3zcuyx55c5hluvhowvnqdplm 290 13 = = SYM work_hn3zcuyx55c5hluvhowvnqdplm 290 14 1 1 CD work_hn3zcuyx55c5hluvhowvnqdplm 290 15 . . . work_hn3zcuyx55c5hluvhowvnqdplm 291 1 . . . work_hn3zcuyx55c5hluvhowvnqdplm 292 1 .T .T NFP work_hn3zcuyx55c5hluvhowvnqdplm 292 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 292 3 i i NN work_hn3zcuyx55c5hluvhowvnqdplm 292 4 = = SYM work_hn3zcuyx55c5hluvhowvnqdplm 292 5 1 1 CD work_hn3zcuyx55c5hluvhowvnqdplm 292 6 . . . work_hn3zcuyx55c5hluvhowvnqdplm 293 1 . . . work_hn3zcuyx55c5hluvhowvnqdplm 294 1 .n .n NFP work_hn3zcuyx55c5hluvhowvnqdplm 294 2 : : : work_hn3zcuyx55c5hluvhowvnqdplm 294 3 Step step NN work_hn3zcuyx55c5hluvhowvnqdplm 294 4 1 1 CD work_hn3zcuyx55c5hluvhowvnqdplm 294 5 : : : work_hn3zcuyx55c5hluvhowvnqdplm 294 6 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 294 7 Lexical Lexical NNP work_hn3zcuyx55c5hluvhowvnqdplm 294 8 generation generation NN work_hn3zcuyx55c5hluvhowvnqdplm 294 9 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 294 10 a. a. NN work_hn3zcuyx55c5hluvhowvnqdplm 295 1 Set Set NNP work_hn3zcuyx55c5hluvhowvnqdplm 295 2 λG λG NNP work_hn3zcuyx55c5hluvhowvnqdplm 295 3 ← ← NNP work_hn3zcuyx55c5hluvhowvnqdplm 295 4 GENLEX(xi GENLEX(xi NNP work_hn3zcuyx55c5hluvhowvnqdplm 295 5 , , , work_hn3zcuyx55c5hluvhowvnqdplm 295 6 si si NN work_hn3zcuyx55c5hluvhowvnqdplm 295 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 295 8 Vi Vi NNP work_hn3zcuyx55c5hluvhowvnqdplm 295 9 ; ; : work_hn3zcuyx55c5hluvhowvnqdplm 295 10 Λ Λ NNP work_hn3zcuyx55c5hluvhowvnqdplm 295 11 , , , work_hn3zcuyx55c5hluvhowvnqdplm 295 12 θ θ NNP work_hn3zcuyx55c5hluvhowvnqdplm 295 13 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 295 14 , , , work_hn3zcuyx55c5hluvhowvnqdplm 295 15 λ λ NNP work_hn3zcuyx55c5hluvhowvnqdplm 295 16 ← ← NNP work_hn3zcuyx55c5hluvhowvnqdplm 295 17 Λ Λ NNP work_hn3zcuyx55c5hluvhowvnqdplm 295 18 ∪λG ∪λG . work_hn3zcuyx55c5hluvhowvnqdplm 295 19 b. b. NN work_hn3zcuyx55c5hluvhowvnqdplm 296 1 Let let VB work_hn3zcuyx55c5hluvhowvnqdplm 296 2 E e NN work_hn3zcuyx55c5hluvhowvnqdplm 296 3 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 296 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 296 5 k k NN work_hn3zcuyx55c5hluvhowvnqdplm 296 6 highest high JJS work_hn3zcuyx55c5hluvhowvnqdplm 296 7 scoring score VBG work_hn3zcuyx55c5hluvhowvnqdplm 296 8 executions execution NNS work_hn3zcuyx55c5hluvhowvnqdplm 296 9 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 296 10 GEN(xi GEN(xi NNP work_hn3zcuyx55c5hluvhowvnqdplm 296 11 , , , work_hn3zcuyx55c5hluvhowvnqdplm 296 12 si si NN work_hn3zcuyx55c5hluvhowvnqdplm 296 13 ; ; : work_hn3zcuyx55c5hluvhowvnqdplm 296 14 λ λ LS work_hn3zcuyx55c5hluvhowvnqdplm 296 15 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 296 16 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 296 17 use use VBP work_hn3zcuyx55c5hluvhowvnqdplm 296 18 at at RB work_hn3zcuyx55c5hluvhowvnqdplm 296 19 most most RBS work_hn3zcuyx55c5hluvhowvnqdplm 296 20 one one CD work_hn3zcuyx55c5hluvhowvnqdplm 296 21 entry entry NN work_hn3zcuyx55c5hluvhowvnqdplm 296 22 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 296 23 λG λG NNP work_hn3zcuyx55c5hluvhowvnqdplm 296 24 c. c. IN work_hn3zcuyx55c5hluvhowvnqdplm 296 25 Select Select NNP work_hn3zcuyx55c5hluvhowvnqdplm 296 26 lexical lexical JJ work_hn3zcuyx55c5hluvhowvnqdplm 296 27 entries entry NNS work_hn3zcuyx55c5hluvhowvnqdplm 296 28 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 296 29 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 296 30 highest high JJS work_hn3zcuyx55c5hluvhowvnqdplm 296 31 scoring score VBG work_hn3zcuyx55c5hluvhowvnqdplm 296 32 valid valid JJ work_hn3zcuyx55c5hluvhowvnqdplm 296 33 parses parse NNS work_hn3zcuyx55c5hluvhowvnqdplm 296 34 : : : work_hn3zcuyx55c5hluvhowvnqdplm 296 35 λi λi NNP work_hn3zcuyx55c5hluvhowvnqdplm 296 36 ← ← NNS work_hn3zcuyx55c5hluvhowvnqdplm 296 37 ⋃ ⋃ NNP work_hn3zcuyx55c5hluvhowvnqdplm 296 38 e∈MAXVi(E;θ e∈MAXVi(E;θ NNP work_hn3zcuyx55c5hluvhowvnqdplm 296 39 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 296 40 LEX(e LEX(e NNP work_hn3zcuyx55c5hluvhowvnqdplm 296 41 y y NNP work_hn3zcuyx55c5hluvhowvnqdplm 296 42 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 296 43 d. d. NNP work_hn3zcuyx55c5hluvhowvnqdplm 296 44 Update Update NNP work_hn3zcuyx55c5hluvhowvnqdplm 296 45 lexicon lexicon NN work_hn3zcuyx55c5hluvhowvnqdplm 296 46 : : : work_hn3zcuyx55c5hluvhowvnqdplm 296 47 Λ λ NN work_hn3zcuyx55c5hluvhowvnqdplm 296 48 ← ← NNS work_hn3zcuyx55c5hluvhowvnqdplm 296 49 Λ λ NN work_hn3zcuyx55c5hluvhowvnqdplm 296 50 ∪λi ∪λi NN work_hn3zcuyx55c5hluvhowvnqdplm 296 51 Step step NN work_hn3zcuyx55c5hluvhowvnqdplm 296 52 2 2 CD work_hn3zcuyx55c5hluvhowvnqdplm 296 53 : : : work_hn3zcuyx55c5hluvhowvnqdplm 296 54 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 296 55 Update update NN work_hn3zcuyx55c5hluvhowvnqdplm 296 56 parameters parameter NNS work_hn3zcuyx55c5hluvhowvnqdplm 296 57 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 296 58 a. a. NN work_hn3zcuyx55c5hluvhowvnqdplm 297 1 Set Set NNP work_hn3zcuyx55c5hluvhowvnqdplm 297 2 Gi Gi NNP work_hn3zcuyx55c5hluvhowvnqdplm 297 3 ← ← NNS work_hn3zcuyx55c5hluvhowvnqdplm 297 4 MAXVi(GEN(xi MAXVi(GEN(xi NNP work_hn3zcuyx55c5hluvhowvnqdplm 297 5 , , , work_hn3zcuyx55c5hluvhowvnqdplm 297 6 si si UH work_hn3zcuyx55c5hluvhowvnqdplm 297 7 ; ; : work_hn3zcuyx55c5hluvhowvnqdplm 297 8 Λ Λ NNP work_hn3zcuyx55c5hluvhowvnqdplm 297 9 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 297 10 ; ; : work_hn3zcuyx55c5hluvhowvnqdplm 297 11 θ θ NNP work_hn3zcuyx55c5hluvhowvnqdplm 297 12 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 297 13 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 297 14 Bi Bi NNP work_hn3zcuyx55c5hluvhowvnqdplm 297 15 ←{e|e ←{e|e NNP work_hn3zcuyx55c5hluvhowvnqdplm 297 16 ∈ ∈ NNP work_hn3zcuyx55c5hluvhowvnqdplm 297 17 GEN(xi GEN(xi NNP work_hn3zcuyx55c5hluvhowvnqdplm 297 18 , , , work_hn3zcuyx55c5hluvhowvnqdplm 297 19 si si UH work_hn3zcuyx55c5hluvhowvnqdplm 297 20 ; ; : work_hn3zcuyx55c5hluvhowvnqdplm 297 21 Λ λ NN work_hn3zcuyx55c5hluvhowvnqdplm 297 22 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 297 23 ∧Vi(e ∧vi(e NN work_hn3zcuyx55c5hluvhowvnqdplm 297 24 ~ ~ NFP work_hn3zcuyx55c5hluvhowvnqdplm 297 25 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 297 26 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 297 27 6= 6= CD work_hn3zcuyx55c5hluvhowvnqdplm 297 28 1 1 CD work_hn3zcuyx55c5hluvhowvnqdplm 297 29 } } -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 297 30 b. b. NN work_hn3zcuyx55c5hluvhowvnqdplm 297 31 Construct construct VB work_hn3zcuyx55c5hluvhowvnqdplm 297 32 sets set NNS work_hn3zcuyx55c5hluvhowvnqdplm 297 33 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 297 34 margin margin NN work_hn3zcuyx55c5hluvhowvnqdplm 297 35 violating violate VBG work_hn3zcuyx55c5hluvhowvnqdplm 297 36 good good JJ work_hn3zcuyx55c5hluvhowvnqdplm 297 37 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 297 38 bad bad JJ work_hn3zcuyx55c5hluvhowvnqdplm 297 39 parses parse NNS work_hn3zcuyx55c5hluvhowvnqdplm 297 40 : : : work_hn3zcuyx55c5hluvhowvnqdplm 297 41 Ri Ri NNP work_hn3zcuyx55c5hluvhowvnqdplm 297 42 ←{g|g ←{g|g NNP work_hn3zcuyx55c5hluvhowvnqdplm 297 43 ∈ ∈ NNP work_hn3zcuyx55c5hluvhowvnqdplm 297 44 Gi Gi NNP work_hn3zcuyx55c5hluvhowvnqdplm 297 45 ∧ ∧ NNP work_hn3zcuyx55c5hluvhowvnqdplm 297 46 ∃b ∃b HYPH work_hn3zcuyx55c5hluvhowvnqdplm 297 47 ∈ ∈ NNP work_hn3zcuyx55c5hluvhowvnqdplm 297 48 Bi Bi NNP work_hn3zcuyx55c5hluvhowvnqdplm 297 49 s.t s.t NNP work_hn3zcuyx55c5hluvhowvnqdplm 297 50 . . . work_hn3zcuyx55c5hluvhowvnqdplm 298 1 〈 〈 NNP work_hn3zcuyx55c5hluvhowvnqdplm 298 2 θ θ NNP work_hn3zcuyx55c5hluvhowvnqdplm 298 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 298 4 Φi(g Φi(g NNP work_hn3zcuyx55c5hluvhowvnqdplm 298 5 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 298 6 − − NNP work_hn3zcuyx55c5hluvhowvnqdplm 298 7 Φi(b Φi(b NNP work_hn3zcuyx55c5hluvhowvnqdplm 298 8 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 298 9 〉 〉 NNP work_hn3zcuyx55c5hluvhowvnqdplm 298 10 < < XX work_hn3zcuyx55c5hluvhowvnqdplm 298 11 γ∆i(g γ∆i(g NNP work_hn3zcuyx55c5hluvhowvnqdplm 298 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 298 13 b b LS work_hn3zcuyx55c5hluvhowvnqdplm 298 14 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 298 15 } } -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 298 16 Ei Ei NNP work_hn3zcuyx55c5hluvhowvnqdplm 298 17 ←{b|b ←{b|b NNP work_hn3zcuyx55c5hluvhowvnqdplm 298 18 ∈ ∈ NNP work_hn3zcuyx55c5hluvhowvnqdplm 298 19 Bi Bi NNP work_hn3zcuyx55c5hluvhowvnqdplm 298 20 ∧ ∧ NNP work_hn3zcuyx55c5hluvhowvnqdplm 298 21 ∃g ∃g : work_hn3zcuyx55c5hluvhowvnqdplm 298 22 ∈ ∈ NNP work_hn3zcuyx55c5hluvhowvnqdplm 298 23 Gi Gi NNP work_hn3zcuyx55c5hluvhowvnqdplm 298 24 s.t s.t NNP work_hn3zcuyx55c5hluvhowvnqdplm 298 25 . . . work_hn3zcuyx55c5hluvhowvnqdplm 299 1 〈 〈 NNP work_hn3zcuyx55c5hluvhowvnqdplm 299 2 θ θ NNP work_hn3zcuyx55c5hluvhowvnqdplm 299 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 299 4 Φi(g Φi(g NNP work_hn3zcuyx55c5hluvhowvnqdplm 299 5 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 299 6 − − NNP work_hn3zcuyx55c5hluvhowvnqdplm 299 7 Φi(b Φi(b NNP work_hn3zcuyx55c5hluvhowvnqdplm 299 8 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 299 9 〉 〉 NNP work_hn3zcuyx55c5hluvhowvnqdplm 299 10 < < XX work_hn3zcuyx55c5hluvhowvnqdplm 299 11 γ∆i(g γ∆i(g NNP work_hn3zcuyx55c5hluvhowvnqdplm 299 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 299 13 b b LS work_hn3zcuyx55c5hluvhowvnqdplm 299 14 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 299 15 } } -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 299 16 c. c. NN work_hn3zcuyx55c5hluvhowvnqdplm 299 17 Apply apply VB work_hn3zcuyx55c5hluvhowvnqdplm 299 18 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 299 19 additive additive JJ work_hn3zcuyx55c5hluvhowvnqdplm 299 20 update update NN work_hn3zcuyx55c5hluvhowvnqdplm 299 21 : : : work_hn3zcuyx55c5hluvhowvnqdplm 299 22 θ θ NNP work_hn3zcuyx55c5hluvhowvnqdplm 299 23 ← ← NNP work_hn3zcuyx55c5hluvhowvnqdplm 299 24 θ θ NNP work_hn3zcuyx55c5hluvhowvnqdplm 299 25 + + SYM work_hn3zcuyx55c5hluvhowvnqdplm 299 26 1|Ri| 1|ri| CD work_hn3zcuyx55c5hluvhowvnqdplm 299 27 ∑ ∑ . work_hn3zcuyx55c5hluvhowvnqdplm 299 28 r∈Ri r∈Ri `` work_hn3zcuyx55c5hluvhowvnqdplm 299 29 Φi(r Φi(r NNP work_hn3zcuyx55c5hluvhowvnqdplm 299 30 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 299 31 − − NNP work_hn3zcuyx55c5hluvhowvnqdplm 299 32 1 1 CD work_hn3zcuyx55c5hluvhowvnqdplm 299 33 |Ei| |Ei| NNP work_hn3zcuyx55c5hluvhowvnqdplm 299 34 ∑ ∑ . work_hn3zcuyx55c5hluvhowvnqdplm 299 35 e∈Ei e∈Ei . work_hn3zcuyx55c5hluvhowvnqdplm 299 36 Φi(e Φi(e NNP work_hn3zcuyx55c5hluvhowvnqdplm 299 37 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 299 38 Output output NN work_hn3zcuyx55c5hluvhowvnqdplm 299 39 : : : work_hn3zcuyx55c5hluvhowvnqdplm 299 40 Parameters Parameters NNP work_hn3zcuyx55c5hluvhowvnqdplm 299 41 θ θ NNP work_hn3zcuyx55c5hluvhowvnqdplm 299 42 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 299 43 lexicon lexicon NN work_hn3zcuyx55c5hluvhowvnqdplm 299 44 Λ Λ NNP work_hn3zcuyx55c5hluvhowvnqdplm 299 45 Figure Figure NNP work_hn3zcuyx55c5hluvhowvnqdplm 299 46 5 5 CD work_hn3zcuyx55c5hluvhowvnqdplm 299 47 : : : work_hn3zcuyx55c5hluvhowvnqdplm 299 48 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 299 49 learning learn VBG work_hn3zcuyx55c5hluvhowvnqdplm 299 50 algorithm algorithm NN work_hn3zcuyx55c5hluvhowvnqdplm 299 51 . . . work_hn3zcuyx55c5hluvhowvnqdplm 300 1 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 300 2 cost cost NN work_hn3zcuyx55c5hluvhowvnqdplm 300 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 300 4 parsing parse VBG work_hn3zcuyx55c5hluvhowvnqdplm 300 5 at at IN work_hn3zcuyx55c5hluvhowvnqdplm 300 6 this this DT work_hn3zcuyx55c5hluvhowvnqdplm 300 7 scale scale NN work_hn3zcuyx55c5hluvhowvnqdplm 300 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 300 9 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 300 10 developed develop VBD work_hn3zcuyx55c5hluvhowvnqdplm 300 11 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 300 12 coarse coarse RB work_hn3zcuyx55c5hluvhowvnqdplm 300 13 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 300 14 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 300 15 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 300 16 fine fine JJ work_hn3zcuyx55c5hluvhowvnqdplm 300 17 two two CD work_hn3zcuyx55c5hluvhowvnqdplm 300 18 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 300 19 pass pass NN work_hn3zcuyx55c5hluvhowvnqdplm 300 20 parsing parsing JJ work_hn3zcuyx55c5hluvhowvnqdplm 300 21 approach approach NN work_hn3zcuyx55c5hluvhowvnqdplm 300 22 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 300 23 lim- lim- RB work_hn3zcuyx55c5hluvhowvnqdplm 300 24 its -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 300 25 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 300 26 number number NN work_hn3zcuyx55c5hluvhowvnqdplm 300 27 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 300 28 new new JJ work_hn3zcuyx55c5hluvhowvnqdplm 300 29 entries entry NNS work_hn3zcuyx55c5hluvhowvnqdplm 300 30 considered consider VBN work_hn3zcuyx55c5hluvhowvnqdplm 300 31 . . . work_hn3zcuyx55c5hluvhowvnqdplm 301 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 301 2 algo- algo- JJ work_hn3zcuyx55c5hluvhowvnqdplm 301 3 rithm rithm NN work_hn3zcuyx55c5hluvhowvnqdplm 301 4 first first RB work_hn3zcuyx55c5hluvhowvnqdplm 301 5 parses parse NNS work_hn3zcuyx55c5hluvhowvnqdplm 301 6 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 301 7 coarse coarse JJ work_hn3zcuyx55c5hluvhowvnqdplm 301 8 lexical lexical JJ work_hn3zcuyx55c5hluvhowvnqdplm 301 9 entries entry NNS work_hn3zcuyx55c5hluvhowvnqdplm 301 10 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 301 11 ab- ab- XX work_hn3zcuyx55c5hluvhowvnqdplm 301 12 stract stract VB work_hn3zcuyx55c5hluvhowvnqdplm 301 13 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 301 14 identities identity NNS work_hn3zcuyx55c5hluvhowvnqdplm 301 15 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 301 16 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 301 17 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 301 18 constants constant NNS work_hn3zcuyx55c5hluvhowvnqdplm 301 19 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 301 20 their -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 301 21 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 301 22 forms form NNS work_hn3zcuyx55c5hluvhowvnqdplm 301 23 , , , work_hn3zcuyx55c5hluvhowvnqdplm 301 24 thereby thereby RB work_hn3zcuyx55c5hluvhowvnqdplm 301 25 greatly greatly RB work_hn3zcuyx55c5hluvhowvnqdplm 301 26 reducing reduce VBG work_hn3zcuyx55c5hluvhowvnqdplm 301 27 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 301 28 search search NN work_hn3zcuyx55c5hluvhowvnqdplm 301 29 space space NN work_hn3zcuyx55c5hluvhowvnqdplm 301 30 . . . work_hn3zcuyx55c5hluvhowvnqdplm 302 1 It -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 302 2 then then RB work_hn3zcuyx55c5hluvhowvnqdplm 302 3 uses use VBZ work_hn3zcuyx55c5hluvhowvnqdplm 302 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 302 5 highest high JJS work_hn3zcuyx55c5hluvhowvnqdplm 302 6 scoring score VBG work_hn3zcuyx55c5hluvhowvnqdplm 302 7 coarse coarse JJ work_hn3zcuyx55c5hluvhowvnqdplm 302 8 parses parse NNS work_hn3zcuyx55c5hluvhowvnqdplm 302 9 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 302 10 constrain constrain VB work_hn3zcuyx55c5hluvhowvnqdplm 302 11 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 302 12 lexical lexical JJ work_hn3zcuyx55c5hluvhowvnqdplm 302 13 entries entry NNS work_hn3zcuyx55c5hluvhowvnqdplm 302 14 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 302 15 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 302 16 final final JJ work_hn3zcuyx55c5hluvhowvnqdplm 302 17 , , , work_hn3zcuyx55c5hluvhowvnqdplm 302 18 fine fine JJ work_hn3zcuyx55c5hluvhowvnqdplm 302 19 parse parse NN work_hn3zcuyx55c5hluvhowvnqdplm 302 20 . . . work_hn3zcuyx55c5hluvhowvnqdplm 303 1 Formally formally RB work_hn3zcuyx55c5hluvhowvnqdplm 303 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 303 3 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 303 4 construct construct VBP work_hn3zcuyx55c5hluvhowvnqdplm 303 5 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 303 6 coarse coarse JJ work_hn3zcuyx55c5hluvhowvnqdplm 303 7 lexicon lexicon NN work_hn3zcuyx55c5hluvhowvnqdplm 303 8 λa λa NNP work_hn3zcuyx55c5hluvhowvnqdplm 303 9 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 303 10 replacing replace VBG work_hn3zcuyx55c5hluvhowvnqdplm 303 11 all all DT work_hn3zcuyx55c5hluvhowvnqdplm 303 12 constants constant NNS work_hn3zcuyx55c5hluvhowvnqdplm 303 13 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 303 14 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 303 15 same same JJ work_hn3zcuyx55c5hluvhowvnqdplm 303 16 type type NN work_hn3zcuyx55c5hluvhowvnqdplm 303 17 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 303 18 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 303 19 single single JJ work_hn3zcuyx55c5hluvhowvnqdplm 303 20 newly newly RB work_hn3zcuyx55c5hluvhowvnqdplm 303 21 created create VBN work_hn3zcuyx55c5hluvhowvnqdplm 303 22 , , , work_hn3zcuyx55c5hluvhowvnqdplm 303 23 temporary temporary JJ work_hn3zcuyx55c5hluvhowvnqdplm 303 24 constant constant NN work_hn3zcuyx55c5hluvhowvnqdplm 303 25 . . . work_hn3zcuyx55c5hluvhowvnqdplm 304 1 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 304 2 then then RB work_hn3zcuyx55c5hluvhowvnqdplm 304 3 parse parse VBP work_hn3zcuyx55c5hluvhowvnqdplm 304 4 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 304 5 create create VB work_hn3zcuyx55c5hluvhowvnqdplm 304 6 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 304 7 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 304 8 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 304 9 trees tree NNS work_hn3zcuyx55c5hluvhowvnqdplm 304 10 A a NN work_hn3zcuyx55c5hluvhowvnqdplm 304 11 , , , work_hn3zcuyx55c5hluvhowvnqdplm 304 12 such such JJ work_hn3zcuyx55c5hluvhowvnqdplm 304 13 that that IN work_hn3zcuyx55c5hluvhowvnqdplm 304 14 each each DT work_hn3zcuyx55c5hluvhowvnqdplm 304 15 y y NN work_hn3zcuyx55c5hluvhowvnqdplm 304 16 ∈ ∈ NNP work_hn3zcuyx55c5hluvhowvnqdplm 304 17 A a NN work_hn3zcuyx55c5hluvhowvnqdplm 304 18 1 1 CD work_hn3zcuyx55c5hluvhowvnqdplm 304 19 . . . work_hn3zcuyx55c5hluvhowvnqdplm 304 20 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 304 21 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 304 22 parse parse NN work_hn3zcuyx55c5hluvhowvnqdplm 304 23 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 304 24 sentence sentence NN work_hn3zcuyx55c5hluvhowvnqdplm 304 25 x x NNS work_hn3zcuyx55c5hluvhowvnqdplm 304 26 , , , work_hn3zcuyx55c5hluvhowvnqdplm 304 27 given give VBN work_hn3zcuyx55c5hluvhowvnqdplm 304 28 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 304 29 world world NNP work_hn3zcuyx55c5hluvhowvnqdplm 304 30 state state NNP work_hn3zcuyx55c5hluvhowvnqdplm 304 31 s s NNP work_hn3zcuyx55c5hluvhowvnqdplm 304 32 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 304 33 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 304 34 combined combined JJ work_hn3zcuyx55c5hluvhowvnqdplm 304 35 lexicon lexicon NN work_hn3zcuyx55c5hluvhowvnqdplm 304 36 Λ Λ NNP work_hn3zcuyx55c5hluvhowvnqdplm 304 37 ∪λa ∪λa NNP work_hn3zcuyx55c5hluvhowvnqdplm 304 38 , , , work_hn3zcuyx55c5hluvhowvnqdplm 304 39 2 2 CD work_hn3zcuyx55c5hluvhowvnqdplm 304 40 . . . work_hn3zcuyx55c5hluvhowvnqdplm 304 41 scored score VBN work_hn3zcuyx55c5hluvhowvnqdplm 304 42 higher higher RBR work_hn3zcuyx55c5hluvhowvnqdplm 304 43 than than IN work_hn3zcuyx55c5hluvhowvnqdplm 304 44 ey ey UH work_hn3zcuyx55c5hluvhowvnqdplm 304 45 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 304 46 at at RB work_hn3zcuyx55c5hluvhowvnqdplm 304 47 least least JJS work_hn3zcuyx55c5hluvhowvnqdplm 304 48 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 304 49 margin margin NN work_hn3zcuyx55c5hluvhowvnqdplm 304 50 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 304 51 δL δL NNP work_hn3zcuyx55c5hluvhowvnqdplm 304 52 , , , work_hn3zcuyx55c5hluvhowvnqdplm 304 53 where where WRB work_hn3zcuyx55c5hluvhowvnqdplm 304 54 ey ey UH work_hn3zcuyx55c5hluvhowvnqdplm 304 55 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 304 56 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 304 57 tree tree NN work_hn3zcuyx55c5hluvhowvnqdplm 304 58 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 304 59 e e NNP work_hn3zcuyx55c5hluvhowvnqdplm 304 60 , , , work_hn3zcuyx55c5hluvhowvnqdplm 304 61 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 304 62 highest high JJS work_hn3zcuyx55c5hluvhowvnqdplm 304 63 scoring scoring JJ work_hn3zcuyx55c5hluvhowvnqdplm 304 64 execution execution NN work_hn3zcuyx55c5hluvhowvnqdplm 304 65 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 304 66 x x NNS work_hn3zcuyx55c5hluvhowvnqdplm 304 67 , , , work_hn3zcuyx55c5hluvhowvnqdplm 304 68 at at IN work_hn3zcuyx55c5hluvhowvnqdplm 304 69 position position NN work_hn3zcuyx55c5hluvhowvnqdplm 304 70 s s VBZ work_hn3zcuyx55c5hluvhowvnqdplm 304 71 under under IN work_hn3zcuyx55c5hluvhowvnqdplm 304 72 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 304 73 current current JJ work_hn3zcuyx55c5hluvhowvnqdplm 304 74 model model NN work_hn3zcuyx55c5hluvhowvnqdplm 304 75 , , , work_hn3zcuyx55c5hluvhowvnqdplm 304 76 s.t s.t NNP work_hn3zcuyx55c5hluvhowvnqdplm 304 77 . . . work_hn3zcuyx55c5hluvhowvnqdplm 305 1 V(e V(e NNP work_hn3zcuyx55c5hluvhowvnqdplm 305 2 ~ ~ NFP work_hn3zcuyx55c5hluvhowvnqdplm 305 3 a a LS work_hn3zcuyx55c5hluvhowvnqdplm 305 4 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 305 5 = = SYM work_hn3zcuyx55c5hluvhowvnqdplm 305 6 1 1 CD work_hn3zcuyx55c5hluvhowvnqdplm 305 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 305 8 3 3 CD work_hn3zcuyx55c5hluvhowvnqdplm 305 9 . . . work_hn3zcuyx55c5hluvhowvnqdplm 305 10 contains contain VBZ work_hn3zcuyx55c5hluvhowvnqdplm 305 11 at at IN work_hn3zcuyx55c5hluvhowvnqdplm 305 12 most most RBS work_hn3zcuyx55c5hluvhowvnqdplm 305 13 one one CD work_hn3zcuyx55c5hluvhowvnqdplm 305 14 entry entry NN work_hn3zcuyx55c5hluvhowvnqdplm 305 15 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 305 16 λa λa NNP work_hn3zcuyx55c5hluvhowvnqdplm 305 17 . . . work_hn3zcuyx55c5hluvhowvnqdplm 306 1 Finally finally RB work_hn3zcuyx55c5hluvhowvnqdplm 306 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 306 3 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 306 4 each each DT work_hn3zcuyx55c5hluvhowvnqdplm 306 5 entry entry NN work_hn3zcuyx55c5hluvhowvnqdplm 306 6 l l NN work_hn3zcuyx55c5hluvhowvnqdplm 306 7 ∈ ∈ UH work_hn3zcuyx55c5hluvhowvnqdplm 306 8 { { -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 306 9 l|l l|l CD work_hn3zcuyx55c5hluvhowvnqdplm 306 10 ∈ ∈ NNP work_hn3zcuyx55c5hluvhowvnqdplm 306 11 λa λa NNP work_hn3zcuyx55c5hluvhowvnqdplm 306 12 ∧ ∧ NNP work_hn3zcuyx55c5hluvhowvnqdplm 306 13 l l NN work_hn3zcuyx55c5hluvhowvnqdplm 306 14 ∈ ∈ NN work_hn3zcuyx55c5hluvhowvnqdplm 306 15 y y NNP work_hn3zcuyx55c5hluvhowvnqdplm 306 16 ∧ ∧ NNP work_hn3zcuyx55c5hluvhowvnqdplm 306 17 y y NN work_hn3zcuyx55c5hluvhowvnqdplm 306 18 ∈ ∈ NNP work_hn3zcuyx55c5hluvhowvnqdplm 306 19 A a NN work_hn3zcuyx55c5hluvhowvnqdplm 306 20 } } -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 306 21 , , , work_hn3zcuyx55c5hluvhowvnqdplm 306 22 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 306 23 create create VBP work_hn3zcuyx55c5hluvhowvnqdplm 306 24 multiple multiple JJ work_hn3zcuyx55c5hluvhowvnqdplm 306 25 lexical lexical JJ work_hn3zcuyx55c5hluvhowvnqdplm 306 26 entries entry NNS work_hn3zcuyx55c5hluvhowvnqdplm 306 27 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 306 28 replacing replace VBG work_hn3zcuyx55c5hluvhowvnqdplm 306 29 all all DT work_hn3zcuyx55c5hluvhowvnqdplm 306 30 temporary temporary JJ work_hn3zcuyx55c5hluvhowvnqdplm 306 31 constants constant NNS work_hn3zcuyx55c5hluvhowvnqdplm 306 32 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 306 33 all all DT work_hn3zcuyx55c5hluvhowvnqdplm 306 34 possible possible JJ work_hn3zcuyx55c5hluvhowvnqdplm 306 35 appropriately appropriately RB work_hn3zcuyx55c5hluvhowvnqdplm 306 36 typed type VBN work_hn3zcuyx55c5hluvhowvnqdplm 306 37 constants constant NNS work_hn3zcuyx55c5hluvhowvnqdplm 306 38 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 306 39 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 306 40 original original JJ work_hn3zcuyx55c5hluvhowvnqdplm 306 41 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 306 42 . . . work_hn3zcuyx55c5hluvhowvnqdplm 307 1 GENLEX GENLEX NNP work_hn3zcuyx55c5hluvhowvnqdplm 307 2 returns return VBZ work_hn3zcuyx55c5hluvhowvnqdplm 307 3 all all PDT work_hn3zcuyx55c5hluvhowvnqdplm 307 4 these these DT work_hn3zcuyx55c5hluvhowvnqdplm 307 5 lexical lexical JJ work_hn3zcuyx55c5hluvhowvnqdplm 307 6 entries entry NNS work_hn3zcuyx55c5hluvhowvnqdplm 307 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 307 8 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 307 9 will will MD work_hn3zcuyx55c5hluvhowvnqdplm 307 10 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 307 11 used use VBN work_hn3zcuyx55c5hluvhowvnqdplm 307 12 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 307 13 form form VB work_hn3zcuyx55c5hluvhowvnqdplm 307 14 our -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 307 15 final final JJ work_hn3zcuyx55c5hluvhowvnqdplm 307 16 fine fine JJ work_hn3zcuyx55c5hluvhowvnqdplm 307 17 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 307 18 level level NN work_hn3zcuyx55c5hluvhowvnqdplm 307 19 analysis analysis NN work_hn3zcuyx55c5hluvhowvnqdplm 307 20 . . . work_hn3zcuyx55c5hluvhowvnqdplm 308 1 Step step NN work_hn3zcuyx55c5hluvhowvnqdplm 308 2 1 1 CD work_hn3zcuyx55c5hluvhowvnqdplm 308 3 : : : work_hn3zcuyx55c5hluvhowvnqdplm 308 4 Lexical Lexical NNP work_hn3zcuyx55c5hluvhowvnqdplm 308 5 Induction Induction NNP work_hn3zcuyx55c5hluvhowvnqdplm 308 6 To to TO work_hn3zcuyx55c5hluvhowvnqdplm 308 7 expand expand VB work_hn3zcuyx55c5hluvhowvnqdplm 308 8 our -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 308 9 model model NN work_hn3zcuyx55c5hluvhowvnqdplm 308 10 ’s ’s POS work_hn3zcuyx55c5hluvhowvnqdplm 308 11 lexicon lexicon NN work_hn3zcuyx55c5hluvhowvnqdplm 308 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 308 13 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 308 14 use use VBP work_hn3zcuyx55c5hluvhowvnqdplm 308 15 GENLEX GENLEX NNP work_hn3zcuyx55c5hluvhowvnqdplm 308 16 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 308 17 generate generate VB work_hn3zcuyx55c5hluvhowvnqdplm 308 18 candidate candidate NN work_hn3zcuyx55c5hluvhowvnqdplm 308 19 lexical lexical JJ work_hn3zcuyx55c5hluvhowvnqdplm 308 20 entries entry NNS work_hn3zcuyx55c5hluvhowvnqdplm 308 21 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 308 22 then then RB work_hn3zcuyx55c5hluvhowvnqdplm 308 23 further further RB work_hn3zcuyx55c5hluvhowvnqdplm 308 24 refine refine VB work_hn3zcuyx55c5hluvhowvnqdplm 308 25 this this DT work_hn3zcuyx55c5hluvhowvnqdplm 308 26 set set VBN work_hn3zcuyx55c5hluvhowvnqdplm 308 27 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 308 28 pars- pars- NNP work_hn3zcuyx55c5hluvhowvnqdplm 308 29 ing ing NNP work_hn3zcuyx55c5hluvhowvnqdplm 308 30 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 308 31 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 308 32 current current JJ work_hn3zcuyx55c5hluvhowvnqdplm 308 33 model model NN work_hn3zcuyx55c5hluvhowvnqdplm 308 34 . . . work_hn3zcuyx55c5hluvhowvnqdplm 309 1 Step step NN work_hn3zcuyx55c5hluvhowvnqdplm 309 2 1(a 1(a CD work_hn3zcuyx55c5hluvhowvnqdplm 309 3 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 309 4 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 309 5 Figure figure NN work_hn3zcuyx55c5hluvhowvnqdplm 309 6 5 5 CD work_hn3zcuyx55c5hluvhowvnqdplm 309 7 uses use VBZ work_hn3zcuyx55c5hluvhowvnqdplm 309 8 GENLEX GENLEX NNP work_hn3zcuyx55c5hluvhowvnqdplm 309 9 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 309 10 create create VB work_hn3zcuyx55c5hluvhowvnqdplm 309 11 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 309 12 temporary temporary JJ work_hn3zcuyx55c5hluvhowvnqdplm 309 13 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 309 14 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 309 15 po- po- JJ work_hn3zcuyx55c5hluvhowvnqdplm 309 16 tential tential JJ work_hn3zcuyx55c5hluvhowvnqdplm 309 17 lexical lexical JJ work_hn3zcuyx55c5hluvhowvnqdplm 309 18 entries entry NNS work_hn3zcuyx55c5hluvhowvnqdplm 309 19 λG. λG. NNP work_hn3zcuyx55c5hluvhowvnqdplm 310 1 Steps step NNS work_hn3zcuyx55c5hluvhowvnqdplm 310 2 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 310 3 b b NNP work_hn3zcuyx55c5hluvhowvnqdplm 310 4 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 310 5 d d NN work_hn3zcuyx55c5hluvhowvnqdplm 310 6 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 310 7 select select VB work_hn3zcuyx55c5hluvhowvnqdplm 310 8 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 310 9 small small JJ work_hn3zcuyx55c5hluvhowvnqdplm 310 10 subset subset NN work_hn3zcuyx55c5hluvhowvnqdplm 310 11 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 310 12 these these DT work_hn3zcuyx55c5hluvhowvnqdplm 310 13 lexical lexical JJ work_hn3zcuyx55c5hluvhowvnqdplm 310 14 entries entry NNS work_hn3zcuyx55c5hluvhowvnqdplm 310 15 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 310 16 add add VB work_hn3zcuyx55c5hluvhowvnqdplm 310 17 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 310 18 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 310 19 current current JJ work_hn3zcuyx55c5hluvhowvnqdplm 310 20 lexicon lexicon NN work_hn3zcuyx55c5hluvhowvnqdplm 310 21 Λ λ NN work_hn3zcuyx55c5hluvhowvnqdplm 310 22 : : : work_hn3zcuyx55c5hluvhowvnqdplm 310 23 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 310 24 find find VBP work_hn3zcuyx55c5hluvhowvnqdplm 310 25 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 310 26 k k NN work_hn3zcuyx55c5hluvhowvnqdplm 310 27 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 310 28 best good JJS work_hn3zcuyx55c5hluvhowvnqdplm 310 29 executions execution NNS work_hn3zcuyx55c5hluvhowvnqdplm 310 30 under under IN work_hn3zcuyx55c5hluvhowvnqdplm 310 31 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 310 32 model model NN work_hn3zcuyx55c5hluvhowvnqdplm 310 33 , , , work_hn3zcuyx55c5hluvhowvnqdplm 310 34 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 310 35 use use VBP work_hn3zcuyx55c5hluvhowvnqdplm 310 36 at at RB work_hn3zcuyx55c5hluvhowvnqdplm 310 37 most most RBS work_hn3zcuyx55c5hluvhowvnqdplm 310 38 one one CD work_hn3zcuyx55c5hluvhowvnqdplm 310 39 entry entry NN work_hn3zcuyx55c5hluvhowvnqdplm 310 40 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 310 41 λG λG NNP work_hn3zcuyx55c5hluvhowvnqdplm 310 42 , , , work_hn3zcuyx55c5hluvhowvnqdplm 310 43 find find VB work_hn3zcuyx55c5hluvhowvnqdplm 310 44 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 310 45 entries entry NNS work_hn3zcuyx55c5hluvhowvnqdplm 310 46 used use VBN work_hn3zcuyx55c5hluvhowvnqdplm 310 47 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 310 48 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 310 49 best good JJS work_hn3zcuyx55c5hluvhowvnqdplm 310 50 valid valid JJ work_hn3zcuyx55c5hluvhowvnqdplm 310 51 executions execution NNS work_hn3zcuyx55c5hluvhowvnqdplm 310 52 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 310 53 add add VB work_hn3zcuyx55c5hluvhowvnqdplm 310 54 them -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 310 55 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 310 56 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 310 57 current current JJ work_hn3zcuyx55c5hluvhowvnqdplm 310 58 lexicon lexicon NN work_hn3zcuyx55c5hluvhowvnqdplm 310 59 . . . work_hn3zcuyx55c5hluvhowvnqdplm 311 1 Step step NN work_hn3zcuyx55c5hluvhowvnqdplm 311 2 2 2 CD work_hn3zcuyx55c5hluvhowvnqdplm 311 3 : : : work_hn3zcuyx55c5hluvhowvnqdplm 311 4 Parameter parameter NN work_hn3zcuyx55c5hluvhowvnqdplm 311 5 Update update NN work_hn3zcuyx55c5hluvhowvnqdplm 311 6 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 311 7 use use VBP work_hn3zcuyx55c5hluvhowvnqdplm 311 8 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 311 9 variant variant NN work_hn3zcuyx55c5hluvhowvnqdplm 311 10 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 311 11 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 311 12 loss loss NN work_hn3zcuyx55c5hluvhowvnqdplm 311 13 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 311 14 driven drive VBN work_hn3zcuyx55c5hluvhowvnqdplm 311 15 perceptron perceptron NN work_hn3zcuyx55c5hluvhowvnqdplm 311 16 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 311 17 Singh Singh NNP work_hn3zcuyx55c5hluvhowvnqdplm 311 18 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 311 19 Miller Miller NNP work_hn3zcuyx55c5hluvhowvnqdplm 311 20 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 311 21 Collins Collins NNP work_hn3zcuyx55c5hluvhowvnqdplm 311 22 , , , work_hn3zcuyx55c5hluvhowvnqdplm 311 23 2007 2007 CD work_hn3zcuyx55c5hluvhowvnqdplm 311 24 ; ; : work_hn3zcuyx55c5hluvhowvnqdplm 311 25 Artzi Artzi NNP work_hn3zcuyx55c5hluvhowvnqdplm 311 26 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 311 27 Zettlemoyer Zettlemoyer NNP work_hn3zcuyx55c5hluvhowvnqdplm 311 28 , , , work_hn3zcuyx55c5hluvhowvnqdplm 311 29 2011 2011 CD work_hn3zcuyx55c5hluvhowvnqdplm 311 30 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 311 31 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 311 32 parameter parameter NNP work_hn3zcuyx55c5hluvhowvnqdplm 311 33 up- up- XX work_hn3zcuyx55c5hluvhowvnqdplm 311 34 dates date NNS work_hn3zcuyx55c5hluvhowvnqdplm 311 35 . . . work_hn3zcuyx55c5hluvhowvnqdplm 312 1 However however RB work_hn3zcuyx55c5hluvhowvnqdplm 312 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 312 3 instead instead RB work_hn3zcuyx55c5hluvhowvnqdplm 312 4 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 312 5 taking take VBG work_hn3zcuyx55c5hluvhowvnqdplm 312 6 advantage advantage NN work_hn3zcuyx55c5hluvhowvnqdplm 312 7 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 312 8 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 312 9 loss loss NN work_hn3zcuyx55c5hluvhowvnqdplm 312 10 function function NN work_hn3zcuyx55c5hluvhowvnqdplm 312 11 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 312 12 use use VBP work_hn3zcuyx55c5hluvhowvnqdplm 312 13 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 312 14 validation validation NN work_hn3zcuyx55c5hluvhowvnqdplm 312 15 signal signal NN work_hn3zcuyx55c5hluvhowvnqdplm 312 16 . . . work_hn3zcuyx55c5hluvhowvnqdplm 313 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 313 2 step step NN work_hn3zcuyx55c5hluvhowvnqdplm 313 3 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 313 4 a a LS work_hn3zcuyx55c5hluvhowvnqdplm 313 5 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 313 6 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 313 7 collect collect VBP work_hn3zcuyx55c5hluvhowvnqdplm 313 8 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 313 9 highest high JJS work_hn3zcuyx55c5hluvhowvnqdplm 313 10 scoring score VBG work_hn3zcuyx55c5hluvhowvnqdplm 313 11 valid valid JJ work_hn3zcuyx55c5hluvhowvnqdplm 313 12 parses parse NNS work_hn3zcuyx55c5hluvhowvnqdplm 313 13 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 313 14 all all DT work_hn3zcuyx55c5hluvhowvnqdplm 313 15 in- in- DT work_hn3zcuyx55c5hluvhowvnqdplm 313 16 valid valid JJ work_hn3zcuyx55c5hluvhowvnqdplm 313 17 parses parse NNS work_hn3zcuyx55c5hluvhowvnqdplm 313 18 . . . work_hn3zcuyx55c5hluvhowvnqdplm 314 1 Then then RB work_hn3zcuyx55c5hluvhowvnqdplm 314 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 314 3 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 314 4 step step NN work_hn3zcuyx55c5hluvhowvnqdplm 314 5 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 314 6 b b NN work_hn3zcuyx55c5hluvhowvnqdplm 314 7 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 314 8 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 314 9 construct construct VBP work_hn3zcuyx55c5hluvhowvnqdplm 314 10 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 314 11 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 314 12 Ri Ri NNP work_hn3zcuyx55c5hluvhowvnqdplm 314 13 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 314 14 valid valid JJ work_hn3zcuyx55c5hluvhowvnqdplm 314 15 analyses analysis NNS work_hn3zcuyx55c5hluvhowvnqdplm 314 16 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 314 17 Ei Ei NNP work_hn3zcuyx55c5hluvhowvnqdplm 314 18 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 314 19 invalid invalid JJ work_hn3zcuyx55c5hluvhowvnqdplm 314 20 ones one NNS work_hn3zcuyx55c5hluvhowvnqdplm 314 21 , , , work_hn3zcuyx55c5hluvhowvnqdplm 314 22 such such JJ work_hn3zcuyx55c5hluvhowvnqdplm 314 23 that that IN work_hn3zcuyx55c5hluvhowvnqdplm 314 24 their -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 314 25 model model NN work_hn3zcuyx55c5hluvhowvnqdplm 314 26 scores score NNS work_hn3zcuyx55c5hluvhowvnqdplm 314 27 are be VBP work_hn3zcuyx55c5hluvhowvnqdplm 314 28 not not RB work_hn3zcuyx55c5hluvhowvnqdplm 314 29 separated separate VBN work_hn3zcuyx55c5hluvhowvnqdplm 314 30 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 314 31 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 314 32 mar- mar- NNP work_hn3zcuyx55c5hluvhowvnqdplm 314 33 gin gin NNP work_hn3zcuyx55c5hluvhowvnqdplm 314 34 δ δ NN work_hn3zcuyx55c5hluvhowvnqdplm 314 35 scaled scale VBN work_hn3zcuyx55c5hluvhowvnqdplm 314 36 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 314 37 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 314 38 number number NN work_hn3zcuyx55c5hluvhowvnqdplm 314 39 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 314 40 wrong wrong JJ work_hn3zcuyx55c5hluvhowvnqdplm 314 41 features feature NNS work_hn3zcuyx55c5hluvhowvnqdplm 314 42 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 314 43 Taskar Taskar NNP work_hn3zcuyx55c5hluvhowvnqdplm 314 44 et et FW work_hn3zcuyx55c5hluvhowvnqdplm 314 45 al al NNP work_hn3zcuyx55c5hluvhowvnqdplm 314 46 . . NNP work_hn3zcuyx55c5hluvhowvnqdplm 314 47 , , , work_hn3zcuyx55c5hluvhowvnqdplm 314 48 2003 2003 CD work_hn3zcuyx55c5hluvhowvnqdplm 314 49 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 314 50 . . . work_hn3zcuyx55c5hluvhowvnqdplm 315 1 Finally finally RB work_hn3zcuyx55c5hluvhowvnqdplm 315 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 315 3 step step NN work_hn3zcuyx55c5hluvhowvnqdplm 315 4 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 315 5 f f NN work_hn3zcuyx55c5hluvhowvnqdplm 315 6 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 315 7 applies apply VBZ work_hn3zcuyx55c5hluvhowvnqdplm 315 8 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 315 9 update update NN work_hn3zcuyx55c5hluvhowvnqdplm 315 10 . . . work_hn3zcuyx55c5hluvhowvnqdplm 316 1 Discussion discussion NN work_hn3zcuyx55c5hluvhowvnqdplm 316 2 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 316 3 algorithm algorithm NN work_hn3zcuyx55c5hluvhowvnqdplm 316 4 uses use VBZ work_hn3zcuyx55c5hluvhowvnqdplm 316 5 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 316 6 validation validation NN work_hn3zcuyx55c5hluvhowvnqdplm 316 7 sig- sig- NN work_hn3zcuyx55c5hluvhowvnqdplm 316 8 nal nal NNP work_hn3zcuyx55c5hluvhowvnqdplm 316 9 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 316 10 drive drive VB work_hn3zcuyx55c5hluvhowvnqdplm 316 11 both both DT work_hn3zcuyx55c5hluvhowvnqdplm 316 12 lexical lexical JJ work_hn3zcuyx55c5hluvhowvnqdplm 316 13 induction induction NN work_hn3zcuyx55c5hluvhowvnqdplm 316 14 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 316 15 parameter parameter NN work_hn3zcuyx55c5hluvhowvnqdplm 316 16 updates update NNS work_hn3zcuyx55c5hluvhowvnqdplm 316 17 . . . work_hn3zcuyx55c5hluvhowvnqdplm 317 1 Unlike unlike IN work_hn3zcuyx55c5hluvhowvnqdplm 317 2 previous previous JJ work_hn3zcuyx55c5hluvhowvnqdplm 317 3 work work NN work_hn3zcuyx55c5hluvhowvnqdplm 317 4 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 317 5 Zettlemoyer Zettlemoyer NNP work_hn3zcuyx55c5hluvhowvnqdplm 317 6 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 317 7 Collins Collins NNP work_hn3zcuyx55c5hluvhowvnqdplm 317 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 317 9 2005 2005 CD work_hn3zcuyx55c5hluvhowvnqdplm 317 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 317 11 2007 2007 CD work_hn3zcuyx55c5hluvhowvnqdplm 317 12 ; ; : work_hn3zcuyx55c5hluvhowvnqdplm 317 13 Artzi Artzi NNP work_hn3zcuyx55c5hluvhowvnqdplm 317 14 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 317 15 Zettlemoyer Zettlemoyer NNP work_hn3zcuyx55c5hluvhowvnqdplm 317 16 , , , work_hn3zcuyx55c5hluvhowvnqdplm 317 17 2011 2011 CD work_hn3zcuyx55c5hluvhowvnqdplm 317 18 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 317 19 , , , work_hn3zcuyx55c5hluvhowvnqdplm 317 20 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 317 21 have have VBP work_hn3zcuyx55c5hluvhowvnqdplm 317 22 no no DT work_hn3zcuyx55c5hluvhowvnqdplm 317 23 access access NN work_hn3zcuyx55c5hluvhowvnqdplm 317 24 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 317 25 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 317 26 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 317 27 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 317 28 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 317 29 constants constant NNS work_hn3zcuyx55c5hluvhowvnqdplm 317 30 , , , work_hn3zcuyx55c5hluvhowvnqdplm 317 31 either either CC work_hn3zcuyx55c5hluvhowvnqdplm 317 32 through through IN work_hn3zcuyx55c5hluvhowvnqdplm 317 33 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 317 34 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 317 35 labeled label VBN work_hn3zcuyx55c5hluvhowvnqdplm 317 36 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 317 37 form form NN work_hn3zcuyx55c5hluvhowvnqdplm 317 38 or or CC work_hn3zcuyx55c5hluvhowvnqdplm 317 39 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 317 40 weak weak JJ work_hn3zcuyx55c5hluvhowvnqdplm 317 41 supervision supervision NN work_hn3zcuyx55c5hluvhowvnqdplm 317 42 signal signal NN work_hn3zcuyx55c5hluvhowvnqdplm 317 43 , , , work_hn3zcuyx55c5hluvhowvnqdplm 317 44 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 317 45 guide guide VB work_hn3zcuyx55c5hluvhowvnqdplm 317 46 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 317 47 GENLEX GENLEX NNP work_hn3zcuyx55c5hluvhowvnqdplm 317 48 procedure procedure NN work_hn3zcuyx55c5hluvhowvnqdplm 317 49 . . . work_hn3zcuyx55c5hluvhowvnqdplm 318 1 Therefore therefore RB work_hn3zcuyx55c5hluvhowvnqdplm 318 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 318 3 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 318 4 avoid avoid VB work_hn3zcuyx55c5hluvhowvnqdplm 318 5 over over RB work_hn3zcuyx55c5hluvhowvnqdplm 318 6 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 318 7 generating generate VBG work_hn3zcuyx55c5hluvhowvnqdplm 318 8 lex- lex- JJ work_hn3zcuyx55c5hluvhowvnqdplm 318 9 ical ical JJ work_hn3zcuyx55c5hluvhowvnqdplm 318 10 entries entry NNS work_hn3zcuyx55c5hluvhowvnqdplm 318 11 , , , work_hn3zcuyx55c5hluvhowvnqdplm 318 12 thereby thereby RB work_hn3zcuyx55c5hluvhowvnqdplm 318 13 making make VBG work_hn3zcuyx55c5hluvhowvnqdplm 318 14 parsing parse VBG work_hn3zcuyx55c5hluvhowvnqdplm 318 15 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 318 16 learning learn VBG work_hn3zcuyx55c5hluvhowvnqdplm 318 17 intractable intractable JJ work_hn3zcuyx55c5hluvhowvnqdplm 318 18 , , , work_hn3zcuyx55c5hluvhowvnqdplm 318 19 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 318 20 leverage leverage VBP work_hn3zcuyx55c5hluvhowvnqdplm 318 21 typing type VBG work_hn3zcuyx55c5hluvhowvnqdplm 318 22 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 318 23 coarse coarse RB work_hn3zcuyx55c5hluvhowvnqdplm 318 24 parsing parse VBG work_hn3zcuyx55c5hluvhowvnqdplm 318 25 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 318 26 prune prune VB work_hn3zcuyx55c5hluvhowvnqdplm 318 27 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 318 28 generated generate VBN work_hn3zcuyx55c5hluvhowvnqdplm 318 29 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 318 30 . . . work_hn3zcuyx55c5hluvhowvnqdplm 319 1 By by IN work_hn3zcuyx55c5hluvhowvnqdplm 319 2 allowing allow VBG work_hn3zcuyx55c5hluvhowvnqdplm 319 3 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 319 4 single single JJ work_hn3zcuyx55c5hluvhowvnqdplm 319 5 57 57 CD work_hn3zcuyx55c5hluvhowvnqdplm 319 6 Oracle Oracle NNP work_hn3zcuyx55c5hluvhowvnqdplm 319 7 SAIL SAIL NNP work_hn3zcuyx55c5hluvhowvnqdplm 319 8 # # $ work_hn3zcuyx55c5hluvhowvnqdplm 319 9 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 319 10 instruction instruction NN work_hn3zcuyx55c5hluvhowvnqdplm 319 11 sequences sequence VBZ work_hn3zcuyx55c5hluvhowvnqdplm 319 12 501 501 CD work_hn3zcuyx55c5hluvhowvnqdplm 319 13 706 706 CD work_hn3zcuyx55c5hluvhowvnqdplm 319 14 # # CD work_hn3zcuyx55c5hluvhowvnqdplm 319 15 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 319 16 instruction instruction NN work_hn3zcuyx55c5hluvhowvnqdplm 319 17 sequences sequence NNS work_hn3zcuyx55c5hluvhowvnqdplm 319 18 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 319 19 implicit implicit JJ work_hn3zcuyx55c5hluvhowvnqdplm 319 20 actions action NNS work_hn3zcuyx55c5hluvhowvnqdplm 319 21 431 431 CD work_hn3zcuyx55c5hluvhowvnqdplm 319 22 Total total JJ work_hn3zcuyx55c5hluvhowvnqdplm 319 23 # # $ work_hn3zcuyx55c5hluvhowvnqdplm 319 24 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 319 25 sentences sentence NNS work_hn3zcuyx55c5hluvhowvnqdplm 319 26 2679 2679 CD work_hn3zcuyx55c5hluvhowvnqdplm 319 27 3233 3233 CD work_hn3zcuyx55c5hluvhowvnqdplm 319 28 Avg Avg NNP work_hn3zcuyx55c5hluvhowvnqdplm 319 29 . . . work_hn3zcuyx55c5hluvhowvnqdplm 320 1 sentences sentence NNS work_hn3zcuyx55c5hluvhowvnqdplm 320 2 per per IN work_hn3zcuyx55c5hluvhowvnqdplm 320 3 sequence sequence NN work_hn3zcuyx55c5hluvhowvnqdplm 320 4 5.35 5.35 CD work_hn3zcuyx55c5hluvhowvnqdplm 320 5 4.61 4.61 CD work_hn3zcuyx55c5hluvhowvnqdplm 320 6 Avg Avg NNP work_hn3zcuyx55c5hluvhowvnqdplm 320 7 . . . work_hn3zcuyx55c5hluvhowvnqdplm 321 1 tokens token NNS work_hn3zcuyx55c5hluvhowvnqdplm 321 2 per per IN work_hn3zcuyx55c5hluvhowvnqdplm 321 3 sentence sentence NN work_hn3zcuyx55c5hluvhowvnqdplm 321 4 7.5 7.5 CD work_hn3zcuyx55c5hluvhowvnqdplm 321 5 7.94 7.94 CD work_hn3zcuyx55c5hluvhowvnqdplm 321 6 Vocabulary Vocabulary NNP work_hn3zcuyx55c5hluvhowvnqdplm 321 7 size size NN work_hn3zcuyx55c5hluvhowvnqdplm 321 8 373 373 CD work_hn3zcuyx55c5hluvhowvnqdplm 321 9 522 522 CD work_hn3zcuyx55c5hluvhowvnqdplm 321 10 Table table NN work_hn3zcuyx55c5hluvhowvnqdplm 321 11 1 1 CD work_hn3zcuyx55c5hluvhowvnqdplm 321 12 : : : work_hn3zcuyx55c5hluvhowvnqdplm 321 13 Corpora Corpora NNP work_hn3zcuyx55c5hluvhowvnqdplm 321 14 statistics statistic NNS work_hn3zcuyx55c5hluvhowvnqdplm 321 15 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 321 16 lower lower RBR work_hn3zcuyx55c5hluvhowvnqdplm 321 17 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 321 18 cased case VBN work_hn3zcuyx55c5hluvhowvnqdplm 321 19 data datum NNS work_hn3zcuyx55c5hluvhowvnqdplm 321 20 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 321 21 . . . work_hn3zcuyx55c5hluvhowvnqdplm 322 1 new new JJ work_hn3zcuyx55c5hluvhowvnqdplm 322 2 entry entry NN work_hn3zcuyx55c5hluvhowvnqdplm 322 3 per per IN work_hn3zcuyx55c5hluvhowvnqdplm 322 4 parse parse NN work_hn3zcuyx55c5hluvhowvnqdplm 322 5 , , , work_hn3zcuyx55c5hluvhowvnqdplm 322 6 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 322 7 create create VBP work_hn3zcuyx55c5hluvhowvnqdplm 322 8 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 322 9 conservative conservative NN work_hn3zcuyx55c5hluvhowvnqdplm 322 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 322 11 cas- cas- XX work_hn3zcuyx55c5hluvhowvnqdplm 322 12 cading cade VBG work_hn3zcuyx55c5hluvhowvnqdplm 322 13 effect effect NN work_hn3zcuyx55c5hluvhowvnqdplm 322 14 , , , work_hn3zcuyx55c5hluvhowvnqdplm 322 15 whereas whereas IN work_hn3zcuyx55c5hluvhowvnqdplm 322 16 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 322 17 lexical lexical JJ work_hn3zcuyx55c5hluvhowvnqdplm 322 18 entry entry NN work_hn3zcuyx55c5hluvhowvnqdplm 322 19 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 322 20 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 322 21 intro- intro- NN work_hn3zcuyx55c5hluvhowvnqdplm 322 22 duced duced JJ work_hn3zcuyx55c5hluvhowvnqdplm 322 23 opens open VBZ work_hn3zcuyx55c5hluvhowvnqdplm 322 24 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 322 25 way way NN work_hn3zcuyx55c5hluvhowvnqdplm 322 26 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 322 27 many many JJ work_hn3zcuyx55c5hluvhowvnqdplm 322 28 other other JJ work_hn3zcuyx55c5hluvhowvnqdplm 322 29 sentence sentence NN work_hn3zcuyx55c5hluvhowvnqdplm 322 30 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 322 31 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 322 32 parsed parse VBN work_hn3zcuyx55c5hluvhowvnqdplm 322 33 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 322 34 introduce introduce VB work_hn3zcuyx55c5hluvhowvnqdplm 322 35 new new JJ work_hn3zcuyx55c5hluvhowvnqdplm 322 36 lexical lexical JJ work_hn3zcuyx55c5hluvhowvnqdplm 322 37 entries entry NNS work_hn3zcuyx55c5hluvhowvnqdplm 322 38 . . . work_hn3zcuyx55c5hluvhowvnqdplm 323 1 Further- Further- NNP work_hn3zcuyx55c5hluvhowvnqdplm 323 2 more more RBR work_hn3zcuyx55c5hluvhowvnqdplm 323 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 323 4 grounded ground VBN work_hn3zcuyx55c5hluvhowvnqdplm 323 5 features feature NNS work_hn3zcuyx55c5hluvhowvnqdplm 323 6 improve improve VBP work_hn3zcuyx55c5hluvhowvnqdplm 323 7 parse parse NN work_hn3zcuyx55c5hluvhowvnqdplm 323 8 selection selection NN work_hn3zcuyx55c5hluvhowvnqdplm 323 9 , , , work_hn3zcuyx55c5hluvhowvnqdplm 323 10 thereby thereby RB work_hn3zcuyx55c5hluvhowvnqdplm 323 11 generating generate VBG work_hn3zcuyx55c5hluvhowvnqdplm 323 12 higher high JJR work_hn3zcuyx55c5hluvhowvnqdplm 323 13 quality quality NN work_hn3zcuyx55c5hluvhowvnqdplm 323 14 lexical lexical JJ work_hn3zcuyx55c5hluvhowvnqdplm 323 15 entries entry NNS work_hn3zcuyx55c5hluvhowvnqdplm 323 16 . . . work_hn3zcuyx55c5hluvhowvnqdplm 324 1 9 9 CD work_hn3zcuyx55c5hluvhowvnqdplm 324 2 Experimental Experimental NNP work_hn3zcuyx55c5hluvhowvnqdplm 324 3 Setup Setup NNP work_hn3zcuyx55c5hluvhowvnqdplm 324 4 Data datum NNS work_hn3zcuyx55c5hluvhowvnqdplm 324 5 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 324 6 evaluation evaluation NN work_hn3zcuyx55c5hluvhowvnqdplm 324 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 324 8 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 324 9 use use VBP work_hn3zcuyx55c5hluvhowvnqdplm 324 10 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 324 11 navigation navigation NN work_hn3zcuyx55c5hluvhowvnqdplm 324 12 task task NN work_hn3zcuyx55c5hluvhowvnqdplm 324 13 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 324 14 MacMahon MacMahon NNP work_hn3zcuyx55c5hluvhowvnqdplm 324 15 et et NNP work_hn3zcuyx55c5hluvhowvnqdplm 324 16 al al NNP work_hn3zcuyx55c5hluvhowvnqdplm 324 17 . . . work_hn3zcuyx55c5hluvhowvnqdplm 325 1 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 325 2 2006 2006 CD work_hn3zcuyx55c5hluvhowvnqdplm 325 3 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 325 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 325 5 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 325 6 includes include VBZ work_hn3zcuyx55c5hluvhowvnqdplm 325 7 three three CD work_hn3zcuyx55c5hluvhowvnqdplm 325 8 environments environment NNS work_hn3zcuyx55c5hluvhowvnqdplm 325 9 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 325 10 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 325 11 SAIL SAIL NNP work_hn3zcuyx55c5hluvhowvnqdplm 325 12 corpus corpus NN work_hn3zcuyx55c5hluvhowvnqdplm 325 13 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 325 14 instructions instruction NNS work_hn3zcuyx55c5hluvhowvnqdplm 325 15 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 325 16 follower follower NN work_hn3zcuyx55c5hluvhowvnqdplm 325 17 traces trace NNS work_hn3zcuyx55c5hluvhowvnqdplm 325 18 . . . work_hn3zcuyx55c5hluvhowvnqdplm 326 1 Chen Chen NNP work_hn3zcuyx55c5hluvhowvnqdplm 326 2 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 326 3 Mooney Mooney NNP work_hn3zcuyx55c5hluvhowvnqdplm 326 4 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 326 5 2011 2011 CD work_hn3zcuyx55c5hluvhowvnqdplm 326 6 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 326 7 seg- seg- NNS work_hn3zcuyx55c5hluvhowvnqdplm 326 8 mented mente VBD work_hn3zcuyx55c5hluvhowvnqdplm 326 9 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 326 10 data datum NNS work_hn3zcuyx55c5hluvhowvnqdplm 326 11 , , , work_hn3zcuyx55c5hluvhowvnqdplm 326 12 aligned align VBN work_hn3zcuyx55c5hluvhowvnqdplm 326 13 traces trace NNS work_hn3zcuyx55c5hluvhowvnqdplm 326 14 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 326 15 instructions instruction NNS work_hn3zcuyx55c5hluvhowvnqdplm 326 16 , , , work_hn3zcuyx55c5hluvhowvnqdplm 326 17 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 326 18 merged merge VBD work_hn3zcuyx55c5hluvhowvnqdplm 326 19 traces trace NNS work_hn3zcuyx55c5hluvhowvnqdplm 326 20 created create VBN work_hn3zcuyx55c5hluvhowvnqdplm 326 21 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 326 22 different different JJ work_hn3zcuyx55c5hluvhowvnqdplm 326 23 subjects subject NNS work_hn3zcuyx55c5hluvhowvnqdplm 326 24 . . . work_hn3zcuyx55c5hluvhowvnqdplm 327 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 327 2 corpus corpus NN work_hn3zcuyx55c5hluvhowvnqdplm 327 3 includes include VBZ work_hn3zcuyx55c5hluvhowvnqdplm 327 4 raw raw JJ work_hn3zcuyx55c5hluvhowvnqdplm 327 5 sentences sentence NNS work_hn3zcuyx55c5hluvhowvnqdplm 327 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 327 7 without without IN work_hn3zcuyx55c5hluvhowvnqdplm 327 8 any any DT work_hn3zcuyx55c5hluvhowvnqdplm 327 9 form form NN work_hn3zcuyx55c5hluvhowvnqdplm 327 10 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 327 11 linguistic linguistic JJ work_hn3zcuyx55c5hluvhowvnqdplm 327 12 annotation annotation NN work_hn3zcuyx55c5hluvhowvnqdplm 327 13 . . . work_hn3zcuyx55c5hluvhowvnqdplm 328 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 328 2 original original JJ work_hn3zcuyx55c5hluvhowvnqdplm 328 3 collection collection NN work_hn3zcuyx55c5hluvhowvnqdplm 328 4 pro- pro- NN work_hn3zcuyx55c5hluvhowvnqdplm 328 5 cess cess NN work_hn3zcuyx55c5hluvhowvnqdplm 328 6 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 328 7 MacMahon MacMahon NNP work_hn3zcuyx55c5hluvhowvnqdplm 328 8 et et NNP work_hn3zcuyx55c5hluvhowvnqdplm 328 9 al al NNP work_hn3zcuyx55c5hluvhowvnqdplm 328 10 . . NNP work_hn3zcuyx55c5hluvhowvnqdplm 328 11 , , , work_hn3zcuyx55c5hluvhowvnqdplm 328 12 2006 2006 CD work_hn3zcuyx55c5hluvhowvnqdplm 328 13 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 328 14 created create VBD work_hn3zcuyx55c5hluvhowvnqdplm 328 15 many many JJ work_hn3zcuyx55c5hluvhowvnqdplm 328 16 unin- unin- JJ work_hn3zcuyx55c5hluvhowvnqdplm 328 17 terpretable terpretable JJ work_hn3zcuyx55c5hluvhowvnqdplm 328 18 instructions instruction NNS work_hn3zcuyx55c5hluvhowvnqdplm 328 19 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 328 20 incorrect incorrect JJ work_hn3zcuyx55c5hluvhowvnqdplm 328 21 traces trace NNS work_hn3zcuyx55c5hluvhowvnqdplm 328 22 . . . work_hn3zcuyx55c5hluvhowvnqdplm 329 1 To to IN work_hn3zcuyx55c5hluvhowvnqdplm 329 2 fo- fo- DT work_hn3zcuyx55c5hluvhowvnqdplm 329 3 cus cus NN work_hn3zcuyx55c5hluvhowvnqdplm 329 4 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 329 5 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 329 6 learning learning NN work_hn3zcuyx55c5hluvhowvnqdplm 329 7 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 329 8 interpretation interpretation NN work_hn3zcuyx55c5hluvhowvnqdplm 329 9 tasks task NNS work_hn3zcuyx55c5hluvhowvnqdplm 329 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 329 11 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 329 12 also also RB work_hn3zcuyx55c5hluvhowvnqdplm 329 13 created create VBD work_hn3zcuyx55c5hluvhowvnqdplm 329 14 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 329 15 new new JJ work_hn3zcuyx55c5hluvhowvnqdplm 329 16 dataset dataset NN work_hn3zcuyx55c5hluvhowvnqdplm 329 17 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 329 18 includes include VBZ work_hn3zcuyx55c5hluvhowvnqdplm 329 19 only only RB work_hn3zcuyx55c5hluvhowvnqdplm 329 20 accurate accurate JJ work_hn3zcuyx55c5hluvhowvnqdplm 329 21 in- in- JJ work_hn3zcuyx55c5hluvhowvnqdplm 329 22 structions struction NNS work_hn3zcuyx55c5hluvhowvnqdplm 329 23 labeled label VBN work_hn3zcuyx55c5hluvhowvnqdplm 329 24 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 329 25 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 329 26 single single JJ work_hn3zcuyx55c5hluvhowvnqdplm 329 27 , , , work_hn3zcuyx55c5hluvhowvnqdplm 329 28 correct correct JJ work_hn3zcuyx55c5hluvhowvnqdplm 329 29 execution execution NN work_hn3zcuyx55c5hluvhowvnqdplm 329 30 trace trace NN work_hn3zcuyx55c5hluvhowvnqdplm 329 31 . . . work_hn3zcuyx55c5hluvhowvnqdplm 330 1 From from IN work_hn3zcuyx55c5hluvhowvnqdplm 330 2 this this DT work_hn3zcuyx55c5hluvhowvnqdplm 330 3 oracle oracle NN work_hn3zcuyx55c5hluvhowvnqdplm 330 4 corpus corpus NN work_hn3zcuyx55c5hluvhowvnqdplm 330 5 , , , work_hn3zcuyx55c5hluvhowvnqdplm 330 6 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 330 7 randomly randomly RB work_hn3zcuyx55c5hluvhowvnqdplm 330 8 sam- sam- RB work_hn3zcuyx55c5hluvhowvnqdplm 330 9 pled plead VBD work_hn3zcuyx55c5hluvhowvnqdplm 330 10 164 164 CD work_hn3zcuyx55c5hluvhowvnqdplm 330 11 instruction instruction NN work_hn3zcuyx55c5hluvhowvnqdplm 330 12 sequences sequence NNS work_hn3zcuyx55c5hluvhowvnqdplm 330 13 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 330 14 816 816 CD work_hn3zcuyx55c5hluvhowvnqdplm 330 15 sentences sentence NNS work_hn3zcuyx55c5hluvhowvnqdplm 330 16 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 330 17 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 330 18 evaluation evaluation NN work_hn3zcuyx55c5hluvhowvnqdplm 330 19 , , , work_hn3zcuyx55c5hluvhowvnqdplm 330 20 leaving leave VBG work_hn3zcuyx55c5hluvhowvnqdplm 330 21 337 337 CD work_hn3zcuyx55c5hluvhowvnqdplm 330 22 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 330 23 1863 1863 CD work_hn3zcuyx55c5hluvhowvnqdplm 330 24 sentences sentence NNS work_hn3zcuyx55c5hluvhowvnqdplm 330 25 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 330 26 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 330 27 train- train- NN work_hn3zcuyx55c5hluvhowvnqdplm 330 28 ing ing NNP work_hn3zcuyx55c5hluvhowvnqdplm 330 29 . . . work_hn3zcuyx55c5hluvhowvnqdplm 331 1 This this DT work_hn3zcuyx55c5hluvhowvnqdplm 331 2 simple simple JJ work_hn3zcuyx55c5hluvhowvnqdplm 331 3 effort effort NN work_hn3zcuyx55c5hluvhowvnqdplm 331 4 will will MD work_hn3zcuyx55c5hluvhowvnqdplm 331 5 allow allow VB work_hn3zcuyx55c5hluvhowvnqdplm 331 6 us -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 331 7 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 331 8 measure measure VB work_hn3zcuyx55c5hluvhowvnqdplm 331 9 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 331 10 effects effect NNS work_hn3zcuyx55c5hluvhowvnqdplm 331 11 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 331 12 noise noise NN work_hn3zcuyx55c5hluvhowvnqdplm 331 13 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 331 14 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 331 15 learning learning NN work_hn3zcuyx55c5hluvhowvnqdplm 331 16 approach approach NN work_hn3zcuyx55c5hluvhowvnqdplm 331 17 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 331 18 pro- pro- NN work_hn3zcuyx55c5hluvhowvnqdplm 331 19 vides vide VBZ work_hn3zcuyx55c5hluvhowvnqdplm 331 20 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 331 21 resource resource NN work_hn3zcuyx55c5hluvhowvnqdplm 331 22 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 331 23 building build VBG work_hn3zcuyx55c5hluvhowvnqdplm 331 24 more more RBR work_hn3zcuyx55c5hluvhowvnqdplm 331 25 accurate accurate JJ work_hn3zcuyx55c5hluvhowvnqdplm 331 26 algo- algo- XX work_hn3zcuyx55c5hluvhowvnqdplm 331 27 rithms rithms NNP work_hn3zcuyx55c5hluvhowvnqdplm 331 28 . . . work_hn3zcuyx55c5hluvhowvnqdplm 332 1 Table table NN work_hn3zcuyx55c5hluvhowvnqdplm 332 2 1 1 CD work_hn3zcuyx55c5hluvhowvnqdplm 332 3 compares compare VBZ work_hn3zcuyx55c5hluvhowvnqdplm 332 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 332 5 two two CD work_hn3zcuyx55c5hluvhowvnqdplm 332 6 sets set NNS work_hn3zcuyx55c5hluvhowvnqdplm 332 7 . . . work_hn3zcuyx55c5hluvhowvnqdplm 333 1 Features Features NNP work_hn3zcuyx55c5hluvhowvnqdplm 333 2 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 333 3 Parser Parser NNP work_hn3zcuyx55c5hluvhowvnqdplm 333 4 Following Following NNP work_hn3zcuyx55c5hluvhowvnqdplm 333 5 Zettlemoyer Zettlemoyer NNP work_hn3zcuyx55c5hluvhowvnqdplm 333 6 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 333 7 Collins Collins NNP work_hn3zcuyx55c5hluvhowvnqdplm 333 8 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 333 9 2005 2005 CD work_hn3zcuyx55c5hluvhowvnqdplm 333 10 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 333 11 , , , work_hn3zcuyx55c5hluvhowvnqdplm 333 12 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 333 13 use use VBP work_hn3zcuyx55c5hluvhowvnqdplm 333 14 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 333 15 CKY CKY NNP work_hn3zcuyx55c5hluvhowvnqdplm 333 16 parser parser NN work_hn3zcuyx55c5hluvhowvnqdplm 333 17 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 333 18 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 333 19 beam beam NN work_hn3zcuyx55c5hluvhowvnqdplm 333 20 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 333 21 k. k. NN work_hn3zcuyx55c5hluvhowvnqdplm 333 22 To to TO work_hn3zcuyx55c5hluvhowvnqdplm 333 23 boost boost VB work_hn3zcuyx55c5hluvhowvnqdplm 333 24 recall recall NN work_hn3zcuyx55c5hluvhowvnqdplm 333 25 , , , work_hn3zcuyx55c5hluvhowvnqdplm 333 26 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 333 27 adopt adopt VBP work_hn3zcuyx55c5hluvhowvnqdplm 333 28 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 333 29 two two CD work_hn3zcuyx55c5hluvhowvnqdplm 333 30 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 333 31 pass pass NN work_hn3zcuyx55c5hluvhowvnqdplm 333 32 strategy strategy NN work_hn3zcuyx55c5hluvhowvnqdplm 333 33 , , , work_hn3zcuyx55c5hluvhowvnqdplm 333 34 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 333 35 allows allow VBZ work_hn3zcuyx55c5hluvhowvnqdplm 333 36 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 333 37 word word NN work_hn3zcuyx55c5hluvhowvnqdplm 333 38 skipping skipping NN work_hn3zcuyx55c5hluvhowvnqdplm 333 39 if if IN work_hn3zcuyx55c5hluvhowvnqdplm 333 40 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 333 41 initial initial JJ work_hn3zcuyx55c5hluvhowvnqdplm 333 42 parse parse NN work_hn3zcuyx55c5hluvhowvnqdplm 333 43 fails fail VBZ work_hn3zcuyx55c5hluvhowvnqdplm 333 44 . . . work_hn3zcuyx55c5hluvhowvnqdplm 334 1 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 334 2 use use VBP work_hn3zcuyx55c5hluvhowvnqdplm 334 3 features feature NNS work_hn3zcuyx55c5hluvhowvnqdplm 334 4 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 334 5 indicate indicate VBP work_hn3zcuyx55c5hluvhowvnqdplm 334 6 usage usage NN work_hn3zcuyx55c5hluvhowvnqdplm 334 7 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 334 8 lexical lexical JJ work_hn3zcuyx55c5hluvhowvnqdplm 334 9 entries entry NNS work_hn3zcuyx55c5hluvhowvnqdplm 334 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 334 11 templates template NNS work_hn3zcuyx55c5hluvhowvnqdplm 334 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 334 13 lexemes lexeme NNS work_hn3zcuyx55c5hluvhowvnqdplm 334 14 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 334 15 type type NN work_hn3zcuyx55c5hluvhowvnqdplm 334 16 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 334 17 raising raise VBG work_hn3zcuyx55c5hluvhowvnqdplm 334 18 rules rule NNS work_hn3zcuyx55c5hluvhowvnqdplm 334 19 , , , work_hn3zcuyx55c5hluvhowvnqdplm 334 20 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 334 21 described describe VBN work_hn3zcuyx55c5hluvhowvnqdplm 334 22 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 334 23 Section Section NNP work_hn3zcuyx55c5hluvhowvnqdplm 334 24 6.3 6.3 CD work_hn3zcuyx55c5hluvhowvnqdplm 334 25 , , , work_hn3zcuyx55c5hluvhowvnqdplm 334 26 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 334 27 repetitions repetition NNS work_hn3zcuyx55c5hluvhowvnqdplm 334 28 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 334 29 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 334 30 coordinations coordination NNS work_hn3zcuyx55c5hluvhowvnqdplm 334 31 . . . work_hn3zcuyx55c5hluvhowvnqdplm 335 1 Finally finally RB work_hn3zcuyx55c5hluvhowvnqdplm 335 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 335 3 during during IN work_hn3zcuyx55c5hluvhowvnqdplm 335 4 joint joint JJ work_hn3zcuyx55c5hluvhowvnqdplm 335 5 parsing parsing NN work_hn3zcuyx55c5hluvhowvnqdplm 335 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 335 7 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 335 8 con- con- NNP work_hn3zcuyx55c5hluvhowvnqdplm 335 9 sider sider VBP work_hn3zcuyx55c5hluvhowvnqdplm 335 10 only only RB work_hn3zcuyx55c5hluvhowvnqdplm 335 11 parses parse NNS work_hn3zcuyx55c5hluvhowvnqdplm 335 12 executable executable JJ work_hn3zcuyx55c5hluvhowvnqdplm 335 13 at at IN work_hn3zcuyx55c5hluvhowvnqdplm 335 14 si si NN work_hn3zcuyx55c5hluvhowvnqdplm 335 15 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 335 16 complete complete JJ work_hn3zcuyx55c5hluvhowvnqdplm 335 17 . . . work_hn3zcuyx55c5hluvhowvnqdplm 336 1 Seed Seed NNP work_hn3zcuyx55c5hluvhowvnqdplm 336 2 Lexicon Lexicon NNP work_hn3zcuyx55c5hluvhowvnqdplm 336 3 To to TO work_hn3zcuyx55c5hluvhowvnqdplm 336 4 construct construct VB work_hn3zcuyx55c5hluvhowvnqdplm 336 5 our -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 336 6 seed seed NN work_hn3zcuyx55c5hluvhowvnqdplm 336 7 lexicon lexicon NN work_hn3zcuyx55c5hluvhowvnqdplm 336 8 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 336 9 la- la- VBP work_hn3zcuyx55c5hluvhowvnqdplm 336 10 beled bele VBD work_hn3zcuyx55c5hluvhowvnqdplm 336 11 12 12 CD work_hn3zcuyx55c5hluvhowvnqdplm 336 12 instruction instruction NN work_hn3zcuyx55c5hluvhowvnqdplm 336 13 sequences sequence NNS work_hn3zcuyx55c5hluvhowvnqdplm 336 14 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 336 15 141 141 CD work_hn3zcuyx55c5hluvhowvnqdplm 336 16 lexical lexical JJ work_hn3zcuyx55c5hluvhowvnqdplm 336 17 en- en- IN work_hn3zcuyx55c5hluvhowvnqdplm 336 18 Single Single NNP work_hn3zcuyx55c5hluvhowvnqdplm 336 19 Sentence Sentence NNP work_hn3zcuyx55c5hluvhowvnqdplm 336 20 Sequence Sequence NNP work_hn3zcuyx55c5hluvhowvnqdplm 336 21 Final Final NNP work_hn3zcuyx55c5hluvhowvnqdplm 336 22 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 336 23 validation validation NN work_hn3zcuyx55c5hluvhowvnqdplm 336 24 Complete complete JJ work_hn3zcuyx55c5hluvhowvnqdplm 336 25 system system NN work_hn3zcuyx55c5hluvhowvnqdplm 336 26 81.98 81.98 CD work_hn3zcuyx55c5hluvhowvnqdplm 336 27 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 336 28 2.33 2.33 CD work_hn3zcuyx55c5hluvhowvnqdplm 336 29 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 336 30 59.32 59.32 CD work_hn3zcuyx55c5hluvhowvnqdplm 336 31 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 336 32 6.66 6.66 CD work_hn3zcuyx55c5hluvhowvnqdplm 336 33 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 336 34 No no DT work_hn3zcuyx55c5hluvhowvnqdplm 336 35 implicit implicit JJ work_hn3zcuyx55c5hluvhowvnqdplm 336 36 actions action NNS work_hn3zcuyx55c5hluvhowvnqdplm 336 37 77.7 77.7 CD work_hn3zcuyx55c5hluvhowvnqdplm 336 38 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 336 39 3.7 3.7 CD work_hn3zcuyx55c5hluvhowvnqdplm 336 40 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 336 41 38.46 38.46 CD work_hn3zcuyx55c5hluvhowvnqdplm 336 42 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 336 43 1.12 1.12 CD work_hn3zcuyx55c5hluvhowvnqdplm 336 44 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 336 45 No no DT work_hn3zcuyx55c5hluvhowvnqdplm 336 46 joint joint JJ work_hn3zcuyx55c5hluvhowvnqdplm 336 47 execution execution NN work_hn3zcuyx55c5hluvhowvnqdplm 336 48 73.27 73.27 CD work_hn3zcuyx55c5hluvhowvnqdplm 336 49 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 336 50 3.98 3.98 CD work_hn3zcuyx55c5hluvhowvnqdplm 336 51 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 336 52 31.51 31.51 CD work_hn3zcuyx55c5hluvhowvnqdplm 336 53 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 336 54 6.66 6.66 CD work_hn3zcuyx55c5hluvhowvnqdplm 336 55 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 336 56 Trace trace NN work_hn3zcuyx55c5hluvhowvnqdplm 336 57 validation validation NN work_hn3zcuyx55c5hluvhowvnqdplm 336 58 Complete complete JJ work_hn3zcuyx55c5hluvhowvnqdplm 336 59 system system NN work_hn3zcuyx55c5hluvhowvnqdplm 336 60 82.74 82.74 CD work_hn3zcuyx55c5hluvhowvnqdplm 336 61 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 336 62 2.53 2.53 CD work_hn3zcuyx55c5hluvhowvnqdplm 336 63 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 336 64 58.95 58.95 CD work_hn3zcuyx55c5hluvhowvnqdplm 336 65 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 336 66 6.88 6.88 CD work_hn3zcuyx55c5hluvhowvnqdplm 336 67 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 336 68 No no DT work_hn3zcuyx55c5hluvhowvnqdplm 336 69 implicit implicit JJ work_hn3zcuyx55c5hluvhowvnqdplm 336 70 actions action NNS work_hn3zcuyx55c5hluvhowvnqdplm 336 71 77.64 77.64 CD work_hn3zcuyx55c5hluvhowvnqdplm 336 72 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 336 73 3.46 3.46 CD work_hn3zcuyx55c5hluvhowvnqdplm 336 74 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 336 75 38.34 38.34 CD work_hn3zcuyx55c5hluvhowvnqdplm 336 76 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 336 77 6.23 6.23 CD work_hn3zcuyx55c5hluvhowvnqdplm 336 78 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 336 79 No no DT work_hn3zcuyx55c5hluvhowvnqdplm 336 80 joint joint JJ work_hn3zcuyx55c5hluvhowvnqdplm 336 81 execution execution NN work_hn3zcuyx55c5hluvhowvnqdplm 336 82 72.85 72.85 CD work_hn3zcuyx55c5hluvhowvnqdplm 336 83 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 336 84 4.73 4.73 CD work_hn3zcuyx55c5hluvhowvnqdplm 336 85 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 336 86 30.89 30.89 CD work_hn3zcuyx55c5hluvhowvnqdplm 336 87 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 336 88 6.08 6.08 CD work_hn3zcuyx55c5hluvhowvnqdplm 336 89 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 336 90 Table table NN work_hn3zcuyx55c5hluvhowvnqdplm 336 91 2 2 CD work_hn3zcuyx55c5hluvhowvnqdplm 336 92 : : : work_hn3zcuyx55c5hluvhowvnqdplm 336 93 Cross cross NN work_hn3zcuyx55c5hluvhowvnqdplm 336 94 - - JJ work_hn3zcuyx55c5hluvhowvnqdplm 336 95 validation validation JJ work_hn3zcuyx55c5hluvhowvnqdplm 336 96 development development NN work_hn3zcuyx55c5hluvhowvnqdplm 336 97 accuracy accuracy NN work_hn3zcuyx55c5hluvhowvnqdplm 336 98 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 336 99 standard standard JJ work_hn3zcuyx55c5hluvhowvnqdplm 336 100 deviation deviation NN work_hn3zcuyx55c5hluvhowvnqdplm 336 101 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 336 102 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 336 103 oracle oracle NN work_hn3zcuyx55c5hluvhowvnqdplm 336 104 corpus corpus NN work_hn3zcuyx55c5hluvhowvnqdplm 336 105 . . . work_hn3zcuyx55c5hluvhowvnqdplm 337 1 tries try NNS work_hn3zcuyx55c5hluvhowvnqdplm 337 2 . . . work_hn3zcuyx55c5hluvhowvnqdplm 338 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 338 2 sequences sequence NNS work_hn3zcuyx55c5hluvhowvnqdplm 338 3 were be VBD work_hn3zcuyx55c5hluvhowvnqdplm 338 4 randomly randomly RB work_hn3zcuyx55c5hluvhowvnqdplm 338 5 selected select VBN work_hn3zcuyx55c5hluvhowvnqdplm 338 6 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 338 7 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 338 8 training training NN work_hn3zcuyx55c5hluvhowvnqdplm 338 9 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 338 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 338 11 so so IN work_hn3zcuyx55c5hluvhowvnqdplm 338 12 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 338 13 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 338 14 include include VB work_hn3zcuyx55c5hluvhowvnqdplm 338 15 two two CD work_hn3zcuyx55c5hluvhowvnqdplm 338 16 sequences sequence NNS work_hn3zcuyx55c5hluvhowvnqdplm 338 17 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 338 18 each each DT work_hn3zcuyx55c5hluvhowvnqdplm 338 19 participant participant NN work_hn3zcuyx55c5hluvhowvnqdplm 338 20 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 338 21 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 338 22 original original JJ work_hn3zcuyx55c5hluvhowvnqdplm 338 23 experiment experiment NN work_hn3zcuyx55c5hluvhowvnqdplm 338 24 . . . work_hn3zcuyx55c5hluvhowvnqdplm 339 1 Fig- Fig- NNP work_hn3zcuyx55c5hluvhowvnqdplm 339 2 ures ures NNP work_hn3zcuyx55c5hluvhowvnqdplm 339 3 3 3 CD work_hn3zcuyx55c5hluvhowvnqdplm 339 4 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 339 5 4 4 CD work_hn3zcuyx55c5hluvhowvnqdplm 339 6 include include VBP work_hn3zcuyx55c5hluvhowvnqdplm 339 7 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 339 8 sample sample NN work_hn3zcuyx55c5hluvhowvnqdplm 339 9 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 339 10 our -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 339 11 seed seed NN work_hn3zcuyx55c5hluvhowvnqdplm 339 12 lexicon lexicon NN work_hn3zcuyx55c5hluvhowvnqdplm 339 13 . . . work_hn3zcuyx55c5hluvhowvnqdplm 340 1 Initialization initialization NN work_hn3zcuyx55c5hluvhowvnqdplm 340 2 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 340 3 Parameters Parameters NNPS work_hn3zcuyx55c5hluvhowvnqdplm 340 4 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 340 5 set set VBD work_hn3zcuyx55c5hluvhowvnqdplm 340 6 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 340 7 weight weight NN work_hn3zcuyx55c5hluvhowvnqdplm 340 8 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 340 9 each each DT work_hn3zcuyx55c5hluvhowvnqdplm 340 10 template template NN work_hn3zcuyx55c5hluvhowvnqdplm 340 11 indicator indicator NN work_hn3zcuyx55c5hluvhowvnqdplm 340 12 feature feature NN work_hn3zcuyx55c5hluvhowvnqdplm 340 13 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 340 14 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 340 15 number number NN work_hn3zcuyx55c5hluvhowvnqdplm 340 16 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 340 17 times time NNS work_hn3zcuyx55c5hluvhowvnqdplm 340 18 it -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 340 19 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 340 20 used use VBN work_hn3zcuyx55c5hluvhowvnqdplm 340 21 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 340 22 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 340 23 seed seed NN work_hn3zcuyx55c5hluvhowvnqdplm 340 24 lexicon lexicon NN work_hn3zcuyx55c5hluvhowvnqdplm 340 25 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 340 26 each each DT work_hn3zcuyx55c5hluvhowvnqdplm 340 27 repeti- repeti- VBN work_hn3zcuyx55c5hluvhowvnqdplm 340 28 tion tion NN work_hn3zcuyx55c5hluvhowvnqdplm 340 29 feature feature NN work_hn3zcuyx55c5hluvhowvnqdplm 340 30 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 340 31 -10 -10 NNP work_hn3zcuyx55c5hluvhowvnqdplm 340 32 . . . work_hn3zcuyx55c5hluvhowvnqdplm 341 1 Learning learning NN work_hn3zcuyx55c5hluvhowvnqdplm 341 2 parameters parameter NNS work_hn3zcuyx55c5hluvhowvnqdplm 341 3 were be VBD work_hn3zcuyx55c5hluvhowvnqdplm 341 4 tuned tune VBN work_hn3zcuyx55c5hluvhowvnqdplm 341 5 using use VBG work_hn3zcuyx55c5hluvhowvnqdplm 341 6 cross cross NN work_hn3zcuyx55c5hluvhowvnqdplm 341 7 - - NN work_hn3zcuyx55c5hluvhowvnqdplm 341 8 validation validation NN work_hn3zcuyx55c5hluvhowvnqdplm 341 9 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 341 10 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 341 11 training training NN work_hn3zcuyx55c5hluvhowvnqdplm 341 12 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 341 13 : : : work_hn3zcuyx55c5hluvhowvnqdplm 341 14 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 341 15 mar- mar- NNP work_hn3zcuyx55c5hluvhowvnqdplm 341 16 gin gin NNP work_hn3zcuyx55c5hluvhowvnqdplm 341 17 δ δ NNP work_hn3zcuyx55c5hluvhowvnqdplm 341 18 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 341 19 set set VBN work_hn3zcuyx55c5hluvhowvnqdplm 341 20 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 341 21 1 1 CD work_hn3zcuyx55c5hluvhowvnqdplm 341 22 , , , work_hn3zcuyx55c5hluvhowvnqdplm 341 23 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 341 24 GENLEX GENLEX NNP work_hn3zcuyx55c5hluvhowvnqdplm 341 25 margin margin NN work_hn3zcuyx55c5hluvhowvnqdplm 341 26 δL δL NNP work_hn3zcuyx55c5hluvhowvnqdplm 341 27 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 341 28 set set VBN work_hn3zcuyx55c5hluvhowvnqdplm 341 29 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 341 30 2 2 CD work_hn3zcuyx55c5hluvhowvnqdplm 341 31 , , , work_hn3zcuyx55c5hluvhowvnqdplm 341 32 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 341 33 use use VBP work_hn3zcuyx55c5hluvhowvnqdplm 341 34 6 6 CD work_hn3zcuyx55c5hluvhowvnqdplm 341 35 iterations iteration NNS work_hn3zcuyx55c5hluvhowvnqdplm 341 36 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 341 37 8 8 CD work_hn3zcuyx55c5hluvhowvnqdplm 341 38 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 341 39 experiments experiment NNS work_hn3zcuyx55c5hluvhowvnqdplm 341 40 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 341 41 SAIL SAIL NNP work_hn3zcuyx55c5hluvhowvnqdplm 341 42 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 341 43 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 341 44 take take VB work_hn3zcuyx55c5hluvhowvnqdplm 341 45 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 341 46 250 250 CD work_hn3zcuyx55c5hluvhowvnqdplm 341 47 top top JJ work_hn3zcuyx55c5hluvhowvnqdplm 341 48 parses parse NNS work_hn3zcuyx55c5hluvhowvnqdplm 341 49 during during IN work_hn3zcuyx55c5hluvhowvnqdplm 341 50 lexical lexical JJ work_hn3zcuyx55c5hluvhowvnqdplm 341 51 genera- genera- NNP work_hn3zcuyx55c5hluvhowvnqdplm 341 52 tion tion NNP work_hn3zcuyx55c5hluvhowvnqdplm 341 53 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 341 54 step step NN work_hn3zcuyx55c5hluvhowvnqdplm 341 55 1 1 CD work_hn3zcuyx55c5hluvhowvnqdplm 341 56 , , , work_hn3zcuyx55c5hluvhowvnqdplm 341 57 Figure Figure NNP work_hn3zcuyx55c5hluvhowvnqdplm 341 58 5 5 CD work_hn3zcuyx55c5hluvhowvnqdplm 341 59 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 341 60 . . . work_hn3zcuyx55c5hluvhowvnqdplm 342 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 342 2 parameter parameter NN work_hn3zcuyx55c5hluvhowvnqdplm 342 3 update update NN work_hn3zcuyx55c5hluvhowvnqdplm 342 4 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 342 5 step step NN work_hn3zcuyx55c5hluvhowvnqdplm 342 6 2 2 CD work_hn3zcuyx55c5hluvhowvnqdplm 342 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 342 8 Figure Figure NNP work_hn3zcuyx55c5hluvhowvnqdplm 342 9 5 5 CD work_hn3zcuyx55c5hluvhowvnqdplm 342 10 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 342 11 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 342 12 use use VBP work_hn3zcuyx55c5hluvhowvnqdplm 342 13 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 342 14 parser parser NN work_hn3zcuyx55c5hluvhowvnqdplm 342 15 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 342 16 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 342 17 beam beam NN work_hn3zcuyx55c5hluvhowvnqdplm 342 18 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 342 19 100 100 CD work_hn3zcuyx55c5hluvhowvnqdplm 342 20 . . . work_hn3zcuyx55c5hluvhowvnqdplm 343 1 GENLEX GENLEX NNP work_hn3zcuyx55c5hluvhowvnqdplm 343 2 generates generate VBZ work_hn3zcuyx55c5hluvhowvnqdplm 343 3 lexical lexical JJ work_hn3zcuyx55c5hluvhowvnqdplm 343 4 entries entry NNS work_hn3zcuyx55c5hluvhowvnqdplm 343 5 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 343 6 token token JJ work_hn3zcuyx55c5hluvhowvnqdplm 343 7 se- se- NN work_hn3zcuyx55c5hluvhowvnqdplm 343 8 quences quence NNS work_hn3zcuyx55c5hluvhowvnqdplm 343 9 up up RP work_hn3zcuyx55c5hluvhowvnqdplm 343 10 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 343 11 length length NN work_hn3zcuyx55c5hluvhowvnqdplm 343 12 4 4 CD work_hn3zcuyx55c5hluvhowvnqdplm 343 13 . . . work_hn3zcuyx55c5hluvhowvnqdplm 343 14 ks ks NNP work_hn3zcuyx55c5hluvhowvnqdplm 343 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 343 16 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 343 17 instruction instruction NN work_hn3zcuyx55c5hluvhowvnqdplm 343 18 sequence sequence NN work_hn3zcuyx55c5hluvhowvnqdplm 343 19 execution execution NN work_hn3zcuyx55c5hluvhowvnqdplm 343 20 beam beam NN work_hn3zcuyx55c5hluvhowvnqdplm 343 21 , , , work_hn3zcuyx55c5hluvhowvnqdplm 343 22 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 343 23 set set VBN work_hn3zcuyx55c5hluvhowvnqdplm 343 24 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 343 25 10 10 CD work_hn3zcuyx55c5hluvhowvnqdplm 343 26 . . . work_hn3zcuyx55c5hluvhowvnqdplm 344 1 Finally finally RB work_hn3zcuyx55c5hluvhowvnqdplm 344 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 344 3 kI kI NNP work_hn3zcuyx55c5hluvhowvnqdplm 344 4 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 344 5 set set VBN work_hn3zcuyx55c5hluvhowvnqdplm 344 6 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 344 7 2 2 CD work_hn3zcuyx55c5hluvhowvnqdplm 344 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 344 9 allowing allow VBG work_hn3zcuyx55c5hluvhowvnqdplm 344 10 up up IN work_hn3zcuyx55c5hluvhowvnqdplm 344 11 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 344 12 two two CD work_hn3zcuyx55c5hluvhowvnqdplm 344 13 implicit implicit JJ work_hn3zcuyx55c5hluvhowvnqdplm 344 14 action action NN work_hn3zcuyx55c5hluvhowvnqdplm 344 15 sequences sequence NNS work_hn3zcuyx55c5hluvhowvnqdplm 344 16 per per IN work_hn3zcuyx55c5hluvhowvnqdplm 344 17 explicit explicit JJ work_hn3zcuyx55c5hluvhowvnqdplm 344 18 one one CD work_hn3zcuyx55c5hluvhowvnqdplm 344 19 . . . work_hn3zcuyx55c5hluvhowvnqdplm 345 1 Evaluation Evaluation NNP work_hn3zcuyx55c5hluvhowvnqdplm 345 2 Metrics Metrics NNP work_hn3zcuyx55c5hluvhowvnqdplm 345 3 To to TO work_hn3zcuyx55c5hluvhowvnqdplm 345 4 evaluate evaluate VB work_hn3zcuyx55c5hluvhowvnqdplm 345 5 single single JJ work_hn3zcuyx55c5hluvhowvnqdplm 345 6 instruc- instruc- NN work_hn3zcuyx55c5hluvhowvnqdplm 345 7 tions tion NNS work_hn3zcuyx55c5hluvhowvnqdplm 345 8 x x NNPS work_hn3zcuyx55c5hluvhowvnqdplm 345 9 , , , work_hn3zcuyx55c5hluvhowvnqdplm 345 10 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 345 11 compare compare VBP work_hn3zcuyx55c5hluvhowvnqdplm 345 12 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 345 13 agent agent NN work_hn3zcuyx55c5hluvhowvnqdplm 345 14 ’s ’s POS work_hn3zcuyx55c5hluvhowvnqdplm 345 15 end end NN work_hn3zcuyx55c5hluvhowvnqdplm 345 16 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 345 17 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 345 18 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 345 19 labeled label VBN work_hn3zcuyx55c5hluvhowvnqdplm 345 20 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 345 21 s′ s′ NN work_hn3zcuyx55c5hluvhowvnqdplm 345 22 , , , work_hn3zcuyx55c5hluvhowvnqdplm 345 23 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 345 24 described describe VBN work_hn3zcuyx55c5hluvhowvnqdplm 345 25 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 345 26 Section section NN work_hn3zcuyx55c5hluvhowvnqdplm 345 27 2 2 CD work_hn3zcuyx55c5hluvhowvnqdplm 345 28 . . . work_hn3zcuyx55c5hluvhowvnqdplm 346 1 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 346 2 use use VBP work_hn3zcuyx55c5hluvhowvnqdplm 346 3 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 346 4 similar similar JJ work_hn3zcuyx55c5hluvhowvnqdplm 346 5 method method NN work_hn3zcuyx55c5hluvhowvnqdplm 346 6 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 346 7 evaluate evaluate VB work_hn3zcuyx55c5hluvhowvnqdplm 346 8 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 346 9 execution execution NN work_hn3zcuyx55c5hluvhowvnqdplm 346 10 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 346 11 instruction instruction NN work_hn3zcuyx55c5hluvhowvnqdplm 346 12 se- se- NN work_hn3zcuyx55c5hluvhowvnqdplm 346 13 quences quence NNS work_hn3zcuyx55c5hluvhowvnqdplm 346 14 ~x ~x NNP work_hn3zcuyx55c5hluvhowvnqdplm 346 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 346 16 but but CC work_hn3zcuyx55c5hluvhowvnqdplm 346 17 disregard disregard VB work_hn3zcuyx55c5hluvhowvnqdplm 346 18 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 346 19 orientation orientation NN work_hn3zcuyx55c5hluvhowvnqdplm 346 20 , , , work_hn3zcuyx55c5hluvhowvnqdplm 346 21 since since IN work_hn3zcuyx55c5hluvhowvnqdplm 346 22 end end NN work_hn3zcuyx55c5hluvhowvnqdplm 346 23 goals goal NNS work_hn3zcuyx55c5hluvhowvnqdplm 346 24 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 346 25 MacMahon MacMahon NNP work_hn3zcuyx55c5hluvhowvnqdplm 346 26 et et NNP work_hn3zcuyx55c5hluvhowvnqdplm 346 27 al al NNP work_hn3zcuyx55c5hluvhowvnqdplm 346 28 . . . work_hn3zcuyx55c5hluvhowvnqdplm 347 1 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 347 2 2006 2006 CD work_hn3zcuyx55c5hluvhowvnqdplm 347 3 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 347 4 are be VBP work_hn3zcuyx55c5hluvhowvnqdplm 347 5 defined define VBN work_hn3zcuyx55c5hluvhowvnqdplm 347 6 with- with- NN work_hn3zcuyx55c5hluvhowvnqdplm 347 7 out out RB work_hn3zcuyx55c5hluvhowvnqdplm 347 8 orientation orientation NN work_hn3zcuyx55c5hluvhowvnqdplm 347 9 . . . work_hn3zcuyx55c5hluvhowvnqdplm 348 1 When when WRB work_hn3zcuyx55c5hluvhowvnqdplm 348 2 evaluating evaluate VBG work_hn3zcuyx55c5hluvhowvnqdplm 348 3 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 348 4 forms form NNS work_hn3zcuyx55c5hluvhowvnqdplm 348 5 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 348 6 measure measure VBP work_hn3zcuyx55c5hluvhowvnqdplm 348 7 exact exact JJ work_hn3zcuyx55c5hluvhowvnqdplm 348 8 match match NN work_hn3zcuyx55c5hluvhowvnqdplm 348 9 accuracy accuracy NN work_hn3zcuyx55c5hluvhowvnqdplm 348 10 . . . work_hn3zcuyx55c5hluvhowvnqdplm 349 1 10 10 CD work_hn3zcuyx55c5hluvhowvnqdplm 349 2 Results result NNS work_hn3zcuyx55c5hluvhowvnqdplm 349 3 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 349 4 repeated repeat VBD work_hn3zcuyx55c5hluvhowvnqdplm 349 5 each each DT work_hn3zcuyx55c5hluvhowvnqdplm 349 6 experiment experiment NN work_hn3zcuyx55c5hluvhowvnqdplm 349 7 five five CD work_hn3zcuyx55c5hluvhowvnqdplm 349 8 times time NNS work_hn3zcuyx55c5hluvhowvnqdplm 349 9 , , , work_hn3zcuyx55c5hluvhowvnqdplm 349 10 shuffling shuffle VBG work_hn3zcuyx55c5hluvhowvnqdplm 349 11 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 349 12 training training NN work_hn3zcuyx55c5hluvhowvnqdplm 349 13 set set VBN work_hn3zcuyx55c5hluvhowvnqdplm 349 14 between between IN work_hn3zcuyx55c5hluvhowvnqdplm 349 15 runs run NNS work_hn3zcuyx55c5hluvhowvnqdplm 349 16 . . . work_hn3zcuyx55c5hluvhowvnqdplm 350 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 350 2 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 350 3 development development NN work_hn3zcuyx55c5hluvhowvnqdplm 350 4 cross cross JJ work_hn3zcuyx55c5hluvhowvnqdplm 350 5 - - JJ work_hn3zcuyx55c5hluvhowvnqdplm 350 6 validation validation JJ work_hn3zcuyx55c5hluvhowvnqdplm 350 7 runs run NNS work_hn3zcuyx55c5hluvhowvnqdplm 350 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 350 9 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 350 10 also also RB work_hn3zcuyx55c5hluvhowvnqdplm 350 11 shuffled shuffle VBD work_hn3zcuyx55c5hluvhowvnqdplm 350 12 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 350 13 folds fold NNS work_hn3zcuyx55c5hluvhowvnqdplm 350 14 . . . work_hn3zcuyx55c5hluvhowvnqdplm 351 1 As as IN work_hn3zcuyx55c5hluvhowvnqdplm 351 2 our -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 351 3 learning learning NN work_hn3zcuyx55c5hluvhowvnqdplm 351 4 approach approach NN work_hn3zcuyx55c5hluvhowvnqdplm 351 5 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 351 6 online online JJ work_hn3zcuyx55c5hluvhowvnqdplm 351 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 351 8 this this DT work_hn3zcuyx55c5hluvhowvnqdplm 351 9 allows allow VBZ work_hn3zcuyx55c5hluvhowvnqdplm 351 10 us -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 351 11 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 351 12 ac- ac- RB work_hn3zcuyx55c5hluvhowvnqdplm 351 13 count count VB work_hn3zcuyx55c5hluvhowvnqdplm 351 14 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 351 15 performance performance NN work_hn3zcuyx55c5hluvhowvnqdplm 351 16 variations variation NNS work_hn3zcuyx55c5hluvhowvnqdplm 351 17 arising arise VBG work_hn3zcuyx55c5hluvhowvnqdplm 351 18 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 351 19 train- train- JJ work_hn3zcuyx55c5hluvhowvnqdplm 351 20 ing ing NNP work_hn3zcuyx55c5hluvhowvnqdplm 351 21 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 351 22 ordering order VBG work_hn3zcuyx55c5hluvhowvnqdplm 351 23 . . . work_hn3zcuyx55c5hluvhowvnqdplm 352 1 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 352 2 report report VBP work_hn3zcuyx55c5hluvhowvnqdplm 352 3 mean mean VBP work_hn3zcuyx55c5hluvhowvnqdplm 352 4 accuracy accuracy NN work_hn3zcuyx55c5hluvhowvnqdplm 352 5 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 352 6 stan- stan- JJ work_hn3zcuyx55c5hluvhowvnqdplm 352 7 dard dard NN work_hn3zcuyx55c5hluvhowvnqdplm 352 8 deviation deviation NN work_hn3zcuyx55c5hluvhowvnqdplm 352 9 across across IN work_hn3zcuyx55c5hluvhowvnqdplm 352 10 all all DT work_hn3zcuyx55c5hluvhowvnqdplm 352 11 runs run NNS work_hn3zcuyx55c5hluvhowvnqdplm 352 12 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 352 13 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 352 14 all all DT work_hn3zcuyx55c5hluvhowvnqdplm 352 15 folds fold NNS work_hn3zcuyx55c5hluvhowvnqdplm 352 16 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 352 17 . . . work_hn3zcuyx55c5hluvhowvnqdplm 353 1 58 58 CD work_hn3zcuyx55c5hluvhowvnqdplm 353 2 Single single JJ work_hn3zcuyx55c5hluvhowvnqdplm 353 3 Sentence Sentence NNP work_hn3zcuyx55c5hluvhowvnqdplm 353 4 Sequence Sequence NNP work_hn3zcuyx55c5hluvhowvnqdplm 353 5 Chen Chen NNP work_hn3zcuyx55c5hluvhowvnqdplm 353 6 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 353 7 Mooney Mooney NNP work_hn3zcuyx55c5hluvhowvnqdplm 353 8 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 353 9 2011 2011 CD work_hn3zcuyx55c5hluvhowvnqdplm 353 10 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 353 11 54.4 54.4 CD work_hn3zcuyx55c5hluvhowvnqdplm 353 12 16.18 16.18 CD work_hn3zcuyx55c5hluvhowvnqdplm 353 13 Chen Chen NNP work_hn3zcuyx55c5hluvhowvnqdplm 353 14 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 353 15 2012 2012 CD work_hn3zcuyx55c5hluvhowvnqdplm 353 16 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 353 17 57.28 57.28 CD work_hn3zcuyx55c5hluvhowvnqdplm 353 18 19.18 19.18 CD work_hn3zcuyx55c5hluvhowvnqdplm 353 19 + + CC work_hn3zcuyx55c5hluvhowvnqdplm 353 20 additional additional JJ work_hn3zcuyx55c5hluvhowvnqdplm 353 21 data datum NNS work_hn3zcuyx55c5hluvhowvnqdplm 353 22 57.62 57.62 CD work_hn3zcuyx55c5hluvhowvnqdplm 353 23 20.64 20.64 CD work_hn3zcuyx55c5hluvhowvnqdplm 353 24 Kim Kim NNP work_hn3zcuyx55c5hluvhowvnqdplm 353 25 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 353 26 Mooney Mooney NNP work_hn3zcuyx55c5hluvhowvnqdplm 353 27 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 353 28 2012 2012 CD work_hn3zcuyx55c5hluvhowvnqdplm 353 29 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 353 30 57.22 57.22 CD work_hn3zcuyx55c5hluvhowvnqdplm 353 31 20.17 20.17 CD work_hn3zcuyx55c5hluvhowvnqdplm 353 32 Trace Trace NNP work_hn3zcuyx55c5hluvhowvnqdplm 353 33 validation validation NN work_hn3zcuyx55c5hluvhowvnqdplm 353 34 65.28 65.28 CD work_hn3zcuyx55c5hluvhowvnqdplm 353 35 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 353 36 5.09 5.09 CD work_hn3zcuyx55c5hluvhowvnqdplm 353 37 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 353 38 31.93 31.93 CD work_hn3zcuyx55c5hluvhowvnqdplm 353 39 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 353 40 3.26 3.26 CD work_hn3zcuyx55c5hluvhowvnqdplm 353 41 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 353 42 Final final JJ work_hn3zcuyx55c5hluvhowvnqdplm 353 43 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 353 44 validation validation NN work_hn3zcuyx55c5hluvhowvnqdplm 353 45 64.25 64.25 CD work_hn3zcuyx55c5hluvhowvnqdplm 353 46 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 353 47 5.12 5.12 CD work_hn3zcuyx55c5hluvhowvnqdplm 353 48 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 353 49 30.9 30.9 CD work_hn3zcuyx55c5hluvhowvnqdplm 353 50 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 353 51 2.16 2.16 CD work_hn3zcuyx55c5hluvhowvnqdplm 353 52 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 353 53 Table table NN work_hn3zcuyx55c5hluvhowvnqdplm 353 54 3 3 CD work_hn3zcuyx55c5hluvhowvnqdplm 353 55 : : : work_hn3zcuyx55c5hluvhowvnqdplm 353 56 Cross cross NN work_hn3zcuyx55c5hluvhowvnqdplm 353 57 - - JJ work_hn3zcuyx55c5hluvhowvnqdplm 353 58 validation validation NN work_hn3zcuyx55c5hluvhowvnqdplm 353 59 accuracy accuracy NN work_hn3zcuyx55c5hluvhowvnqdplm 353 60 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 353 61 standard standard JJ work_hn3zcuyx55c5hluvhowvnqdplm 353 62 de- de- NN work_hn3zcuyx55c5hluvhowvnqdplm 353 63 viation viation NN work_hn3zcuyx55c5hluvhowvnqdplm 353 64 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 353 65 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 353 66 SAIL SAIL NNP work_hn3zcuyx55c5hluvhowvnqdplm 353 67 corpus corpus NNP work_hn3zcuyx55c5hluvhowvnqdplm 353 68 . . . work_hn3zcuyx55c5hluvhowvnqdplm 354 1 Table table NN work_hn3zcuyx55c5hluvhowvnqdplm 354 2 2 2 CD work_hn3zcuyx55c5hluvhowvnqdplm 354 3 shows show VBZ work_hn3zcuyx55c5hluvhowvnqdplm 354 4 accuracy accuracy NN work_hn3zcuyx55c5hluvhowvnqdplm 354 5 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 354 6 5-fold 5-fold CD work_hn3zcuyx55c5hluvhowvnqdplm 354 7 cross- cross- NN work_hn3zcuyx55c5hluvhowvnqdplm 354 8 validation validation NN work_hn3zcuyx55c5hluvhowvnqdplm 354 9 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 354 10 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 354 11 oracle oracle JJ work_hn3zcuyx55c5hluvhowvnqdplm 354 12 training training NN work_hn3zcuyx55c5hluvhowvnqdplm 354 13 data data NNP work_hn3zcuyx55c5hluvhowvnqdplm 354 14 . . . work_hn3zcuyx55c5hluvhowvnqdplm 355 1 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 355 2 first first RB work_hn3zcuyx55c5hluvhowvnqdplm 355 3 varied vary VBD work_hn3zcuyx55c5hluvhowvnqdplm 355 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 355 5 validation validation NN work_hn3zcuyx55c5hluvhowvnqdplm 355 6 signal signal NN work_hn3zcuyx55c5hluvhowvnqdplm 355 7 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 355 8 providing provide VBG work_hn3zcuyx55c5hluvhowvnqdplm 355 9 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 355 10 complete complete JJ work_hn3zcuyx55c5hluvhowvnqdplm 355 11 ac- ac- DT work_hn3zcuyx55c5hluvhowvnqdplm 355 12 tion tion NN work_hn3zcuyx55c5hluvhowvnqdplm 355 13 sequence sequence NN work_hn3zcuyx55c5hluvhowvnqdplm 355 14 or or CC work_hn3zcuyx55c5hluvhowvnqdplm 355 15 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 355 16 final final JJ work_hn3zcuyx55c5hluvhowvnqdplm 355 17 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 355 18 only only RB work_hn3zcuyx55c5hluvhowvnqdplm 355 19 , , , work_hn3zcuyx55c5hluvhowvnqdplm 355 20 as as IN work_hn3zcuyx55c5hluvhowvnqdplm 355 21 described describe VBN work_hn3zcuyx55c5hluvhowvnqdplm 355 22 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 355 23 Section section NN work_hn3zcuyx55c5hluvhowvnqdplm 355 24 2 2 CD work_hn3zcuyx55c5hluvhowvnqdplm 355 25 . . . work_hn3zcuyx55c5hluvhowvnqdplm 356 1 Although although IN work_hn3zcuyx55c5hluvhowvnqdplm 356 2 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 356 3 final final JJ work_hn3zcuyx55c5hluvhowvnqdplm 356 4 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 356 5 signal signal NN work_hn3zcuyx55c5hluvhowvnqdplm 356 6 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 356 7 weaker weak JJR work_hn3zcuyx55c5hluvhowvnqdplm 356 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 356 9 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 356 10 results result NNS work_hn3zcuyx55c5hluvhowvnqdplm 356 11 are be VBP work_hn3zcuyx55c5hluvhowvnqdplm 356 12 similar similar JJ work_hn3zcuyx55c5hluvhowvnqdplm 356 13 . . . work_hn3zcuyx55c5hluvhowvnqdplm 357 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 357 2 relatively relatively RB work_hn3zcuyx55c5hluvhowvnqdplm 357 3 large large JJ work_hn3zcuyx55c5hluvhowvnqdplm 357 4 difference difference NN work_hn3zcuyx55c5hluvhowvnqdplm 357 5 between between IN work_hn3zcuyx55c5hluvhowvnqdplm 357 6 single single JJ work_hn3zcuyx55c5hluvhowvnqdplm 357 7 sentence sentence NN work_hn3zcuyx55c5hluvhowvnqdplm 357 8 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 357 9 sequence sequence NN work_hn3zcuyx55c5hluvhowvnqdplm 357 10 performance performance NN work_hn3zcuyx55c5hluvhowvnqdplm 357 11 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 357 12 due due JJ work_hn3zcuyx55c5hluvhowvnqdplm 357 13 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 357 14 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 357 15 1 1 LS work_hn3zcuyx55c5hluvhowvnqdplm 357 16 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 357 17 cascading cascade VBG work_hn3zcuyx55c5hluvhowvnqdplm 357 18 errors error NNS work_hn3zcuyx55c5hluvhowvnqdplm 357 19 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 357 20 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 357 21 more more RBR work_hn3zcuyx55c5hluvhowvnqdplm 357 22 difficult difficult JJ work_hn3zcuyx55c5hluvhowvnqdplm 357 23 task task NN work_hn3zcuyx55c5hluvhowvnqdplm 357 24 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 357 25 sequential sequential JJ work_hn3zcuyx55c5hluvhowvnqdplm 357 26 execution execution NN work_hn3zcuyx55c5hluvhowvnqdplm 357 27 , , , work_hn3zcuyx55c5hluvhowvnqdplm 357 28 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 357 29 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 357 30 2 2 LS work_hn3zcuyx55c5hluvhowvnqdplm 357 31 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 357 32 corpus corpus NNP work_hn3zcuyx55c5hluvhowvnqdplm 357 33 repe- repe- XX work_hn3zcuyx55c5hluvhowvnqdplm 357 34 titions tition NNS work_hn3zcuyx55c5hluvhowvnqdplm 357 35 , , , work_hn3zcuyx55c5hluvhowvnqdplm 357 36 where where WRB work_hn3zcuyx55c5hluvhowvnqdplm 357 37 simple simple JJ work_hn3zcuyx55c5hluvhowvnqdplm 357 38 sentences sentence NNS work_hn3zcuyx55c5hluvhowvnqdplm 357 39 are be VBP work_hn3zcuyx55c5hluvhowvnqdplm 357 40 common common JJ work_hn3zcuyx55c5hluvhowvnqdplm 357 41 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 357 42 e.g. e.g. RB work_hn3zcuyx55c5hluvhowvnqdplm 357 43 , , , work_hn3zcuyx55c5hluvhowvnqdplm 357 44 “ " `` work_hn3zcuyx55c5hluvhowvnqdplm 357 45 turn turn VB work_hn3zcuyx55c5hluvhowvnqdplm 357 46 left left RB work_hn3zcuyx55c5hluvhowvnqdplm 357 47 ” " '' work_hn3zcuyx55c5hluvhowvnqdplm 357 48 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 357 49 . . . work_hn3zcuyx55c5hluvhowvnqdplm 358 1 Next next RB work_hn3zcuyx55c5hluvhowvnqdplm 358 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 358 3 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 358 4 disabled disable VBD work_hn3zcuyx55c5hluvhowvnqdplm 358 5 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 358 6 system system NN work_hn3zcuyx55c5hluvhowvnqdplm 358 7 ’s ’s POS work_hn3zcuyx55c5hluvhowvnqdplm 358 8 ability ability NN work_hn3zcuyx55c5hluvhowvnqdplm 358 9 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 358 10 introduce introduce VB work_hn3zcuyx55c5hluvhowvnqdplm 358 11 implicit implicit JJ work_hn3zcuyx55c5hluvhowvnqdplm 358 12 actions action NNS work_hn3zcuyx55c5hluvhowvnqdplm 358 13 , , , work_hn3zcuyx55c5hluvhowvnqdplm 358 14 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 358 15 was be VBD work_hn3zcuyx55c5hluvhowvnqdplm 358 16 especially especially RB work_hn3zcuyx55c5hluvhowvnqdplm 358 17 harmful harmful JJ work_hn3zcuyx55c5hluvhowvnqdplm 358 18 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 358 19 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 358 20 full full JJ work_hn3zcuyx55c5hluvhowvnqdplm 358 21 sequence sequence NN work_hn3zcuyx55c5hluvhowvnqdplm 358 22 performance performance NN work_hn3zcuyx55c5hluvhowvnqdplm 358 23 . . . work_hn3zcuyx55c5hluvhowvnqdplm 359 1 Finally finally RB work_hn3zcuyx55c5hluvhowvnqdplm 359 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 359 3 ablating ablate VBG work_hn3zcuyx55c5hluvhowvnqdplm 359 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 359 5 joint joint JJ work_hn3zcuyx55c5hluvhowvnqdplm 359 6 execution execution NN work_hn3zcuyx55c5hluvhowvnqdplm 359 7 decreases decrease VBZ work_hn3zcuyx55c5hluvhowvnqdplm 359 8 performance performance NN work_hn3zcuyx55c5hluvhowvnqdplm 359 9 , , , work_hn3zcuyx55c5hluvhowvnqdplm 359 10 showing show VBG work_hn3zcuyx55c5hluvhowvnqdplm 359 11 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 359 12 benefit benefit NN work_hn3zcuyx55c5hluvhowvnqdplm 359 13 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 359 14 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 359 15 joint joint JJ work_hn3zcuyx55c5hluvhowvnqdplm 359 16 model model NN work_hn3zcuyx55c5hluvhowvnqdplm 359 17 . . . work_hn3zcuyx55c5hluvhowvnqdplm 360 1 Table table NN work_hn3zcuyx55c5hluvhowvnqdplm 360 2 3 3 CD work_hn3zcuyx55c5hluvhowvnqdplm 360 3 lists list NNS work_hn3zcuyx55c5hluvhowvnqdplm 360 4 cross cross VBP work_hn3zcuyx55c5hluvhowvnqdplm 360 5 validation validation NN work_hn3zcuyx55c5hluvhowvnqdplm 360 6 results result NNS work_hn3zcuyx55c5hluvhowvnqdplm 360 7 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 360 8 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 360 9 SAIL SAIL NNP work_hn3zcuyx55c5hluvhowvnqdplm 360 10 corpus corpus NNP work_hn3zcuyx55c5hluvhowvnqdplm 360 11 . . . work_hn3zcuyx55c5hluvhowvnqdplm 361 1 To to TO work_hn3zcuyx55c5hluvhowvnqdplm 361 2 compare compare VB work_hn3zcuyx55c5hluvhowvnqdplm 361 3 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 361 4 previous previous JJ work_hn3zcuyx55c5hluvhowvnqdplm 361 5 work work NN work_hn3zcuyx55c5hluvhowvnqdplm 361 6 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 361 7 Chen Chen NNP work_hn3zcuyx55c5hluvhowvnqdplm 361 8 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 361 9 Mooney Mooney NNP work_hn3zcuyx55c5hluvhowvnqdplm 361 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 361 11 2011 2011 CD work_hn3zcuyx55c5hluvhowvnqdplm 361 12 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 361 13 , , , work_hn3zcuyx55c5hluvhowvnqdplm 361 14 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 361 15 report report VBP work_hn3zcuyx55c5hluvhowvnqdplm 361 16 cross cross NN work_hn3zcuyx55c5hluvhowvnqdplm 361 17 - - JJ work_hn3zcuyx55c5hluvhowvnqdplm 361 18 validation validation JJ work_hn3zcuyx55c5hluvhowvnqdplm 361 19 results result NNS work_hn3zcuyx55c5hluvhowvnqdplm 361 20 over over IN work_hn3zcuyx55c5hluvhowvnqdplm 361 21 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 361 22 three three CD work_hn3zcuyx55c5hluvhowvnqdplm 361 23 maps map NNS work_hn3zcuyx55c5hluvhowvnqdplm 361 24 . . . work_hn3zcuyx55c5hluvhowvnqdplm 362 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 362 2 approach approach NN work_hn3zcuyx55c5hluvhowvnqdplm 362 3 was be VBD work_hn3zcuyx55c5hluvhowvnqdplm 362 4 able able JJ work_hn3zcuyx55c5hluvhowvnqdplm 362 5 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 362 6 cor- cor- RB work_hn3zcuyx55c5hluvhowvnqdplm 362 7 rectly rectly RB work_hn3zcuyx55c5hluvhowvnqdplm 362 8 execute execute VB work_hn3zcuyx55c5hluvhowvnqdplm 362 9 60 60 CD work_hn3zcuyx55c5hluvhowvnqdplm 362 10 % % NN work_hn3zcuyx55c5hluvhowvnqdplm 362 11 more more JJR work_hn3zcuyx55c5hluvhowvnqdplm 362 12 sequences sequence NNS work_hn3zcuyx55c5hluvhowvnqdplm 362 13 then then RB work_hn3zcuyx55c5hluvhowvnqdplm 362 14 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 362 15 previ- previ- JJ work_hn3zcuyx55c5hluvhowvnqdplm 362 16 ous ous JJ work_hn3zcuyx55c5hluvhowvnqdplm 362 17 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 362 18 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 362 19 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 362 20 art art NN work_hn3zcuyx55c5hluvhowvnqdplm 362 21 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 362 22 Kim Kim NNP work_hn3zcuyx55c5hluvhowvnqdplm 362 23 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 362 24 Mooney Mooney NNP work_hn3zcuyx55c5hluvhowvnqdplm 362 25 , , , work_hn3zcuyx55c5hluvhowvnqdplm 362 26 2012 2012 CD work_hn3zcuyx55c5hluvhowvnqdplm 362 27 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 362 28 . . . work_hn3zcuyx55c5hluvhowvnqdplm 363 1 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 363 2 also also RB work_hn3zcuyx55c5hluvhowvnqdplm 363 3 outperform outperform VBP work_hn3zcuyx55c5hluvhowvnqdplm 363 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 363 5 results result NNS work_hn3zcuyx55c5hluvhowvnqdplm 363 6 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 363 7 Chen Chen NNP work_hn3zcuyx55c5hluvhowvnqdplm 363 8 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 363 9 2012 2012 CD work_hn3zcuyx55c5hluvhowvnqdplm 363 10 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 363 11 , , , work_hn3zcuyx55c5hluvhowvnqdplm 363 12 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 363 13 used use VBD work_hn3zcuyx55c5hluvhowvnqdplm 363 14 30 30 CD work_hn3zcuyx55c5hluvhowvnqdplm 363 15 % % NN work_hn3zcuyx55c5hluvhowvnqdplm 363 16 more more JJR work_hn3zcuyx55c5hluvhowvnqdplm 363 17 training training NN work_hn3zcuyx55c5hluvhowvnqdplm 363 18 data.6 data.6 PRP work_hn3zcuyx55c5hluvhowvnqdplm 363 19 Using use VBG work_hn3zcuyx55c5hluvhowvnqdplm 363 20 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 363 21 weaker weak JJR work_hn3zcuyx55c5hluvhowvnqdplm 363 22 validation validation NN work_hn3zcuyx55c5hluvhowvnqdplm 363 23 signal signal NN work_hn3zcuyx55c5hluvhowvnqdplm 363 24 creates create VBZ work_hn3zcuyx55c5hluvhowvnqdplm 363 25 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 363 26 marginal marginal JJ work_hn3zcuyx55c5hluvhowvnqdplm 363 27 decrease decrease NN work_hn3zcuyx55c5hluvhowvnqdplm 363 28 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 363 29 per- per- NN work_hn3zcuyx55c5hluvhowvnqdplm 363 30 formance formance NN work_hn3zcuyx55c5hluvhowvnqdplm 363 31 . . . work_hn3zcuyx55c5hluvhowvnqdplm 364 1 However however RB work_hn3zcuyx55c5hluvhowvnqdplm 364 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 364 3 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 364 4 still still RB work_hn3zcuyx55c5hluvhowvnqdplm 364 5 outperform outperform RB work_hn3zcuyx55c5hluvhowvnqdplm 364 6 all all RB work_hn3zcuyx55c5hluvhowvnqdplm 364 7 previ- previ- JJ work_hn3zcuyx55c5hluvhowvnqdplm 364 8 ous ous JJ work_hn3zcuyx55c5hluvhowvnqdplm 364 9 work work NN work_hn3zcuyx55c5hluvhowvnqdplm 364 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 364 11 despite despite IN work_hn3zcuyx55c5hluvhowvnqdplm 364 12 using use VBG work_hn3zcuyx55c5hluvhowvnqdplm 364 13 weaker weak JJR work_hn3zcuyx55c5hluvhowvnqdplm 364 14 supervision supervision NN work_hn3zcuyx55c5hluvhowvnqdplm 364 15 . . . work_hn3zcuyx55c5hluvhowvnqdplm 365 1 Inter- Inter- NNP work_hn3zcuyx55c5hluvhowvnqdplm 365 2 estingly estingly RB work_hn3zcuyx55c5hluvhowvnqdplm 365 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 365 4 these these DT work_hn3zcuyx55c5hluvhowvnqdplm 365 5 increases increase NNS work_hn3zcuyx55c5hluvhowvnqdplm 365 6 were be VBD work_hn3zcuyx55c5hluvhowvnqdplm 365 7 achieved achieve VBN work_hn3zcuyx55c5hluvhowvnqdplm 365 8 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 365 9 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 365 10 rel- rel- NNS work_hn3zcuyx55c5hluvhowvnqdplm 365 11 atively atively RB work_hn3zcuyx55c5hluvhowvnqdplm 365 12 simple simple JJ work_hn3zcuyx55c5hluvhowvnqdplm 365 13 executor executor NN work_hn3zcuyx55c5hluvhowvnqdplm 365 14 , , , work_hn3zcuyx55c5hluvhowvnqdplm 365 15 while while IN work_hn3zcuyx55c5hluvhowvnqdplm 365 16 previous previous JJ work_hn3zcuyx55c5hluvhowvnqdplm 365 17 work work NN work_hn3zcuyx55c5hluvhowvnqdplm 365 18 used use VBD work_hn3zcuyx55c5hluvhowvnqdplm 365 19 MARCO MARCO NNP work_hn3zcuyx55c5hluvhowvnqdplm 365 20 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 365 21 MacMahon MacMahon NNP work_hn3zcuyx55c5hluvhowvnqdplm 365 22 et et NNP work_hn3zcuyx55c5hluvhowvnqdplm 365 23 al al NNP work_hn3zcuyx55c5hluvhowvnqdplm 365 24 . . NNP work_hn3zcuyx55c5hluvhowvnqdplm 365 25 , , , work_hn3zcuyx55c5hluvhowvnqdplm 365 26 2006 2006 CD work_hn3zcuyx55c5hluvhowvnqdplm 365 27 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 365 28 , , , work_hn3zcuyx55c5hluvhowvnqdplm 365 29 which which WDT work_hn3zcuyx55c5hluvhowvnqdplm 365 30 supports support VBZ work_hn3zcuyx55c5hluvhowvnqdplm 365 31 sophisticated sophisticated JJ work_hn3zcuyx55c5hluvhowvnqdplm 365 32 recovery recovery NN work_hn3zcuyx55c5hluvhowvnqdplm 365 33 strategies strategy NNS work_hn3zcuyx55c5hluvhowvnqdplm 365 34 . . . work_hn3zcuyx55c5hluvhowvnqdplm 366 1 Finally finally RB work_hn3zcuyx55c5hluvhowvnqdplm 366 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 366 3 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 366 4 evaluate evaluate VBP work_hn3zcuyx55c5hluvhowvnqdplm 366 5 our -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 366 6 approach approach NN work_hn3zcuyx55c5hluvhowvnqdplm 366 7 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 366 8 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 366 9 held hold VBN work_hn3zcuyx55c5hluvhowvnqdplm 366 10 out out RP work_hn3zcuyx55c5hluvhowvnqdplm 366 11 test test NN work_hn3zcuyx55c5hluvhowvnqdplm 366 12 set set VBN work_hn3zcuyx55c5hluvhowvnqdplm 366 13 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 366 14 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 366 15 oracle oracle NN work_hn3zcuyx55c5hluvhowvnqdplm 366 16 corpus corpus NN work_hn3zcuyx55c5hluvhowvnqdplm 366 17 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 366 18 Table table NN work_hn3zcuyx55c5hluvhowvnqdplm 366 19 4 4 CD work_hn3zcuyx55c5hluvhowvnqdplm 366 20 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 366 21 . . . work_hn3zcuyx55c5hluvhowvnqdplm 367 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 367 2 contrast contrast NN work_hn3zcuyx55c5hluvhowvnqdplm 367 3 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 367 4 experiments experiment NNS work_hn3zcuyx55c5hluvhowvnqdplm 367 5 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 367 6 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 367 7 Chen Chen NNP work_hn3zcuyx55c5hluvhowvnqdplm 367 8 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 367 9 Mooney Mooney NNP work_hn3zcuyx55c5hluvhowvnqdplm 367 10 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 367 11 2011 2011 CD work_hn3zcuyx55c5hluvhowvnqdplm 367 12 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 367 13 cor- cor- RB work_hn3zcuyx55c5hluvhowvnqdplm 367 14 pus pus NNP work_hn3zcuyx55c5hluvhowvnqdplm 367 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 367 16 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 367 17 use use VBP work_hn3zcuyx55c5hluvhowvnqdplm 367 18 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 367 19 held hold VBN work_hn3zcuyx55c5hluvhowvnqdplm 367 20 out out RP work_hn3zcuyx55c5hluvhowvnqdplm 367 21 set set NN work_hn3zcuyx55c5hluvhowvnqdplm 367 22 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 367 23 evaluation evaluation NN work_hn3zcuyx55c5hluvhowvnqdplm 367 24 . . . work_hn3zcuyx55c5hluvhowvnqdplm 368 1 Due due IN work_hn3zcuyx55c5hluvhowvnqdplm 368 2 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 368 3 this this DT work_hn3zcuyx55c5hluvhowvnqdplm 368 4 discrepancy discrepancy NN work_hn3zcuyx55c5hluvhowvnqdplm 368 5 , , , work_hn3zcuyx55c5hluvhowvnqdplm 368 6 all all DT work_hn3zcuyx55c5hluvhowvnqdplm 368 7 development development NN work_hn3zcuyx55c5hluvhowvnqdplm 368 8 was be VBD work_hn3zcuyx55c5hluvhowvnqdplm 368 9 done do VBN work_hn3zcuyx55c5hluvhowvnqdplm 368 10 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 368 11 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 368 12 train- train- NN work_hn3zcuyx55c5hluvhowvnqdplm 368 13 ing ing NN work_hn3zcuyx55c5hluvhowvnqdplm 368 14 set set VBN work_hn3zcuyx55c5hluvhowvnqdplm 368 15 only only RB work_hn3zcuyx55c5hluvhowvnqdplm 368 16 . . . work_hn3zcuyx55c5hluvhowvnqdplm 369 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 369 2 increase increase NN work_hn3zcuyx55c5hluvhowvnqdplm 369 3 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 369 4 accuracy accuracy NN work_hn3zcuyx55c5hluvhowvnqdplm 369 5 over over IN work_hn3zcuyx55c5hluvhowvnqdplm 369 6 learning learn VBG work_hn3zcuyx55c5hluvhowvnqdplm 369 7 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 369 8 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 369 9 original original JJ work_hn3zcuyx55c5hluvhowvnqdplm 369 10 corpus corpus NN work_hn3zcuyx55c5hluvhowvnqdplm 369 11 demonstrates demonstrate VBZ work_hn3zcuyx55c5hluvhowvnqdplm 369 12 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 369 13 significant significant JJ work_hn3zcuyx55c5hluvhowvnqdplm 369 14 impact impact NN work_hn3zcuyx55c5hluvhowvnqdplm 369 15 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 369 16 noise noise NN work_hn3zcuyx55c5hluvhowvnqdplm 369 17 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 369 18 our -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 369 19 performance performance NN work_hn3zcuyx55c5hluvhowvnqdplm 369 20 . . . work_hn3zcuyx55c5hluvhowvnqdplm 370 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 370 2 addition addition NN work_hn3zcuyx55c5hluvhowvnqdplm 370 3 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 370 4 6This 6this CD work_hn3zcuyx55c5hluvhowvnqdplm 370 5 additional additional JJ work_hn3zcuyx55c5hluvhowvnqdplm 370 6 training training NN work_hn3zcuyx55c5hluvhowvnqdplm 370 7 data datum NNS work_hn3zcuyx55c5hluvhowvnqdplm 370 8 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 370 9 n’t not RB work_hn3zcuyx55c5hluvhowvnqdplm 370 10 publicly publicly RB work_hn3zcuyx55c5hluvhowvnqdplm 370 11 available available JJ work_hn3zcuyx55c5hluvhowvnqdplm 370 12 . . . work_hn3zcuyx55c5hluvhowvnqdplm 371 1 Validation validation NN work_hn3zcuyx55c5hluvhowvnqdplm 371 2 Single Single NNP work_hn3zcuyx55c5hluvhowvnqdplm 371 3 Sentence Sentence NNP work_hn3zcuyx55c5hluvhowvnqdplm 371 4 Sequence Sequence NNP work_hn3zcuyx55c5hluvhowvnqdplm 371 5 LF LF NNP work_hn3zcuyx55c5hluvhowvnqdplm 371 6 Final final JJ work_hn3zcuyx55c5hluvhowvnqdplm 371 7 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 371 8 77.6 77.6 CD work_hn3zcuyx55c5hluvhowvnqdplm 371 9 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 371 10 1.14 1.14 CD work_hn3zcuyx55c5hluvhowvnqdplm 371 11 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 371 12 54.63 54.63 CD work_hn3zcuyx55c5hluvhowvnqdplm 371 13 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 371 14 3.5 3.5 CD work_hn3zcuyx55c5hluvhowvnqdplm 371 15 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 371 16 44 44 CD work_hn3zcuyx55c5hluvhowvnqdplm 371 17 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 371 18 6.12 6.12 CD work_hn3zcuyx55c5hluvhowvnqdplm 371 19 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 371 20 Trace trace NN work_hn3zcuyx55c5hluvhowvnqdplm 371 21 78.63 78.63 CD work_hn3zcuyx55c5hluvhowvnqdplm 371 22 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 371 23 0.84 0.84 CD work_hn3zcuyx55c5hluvhowvnqdplm 371 24 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 371 25 58.05 58.05 CD work_hn3zcuyx55c5hluvhowvnqdplm 371 26 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 371 27 3.12 3.12 CD work_hn3zcuyx55c5hluvhowvnqdplm 371 28 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 371 29 51.05 51.05 CD work_hn3zcuyx55c5hluvhowvnqdplm 371 30 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 371 31 1.14 1.14 CD work_hn3zcuyx55c5hluvhowvnqdplm 371 32 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 371 33 Table table NN work_hn3zcuyx55c5hluvhowvnqdplm 371 34 4 4 CD work_hn3zcuyx55c5hluvhowvnqdplm 371 35 : : : work_hn3zcuyx55c5hluvhowvnqdplm 371 36 Oracle Oracle NNP work_hn3zcuyx55c5hluvhowvnqdplm 371 37 corpus corpus NN work_hn3zcuyx55c5hluvhowvnqdplm 371 38 test test NN work_hn3zcuyx55c5hluvhowvnqdplm 371 39 accuracy accuracy NN work_hn3zcuyx55c5hluvhowvnqdplm 371 40 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 371 41 standard standard JJ work_hn3zcuyx55c5hluvhowvnqdplm 371 42 deviation deviation NN work_hn3zcuyx55c5hluvhowvnqdplm 371 43 results result NNS work_hn3zcuyx55c5hluvhowvnqdplm 371 44 . . . work_hn3zcuyx55c5hluvhowvnqdplm 372 1 execution execution NN work_hn3zcuyx55c5hluvhowvnqdplm 372 2 results result NNS work_hn3zcuyx55c5hluvhowvnqdplm 372 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 372 4 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 372 5 also also RB work_hn3zcuyx55c5hluvhowvnqdplm 372 6 report report VBP work_hn3zcuyx55c5hluvhowvnqdplm 372 7 exact exact JJ work_hn3zcuyx55c5hluvhowvnqdplm 372 8 match match NN work_hn3zcuyx55c5hluvhowvnqdplm 372 9 logi- logi- NNP work_hn3zcuyx55c5hluvhowvnqdplm 372 10 cal cal NNP work_hn3zcuyx55c5hluvhowvnqdplm 372 11 form form NN work_hn3zcuyx55c5hluvhowvnqdplm 372 12 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 372 13 LF LF NNP work_hn3zcuyx55c5hluvhowvnqdplm 372 14 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 372 15 accuracy accuracy NN work_hn3zcuyx55c5hluvhowvnqdplm 372 16 results result NNS work_hn3zcuyx55c5hluvhowvnqdplm 372 17 . . . work_hn3zcuyx55c5hluvhowvnqdplm 373 1 For for IN work_hn3zcuyx55c5hluvhowvnqdplm 373 2 this this DT work_hn3zcuyx55c5hluvhowvnqdplm 373 3 purpose purpose NN work_hn3zcuyx55c5hluvhowvnqdplm 373 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 373 5 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 373 6 annotated annotate VBD work_hn3zcuyx55c5hluvhowvnqdplm 373 7 18 18 CD work_hn3zcuyx55c5hluvhowvnqdplm 373 8 instruction instruction NN work_hn3zcuyx55c5hluvhowvnqdplm 373 9 sequences sequence NNS work_hn3zcuyx55c5hluvhowvnqdplm 373 10 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 373 11 105 105 CD work_hn3zcuyx55c5hluvhowvnqdplm 373 12 sentences sentence NNS work_hn3zcuyx55c5hluvhowvnqdplm 373 13 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 373 14 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 373 15 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 373 16 forms form NNS work_hn3zcuyx55c5hluvhowvnqdplm 373 17 . . . work_hn3zcuyx55c5hluvhowvnqdplm 374 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 374 2 gap gap NN work_hn3zcuyx55c5hluvhowvnqdplm 374 3 between between IN work_hn3zcuyx55c5hluvhowvnqdplm 374 4 execution execution NN work_hn3zcuyx55c5hluvhowvnqdplm 374 5 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 374 6 LF LF NNP work_hn3zcuyx55c5hluvhowvnqdplm 374 7 accuracy accuracy NN work_hn3zcuyx55c5hluvhowvnqdplm 374 8 can can MD work_hn3zcuyx55c5hluvhowvnqdplm 374 9 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 374 10 attributed attribute VBN work_hn3zcuyx55c5hluvhowvnqdplm 374 11 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 374 12 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 374 13 complexity complexity NN work_hn3zcuyx55c5hluvhowvnqdplm 374 14 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 374 15 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 374 16 linguistic linguistic JJ work_hn3zcuyx55c5hluvhowvnqdplm 374 17 representation representation NN work_hn3zcuyx55c5hluvhowvnqdplm 374 18 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 374 19 redundancy redundancy NN work_hn3zcuyx55c5hluvhowvnqdplm 374 20 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 374 21 in- in- JJ work_hn3zcuyx55c5hluvhowvnqdplm 374 22 structions struction NNS work_hn3zcuyx55c5hluvhowvnqdplm 374 23 . . . work_hn3zcuyx55c5hluvhowvnqdplm 375 1 These these DT work_hn3zcuyx55c5hluvhowvnqdplm 375 2 results result NNS work_hn3zcuyx55c5hluvhowvnqdplm 375 3 provide provide VBP work_hn3zcuyx55c5hluvhowvnqdplm 375 4 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 375 5 new new JJ work_hn3zcuyx55c5hluvhowvnqdplm 375 6 baseline baseline NN work_hn3zcuyx55c5hluvhowvnqdplm 375 7 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 375 8 studying study VBG work_hn3zcuyx55c5hluvhowvnqdplm 375 9 learning learn VBG work_hn3zcuyx55c5hluvhowvnqdplm 375 10 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 375 11 cleaner clean JJR work_hn3zcuyx55c5hluvhowvnqdplm 375 12 supervision supervision NN work_hn3zcuyx55c5hluvhowvnqdplm 375 13 . . . work_hn3zcuyx55c5hluvhowvnqdplm 376 1 11 11 CD work_hn3zcuyx55c5hluvhowvnqdplm 376 2 Discussion discussion NN work_hn3zcuyx55c5hluvhowvnqdplm 376 3 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 376 4 showed show VBD work_hn3zcuyx55c5hluvhowvnqdplm 376 5 how how WRB work_hn3zcuyx55c5hluvhowvnqdplm 376 6 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 376 7 do do VB work_hn3zcuyx55c5hluvhowvnqdplm 376 8 grounded ground VBN work_hn3zcuyx55c5hluvhowvnqdplm 376 9 learning learning NN work_hn3zcuyx55c5hluvhowvnqdplm 376 10 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 376 11 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 376 12 CCG CCG NNP work_hn3zcuyx55c5hluvhowvnqdplm 376 13 semantic semantic JJ work_hn3zcuyx55c5hluvhowvnqdplm 376 14 parser parser NN work_hn3zcuyx55c5hluvhowvnqdplm 376 15 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 376 16 includes include VBZ work_hn3zcuyx55c5hluvhowvnqdplm 376 17 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 376 18 joint joint JJ work_hn3zcuyx55c5hluvhowvnqdplm 376 19 model model NN work_hn3zcuyx55c5hluvhowvnqdplm 376 20 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 376 21 mean- mean- NNP work_hn3zcuyx55c5hluvhowvnqdplm 376 22 ing ing NNP work_hn3zcuyx55c5hluvhowvnqdplm 376 23 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 376 24 context context NN work_hn3zcuyx55c5hluvhowvnqdplm 376 25 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 376 26 executing execute VBG work_hn3zcuyx55c5hluvhowvnqdplm 376 27 natural natural JJ work_hn3zcuyx55c5hluvhowvnqdplm 376 28 language language NN work_hn3zcuyx55c5hluvhowvnqdplm 376 29 in- in- NN work_hn3zcuyx55c5hluvhowvnqdplm 376 30 structions struction NNS work_hn3zcuyx55c5hluvhowvnqdplm 376 31 . . . work_hn3zcuyx55c5hluvhowvnqdplm 377 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 377 2 joint joint JJ work_hn3zcuyx55c5hluvhowvnqdplm 377 3 nature nature NN work_hn3zcuyx55c5hluvhowvnqdplm 377 4 allows allow VBZ work_hn3zcuyx55c5hluvhowvnqdplm 377 5 situated situated JJ work_hn3zcuyx55c5hluvhowvnqdplm 377 6 cues cue NNS work_hn3zcuyx55c5hluvhowvnqdplm 377 7 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 377 8 directly directly RB work_hn3zcuyx55c5hluvhowvnqdplm 377 9 influence influence VB work_hn3zcuyx55c5hluvhowvnqdplm 377 10 parsing parsing NN work_hn3zcuyx55c5hluvhowvnqdplm 377 11 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 377 12 also also RB work_hn3zcuyx55c5hluvhowvnqdplm 377 13 enables enable VBZ work_hn3zcuyx55c5hluvhowvnqdplm 377 14 algo- algo- CC work_hn3zcuyx55c5hluvhowvnqdplm 377 15 rithms rithms NNP work_hn3zcuyx55c5hluvhowvnqdplm 377 16 that that WDT work_hn3zcuyx55c5hluvhowvnqdplm 377 17 learn learn VBP work_hn3zcuyx55c5hluvhowvnqdplm 377 18 while while IN work_hn3zcuyx55c5hluvhowvnqdplm 377 19 executing execute VBG work_hn3zcuyx55c5hluvhowvnqdplm 377 20 instructions instruction NNS work_hn3zcuyx55c5hluvhowvnqdplm 377 21 . . . work_hn3zcuyx55c5hluvhowvnqdplm 378 1 This this DT work_hn3zcuyx55c5hluvhowvnqdplm 378 2 style style NN work_hn3zcuyx55c5hluvhowvnqdplm 378 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 378 4 algorithm algorithm NNP work_hn3zcuyx55c5hluvhowvnqdplm 378 5 , , , work_hn3zcuyx55c5hluvhowvnqdplm 378 6 especially especially RB work_hn3zcuyx55c5hluvhowvnqdplm 378 7 when when WRB work_hn3zcuyx55c5hluvhowvnqdplm 378 8 using use VBG work_hn3zcuyx55c5hluvhowvnqdplm 378 9 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 378 10 weaker weak JJR work_hn3zcuyx55c5hluvhowvnqdplm 378 11 end end NN work_hn3zcuyx55c5hluvhowvnqdplm 378 12 state state NN work_hn3zcuyx55c5hluvhowvnqdplm 378 13 validation validation NN work_hn3zcuyx55c5hluvhowvnqdplm 378 14 , , , work_hn3zcuyx55c5hluvhowvnqdplm 378 15 is be VBZ work_hn3zcuyx55c5hluvhowvnqdplm 378 16 closely closely RB work_hn3zcuyx55c5hluvhowvnqdplm 378 17 related related JJ work_hn3zcuyx55c5hluvhowvnqdplm 378 18 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 378 19 re- re- RB work_hn3zcuyx55c5hluvhowvnqdplm 378 20 inforcement inforcement NN work_hn3zcuyx55c5hluvhowvnqdplm 378 21 learning learning NN work_hn3zcuyx55c5hluvhowvnqdplm 378 22 approaches approach NNS work_hn3zcuyx55c5hluvhowvnqdplm 378 23 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 378 24 Branavan Branavan NNP work_hn3zcuyx55c5hluvhowvnqdplm 378 25 et et NNP work_hn3zcuyx55c5hluvhowvnqdplm 378 26 al al NNP work_hn3zcuyx55c5hluvhowvnqdplm 378 27 . . NNP work_hn3zcuyx55c5hluvhowvnqdplm 378 28 , , , work_hn3zcuyx55c5hluvhowvnqdplm 378 29 2009 2009 CD work_hn3zcuyx55c5hluvhowvnqdplm 378 30 , , , work_hn3zcuyx55c5hluvhowvnqdplm 378 31 2010 2010 CD work_hn3zcuyx55c5hluvhowvnqdplm 378 32 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 378 33 . . . work_hn3zcuyx55c5hluvhowvnqdplm 379 1 However however RB work_hn3zcuyx55c5hluvhowvnqdplm 379 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 379 3 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 379 4 differ differ VBP work_hn3zcuyx55c5hluvhowvnqdplm 379 5 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 379 6 optimization optimization NN work_hn3zcuyx55c5hluvhowvnqdplm 379 7 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 379 8 objective objective JJ work_hn3zcuyx55c5hluvhowvnqdplm 379 9 function function NN work_hn3zcuyx55c5hluvhowvnqdplm 379 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 379 11 where where WRB work_hn3zcuyx55c5hluvhowvnqdplm 379 12 we -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 379 13 aim aim VBP work_hn3zcuyx55c5hluvhowvnqdplm 379 14 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 379 15 minimal minimal JJ work_hn3zcuyx55c5hluvhowvnqdplm 379 16 loss loss NN work_hn3zcuyx55c5hluvhowvnqdplm 379 17 . . . work_hn3zcuyx55c5hluvhowvnqdplm 380 1 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 380 2 expect expect VBP work_hn3zcuyx55c5hluvhowvnqdplm 380 3 many many JJ work_hn3zcuyx55c5hluvhowvnqdplm 380 4 RL rl NN work_hn3zcuyx55c5hluvhowvnqdplm 380 5 techniques technique NNS work_hn3zcuyx55c5hluvhowvnqdplm 380 6 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 380 7 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 380 8 useful useful JJ work_hn3zcuyx55c5hluvhowvnqdplm 380 9 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 380 10 scale scale VB work_hn3zcuyx55c5hluvhowvnqdplm 380 11 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 380 12 more more RBR work_hn3zcuyx55c5hluvhowvnqdplm 380 13 complex complex JJ work_hn3zcuyx55c5hluvhowvnqdplm 380 14 environments environment NNS work_hn3zcuyx55c5hluvhowvnqdplm 380 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 380 16 including include VBG work_hn3zcuyx55c5hluvhowvnqdplm 380 17 sampling sampling NN work_hn3zcuyx55c5hluvhowvnqdplm 380 18 actions action NNS work_hn3zcuyx55c5hluvhowvnqdplm 380 19 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 380 20 using use VBG work_hn3zcuyx55c5hluvhowvnqdplm 380 21 an an DT work_hn3zcuyx55c5hluvhowvnqdplm 380 22 exploration exploration NN work_hn3zcuyx55c5hluvhowvnqdplm 380 23 strategy strategy NN work_hn3zcuyx55c5hluvhowvnqdplm 380 24 . . . work_hn3zcuyx55c5hluvhowvnqdplm 381 1 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 381 2 also also RB work_hn3zcuyx55c5hluvhowvnqdplm 381 3 designed design VBD work_hn3zcuyx55c5hluvhowvnqdplm 381 4 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 381 5 semantic semantic JJ work_hn3zcuyx55c5hluvhowvnqdplm 381 6 representation representation NN work_hn3zcuyx55c5hluvhowvnqdplm 381 7 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 381 8 closely closely RB work_hn3zcuyx55c5hluvhowvnqdplm 381 9 match match VB work_hn3zcuyx55c5hluvhowvnqdplm 381 10 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 381 11 linguistic linguistic JJ work_hn3zcuyx55c5hluvhowvnqdplm 381 12 structure structure NN work_hn3zcuyx55c5hluvhowvnqdplm 381 13 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 381 14 instructional instructional JJ work_hn3zcuyx55c5hluvhowvnqdplm 381 15 language language NN work_hn3zcuyx55c5hluvhowvnqdplm 381 16 , , , work_hn3zcuyx55c5hluvhowvnqdplm 381 17 combining combine VBG work_hn3zcuyx55c5hluvhowvnqdplm 381 18 ideas idea NNS work_hn3zcuyx55c5hluvhowvnqdplm 381 19 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 381 20 many many JJ work_hn3zcuyx55c5hluvhowvnqdplm 381 21 semantic semantic JJ work_hn3zcuyx55c5hluvhowvnqdplm 381 22 theories theory NNS work_hn3zcuyx55c5hluvhowvnqdplm 381 23 , , , work_hn3zcuyx55c5hluvhowvnqdplm 381 24 including include VBG work_hn3zcuyx55c5hluvhowvnqdplm 381 25 , , , work_hn3zcuyx55c5hluvhowvnqdplm 381 26 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 381 27 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 381 28 , , , work_hn3zcuyx55c5hluvhowvnqdplm 381 29 Neo Neo NNP work_hn3zcuyx55c5hluvhowvnqdplm 381 30 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 381 31 Davidsonian davidsonian JJ work_hn3zcuyx55c5hluvhowvnqdplm 381 32 events event NNS work_hn3zcuyx55c5hluvhowvnqdplm 381 33 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 381 34 Parsons parson NNS work_hn3zcuyx55c5hluvhowvnqdplm 381 35 , , , work_hn3zcuyx55c5hluvhowvnqdplm 381 36 1990 1990 CD work_hn3zcuyx55c5hluvhowvnqdplm 381 37 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 381 38 . . . work_hn3zcuyx55c5hluvhowvnqdplm 382 1 This this DT work_hn3zcuyx55c5hluvhowvnqdplm 382 2 approach approach NN work_hn3zcuyx55c5hluvhowvnqdplm 382 3 allowed allow VBD work_hn3zcuyx55c5hluvhowvnqdplm 382 4 us -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 382 5 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 382 6 learn learn VB work_hn3zcuyx55c5hluvhowvnqdplm 382 7 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 382 8 compact compact JJ work_hn3zcuyx55c5hluvhowvnqdplm 382 9 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 382 10 executable executable JJ work_hn3zcuyx55c5hluvhowvnqdplm 382 11 grammar grammar NN work_hn3zcuyx55c5hluvhowvnqdplm 382 12 that that IN work_hn3zcuyx55c5hluvhowvnqdplm 382 13 gen- gen- RB work_hn3zcuyx55c5hluvhowvnqdplm 382 14 eralized eralize VBD work_hn3zcuyx55c5hluvhowvnqdplm 382 15 well well RB work_hn3zcuyx55c5hluvhowvnqdplm 382 16 . . . work_hn3zcuyx55c5hluvhowvnqdplm 383 1 We -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 383 2 expect expect VBP work_hn3zcuyx55c5hluvhowvnqdplm 383 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 383 4 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 383 5 future future JJ work_hn3zcuyx55c5hluvhowvnqdplm 383 6 work work NN work_hn3zcuyx55c5hluvhowvnqdplm 383 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 383 8 that that IN work_hn3zcuyx55c5hluvhowvnqdplm 383 9 such such JJ work_hn3zcuyx55c5hluvhowvnqdplm 383 10 modeling modeling NN work_hn3zcuyx55c5hluvhowvnqdplm 383 11 can can MD work_hn3zcuyx55c5hluvhowvnqdplm 383 12 be be VB work_hn3zcuyx55c5hluvhowvnqdplm 383 13 reused reuse VBN work_hn3zcuyx55c5hluvhowvnqdplm 383 14 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 383 15 more more JJR work_hn3zcuyx55c5hluvhowvnqdplm 383 16 general general JJ work_hn3zcuyx55c5hluvhowvnqdplm 383 17 language language NN work_hn3zcuyx55c5hluvhowvnqdplm 383 18 . . . work_hn3zcuyx55c5hluvhowvnqdplm 384 1 Acknowledgments acknowledgment NNS work_hn3zcuyx55c5hluvhowvnqdplm 384 2 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 384 3 research research NN work_hn3zcuyx55c5hluvhowvnqdplm 384 4 was be VBD work_hn3zcuyx55c5hluvhowvnqdplm 384 5 supported support VBN work_hn3zcuyx55c5hluvhowvnqdplm 384 6 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 384 7 part part NN work_hn3zcuyx55c5hluvhowvnqdplm 384 8 by by IN work_hn3zcuyx55c5hluvhowvnqdplm 384 9 DARPA DARPA NNP work_hn3zcuyx55c5hluvhowvnqdplm 384 10 un- un- XX work_hn3zcuyx55c5hluvhowvnqdplm 384 11 der der IN work_hn3zcuyx55c5hluvhowvnqdplm 384 12 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 384 13 DEFT DEFT NNP work_hn3zcuyx55c5hluvhowvnqdplm 384 14 program program NN work_hn3zcuyx55c5hluvhowvnqdplm 384 15 through through IN work_hn3zcuyx55c5hluvhowvnqdplm 384 16 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 384 17 AFRL AFRL NNP work_hn3zcuyx55c5hluvhowvnqdplm 384 18 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 384 19 FA8750- FA8750- NNP work_hn3zcuyx55c5hluvhowvnqdplm 384 20 13 13 CD work_hn3zcuyx55c5hluvhowvnqdplm 384 21 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 384 22 2 2 CD work_hn3zcuyx55c5hluvhowvnqdplm 384 23 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 384 24 0019 0019 CD work_hn3zcuyx55c5hluvhowvnqdplm 384 25 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 384 26 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 384 27 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 384 28 CSSG CSSG NNP work_hn3zcuyx55c5hluvhowvnqdplm 384 29 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 384 30 N11AP20020 N11AP20020 NNP work_hn3zcuyx55c5hluvhowvnqdplm 384 31 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 384 32 , , , work_hn3zcuyx55c5hluvhowvnqdplm 384 33 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 384 34 ARO ARO NNP work_hn3zcuyx55c5hluvhowvnqdplm 384 35 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 384 36 W911NF-12 W911NF-12 NNP work_hn3zcuyx55c5hluvhowvnqdplm 384 37 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 384 38 1 1 CD work_hn3zcuyx55c5hluvhowvnqdplm 384 39 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 384 40 0197 0197 CD work_hn3zcuyx55c5hluvhowvnqdplm 384 41 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 384 42 , , , work_hn3zcuyx55c5hluvhowvnqdplm 384 43 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 384 44 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 384 45 NSF NSF NNP work_hn3zcuyx55c5hluvhowvnqdplm 384 46 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 384 47 IIS-1115966 IIS-1115966 NNP work_hn3zcuyx55c5hluvhowvnqdplm 384 48 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 384 49 . . . work_hn3zcuyx55c5hluvhowvnqdplm 385 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 385 2 authors author NNS work_hn3zcuyx55c5hluvhowvnqdplm 385 3 thank thank VBP work_hn3zcuyx55c5hluvhowvnqdplm 385 4 Tom Tom NNP work_hn3zcuyx55c5hluvhowvnqdplm 385 5 Kwiatkowski Kwiatkowski NNP work_hn3zcuyx55c5hluvhowvnqdplm 385 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 385 7 Nicholas Nicholas NNP work_hn3zcuyx55c5hluvhowvnqdplm 385 8 FitzGerald FitzGerald NNP work_hn3zcuyx55c5hluvhowvnqdplm 385 9 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 385 10 Alan Alan NNP work_hn3zcuyx55c5hluvhowvnqdplm 385 11 Ritter Ritter NNP work_hn3zcuyx55c5hluvhowvnqdplm 385 12 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 385 13 helpful helpful JJ work_hn3zcuyx55c5hluvhowvnqdplm 385 14 discussions discussion NNS work_hn3zcuyx55c5hluvhowvnqdplm 385 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 385 16 David David NNP work_hn3zcuyx55c5hluvhowvnqdplm 385 17 Chen Chen NNP work_hn3zcuyx55c5hluvhowvnqdplm 385 18 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 385 19 providing provide VBG work_hn3zcuyx55c5hluvhowvnqdplm 385 20 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 385 21 evaluation evaluation NN work_hn3zcuyx55c5hluvhowvnqdplm 385 22 corpus corpus NN work_hn3zcuyx55c5hluvhowvnqdplm 385 23 , , , work_hn3zcuyx55c5hluvhowvnqdplm 385 24 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 385 25 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 385 26 anonymous anonymous JJ work_hn3zcuyx55c5hluvhowvnqdplm 385 27 reviewers reviewer NNS work_hn3zcuyx55c5hluvhowvnqdplm 385 28 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 385 29 helpful helpful JJ work_hn3zcuyx55c5hluvhowvnqdplm 385 30 comments comment NNS work_hn3zcuyx55c5hluvhowvnqdplm 385 31 . . . work_hn3zcuyx55c5hluvhowvnqdplm 386 1 59 59 CD work_hn3zcuyx55c5hluvhowvnqdplm 386 2 References References NNPS work_hn3zcuyx55c5hluvhowvnqdplm 386 3 Artzi Artzi NNP work_hn3zcuyx55c5hluvhowvnqdplm 386 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 386 5 Y. Y. NNP work_hn3zcuyx55c5hluvhowvnqdplm 386 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 386 7 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 386 8 Zettlemoyer Zettlemoyer NNP work_hn3zcuyx55c5hluvhowvnqdplm 386 9 , , , work_hn3zcuyx55c5hluvhowvnqdplm 386 10 L. L. NNP work_hn3zcuyx55c5hluvhowvnqdplm 386 11 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 386 12 2011 2011 CD work_hn3zcuyx55c5hluvhowvnqdplm 386 13 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 386 14 . . . work_hn3zcuyx55c5hluvhowvnqdplm 387 1 Bootstrapping bootstrappe VBG work_hn3zcuyx55c5hluvhowvnqdplm 387 2 Se- Se- NNP work_hn3zcuyx55c5hluvhowvnqdplm 387 3 mantic mantic JJ work_hn3zcuyx55c5hluvhowvnqdplm 387 4 Parsers Parsers NNPS work_hn3zcuyx55c5hluvhowvnqdplm 387 5 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 387 6 Conversations conversation NNS work_hn3zcuyx55c5hluvhowvnqdplm 387 7 . . . work_hn3zcuyx55c5hluvhowvnqdplm 388 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 388 2 Proceed- Proceed- NNP work_hn3zcuyx55c5hluvhowvnqdplm 388 3 ings ing NNS work_hn3zcuyx55c5hluvhowvnqdplm 388 4 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 388 5 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 388 6 Conference Conference NNP work_hn3zcuyx55c5hluvhowvnqdplm 388 7 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 388 8 Empirical Empirical NNP work_hn3zcuyx55c5hluvhowvnqdplm 388 9 Methods Methods NNPS work_hn3zcuyx55c5hluvhowvnqdplm 388 10 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 388 11 Natural Natural NNP work_hn3zcuyx55c5hluvhowvnqdplm 388 12 Language Language NNP work_hn3zcuyx55c5hluvhowvnqdplm 388 13 Processing Processing NNP work_hn3zcuyx55c5hluvhowvnqdplm 388 14 . . . work_hn3zcuyx55c5hluvhowvnqdplm 389 1 Barwise Barwise NNP work_hn3zcuyx55c5hluvhowvnqdplm 389 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 389 3 J. J. NNP work_hn3zcuyx55c5hluvhowvnqdplm 389 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 389 5 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 389 6 Cooper Cooper NNP work_hn3zcuyx55c5hluvhowvnqdplm 389 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 389 8 R. R. NNP work_hn3zcuyx55c5hluvhowvnqdplm 389 9 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 389 10 1981 1981 CD work_hn3zcuyx55c5hluvhowvnqdplm 389 11 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 389 12 . . . work_hn3zcuyx55c5hluvhowvnqdplm 390 1 Generalized Generalized NNP work_hn3zcuyx55c5hluvhowvnqdplm 390 2 Quanti- Quanti- NNP work_hn3zcuyx55c5hluvhowvnqdplm 390 3 fiers fier NNS work_hn3zcuyx55c5hluvhowvnqdplm 390 4 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 390 5 Natural Natural NNP work_hn3zcuyx55c5hluvhowvnqdplm 390 6 Language Language NNP work_hn3zcuyx55c5hluvhowvnqdplm 390 7 . . . work_hn3zcuyx55c5hluvhowvnqdplm 391 1 Linguistics Linguistics NNP work_hn3zcuyx55c5hluvhowvnqdplm 391 2 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 391 3 Phi- Phi- NNP work_hn3zcuyx55c5hluvhowvnqdplm 391 4 losophy losophy NN work_hn3zcuyx55c5hluvhowvnqdplm 391 5 , , , work_hn3zcuyx55c5hluvhowvnqdplm 391 6 4(2 4(2 NNP work_hn3zcuyx55c5hluvhowvnqdplm 391 7 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 391 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 391 9 159–219 159–219 CD work_hn3zcuyx55c5hluvhowvnqdplm 391 10 . . . work_hn3zcuyx55c5hluvhowvnqdplm 392 1 Branavan Branavan NNP work_hn3zcuyx55c5hluvhowvnqdplm 392 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 392 3 S. S. NNP work_hn3zcuyx55c5hluvhowvnqdplm 392 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 392 5 Chen Chen NNP work_hn3zcuyx55c5hluvhowvnqdplm 392 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 392 7 H. H. NNP work_hn3zcuyx55c5hluvhowvnqdplm 392 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 392 9 Zettlemoyer Zettlemoyer NNP work_hn3zcuyx55c5hluvhowvnqdplm 392 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 392 11 L. L. NNP work_hn3zcuyx55c5hluvhowvnqdplm 392 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 392 13 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 392 14 Barzilay Barzilay NNP work_hn3zcuyx55c5hluvhowvnqdplm 392 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 392 16 R. R. NNP work_hn3zcuyx55c5hluvhowvnqdplm 392 17 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 392 18 2009 2009 CD work_hn3zcuyx55c5hluvhowvnqdplm 392 19 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 392 20 . . . work_hn3zcuyx55c5hluvhowvnqdplm 393 1 Reinforcement reinforcement NN work_hn3zcuyx55c5hluvhowvnqdplm 393 2 learning learn VBG work_hn3zcuyx55c5hluvhowvnqdplm 393 3 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 393 4 mapping map VBG work_hn3zcuyx55c5hluvhowvnqdplm 393 5 in- in- JJ work_hn3zcuyx55c5hluvhowvnqdplm 393 6 structions struction NNS work_hn3zcuyx55c5hluvhowvnqdplm 393 7 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 393 8 actions action NNS work_hn3zcuyx55c5hluvhowvnqdplm 393 9 . . . work_hn3zcuyx55c5hluvhowvnqdplm 394 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 394 2 Proceedings Proceedings NNP work_hn3zcuyx55c5hluvhowvnqdplm 394 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 394 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 394 5 Joint Joint NNP work_hn3zcuyx55c5hluvhowvnqdplm 394 6 Conference Conference NNP work_hn3zcuyx55c5hluvhowvnqdplm 394 7 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 394 8 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 394 9 Association Association NNP work_hn3zcuyx55c5hluvhowvnqdplm 394 10 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 394 11 Computational Computational NNP work_hn3zcuyx55c5hluvhowvnqdplm 394 12 Linguistics Linguistics NNPS work_hn3zcuyx55c5hluvhowvnqdplm 394 13 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 394 14 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 394 15 International International NNP work_hn3zcuyx55c5hluvhowvnqdplm 394 16 Joint Joint NNP work_hn3zcuyx55c5hluvhowvnqdplm 394 17 Conference Conference NNP work_hn3zcuyx55c5hluvhowvnqdplm 394 18 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 394 19 Natural Natural NNP work_hn3zcuyx55c5hluvhowvnqdplm 394 20 Language Language NNP work_hn3zcuyx55c5hluvhowvnqdplm 394 21 Processing Processing NNP work_hn3zcuyx55c5hluvhowvnqdplm 394 22 . . . work_hn3zcuyx55c5hluvhowvnqdplm 395 1 Branavan Branavan NNP work_hn3zcuyx55c5hluvhowvnqdplm 395 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 395 3 S. S. NNP work_hn3zcuyx55c5hluvhowvnqdplm 395 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 395 5 Zettlemoyer Zettlemoyer NNP work_hn3zcuyx55c5hluvhowvnqdplm 395 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 395 7 L. L. NNP work_hn3zcuyx55c5hluvhowvnqdplm 395 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 395 9 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 395 10 Barzilay Barzilay NNP work_hn3zcuyx55c5hluvhowvnqdplm 395 11 , , , work_hn3zcuyx55c5hluvhowvnqdplm 395 12 R. R. NNP work_hn3zcuyx55c5hluvhowvnqdplm 395 13 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 395 14 2010 2010 CD work_hn3zcuyx55c5hluvhowvnqdplm 395 15 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 395 16 . . . work_hn3zcuyx55c5hluvhowvnqdplm 396 1 Reading read VBG work_hn3zcuyx55c5hluvhowvnqdplm 396 2 between between IN work_hn3zcuyx55c5hluvhowvnqdplm 396 3 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 396 4 lines line NNS work_hn3zcuyx55c5hluvhowvnqdplm 396 5 : : : work_hn3zcuyx55c5hluvhowvnqdplm 396 6 learning learn VBG work_hn3zcuyx55c5hluvhowvnqdplm 396 7 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 396 8 map map VB work_hn3zcuyx55c5hluvhowvnqdplm 396 9 high- high- JJ work_hn3zcuyx55c5hluvhowvnqdplm 396 10 level level NN work_hn3zcuyx55c5hluvhowvnqdplm 396 11 instructions instruction NNS work_hn3zcuyx55c5hluvhowvnqdplm 396 12 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 396 13 commands command NNS work_hn3zcuyx55c5hluvhowvnqdplm 396 14 . . . work_hn3zcuyx55c5hluvhowvnqdplm 397 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 397 2 Proceedings Proceedings NNP work_hn3zcuyx55c5hluvhowvnqdplm 397 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 397 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 397 5 Conference Conference NNP work_hn3zcuyx55c5hluvhowvnqdplm 397 6 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 397 7 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 397 8 Association Association NNP work_hn3zcuyx55c5hluvhowvnqdplm 397 9 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 397 10 Computa- Computa- NNP work_hn3zcuyx55c5hluvhowvnqdplm 397 11 tional tional JJ work_hn3zcuyx55c5hluvhowvnqdplm 397 12 Linguistics Linguistics NNPS work_hn3zcuyx55c5hluvhowvnqdplm 397 13 . . . work_hn3zcuyx55c5hluvhowvnqdplm 398 1 Bugmann Bugmann NNP work_hn3zcuyx55c5hluvhowvnqdplm 398 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 398 3 G. G. NNP work_hn3zcuyx55c5hluvhowvnqdplm 398 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 398 5 Klein Klein NNP work_hn3zcuyx55c5hluvhowvnqdplm 398 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 398 7 E. E. NNP work_hn3zcuyx55c5hluvhowvnqdplm 398 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 398 9 Lauria Lauria NNP work_hn3zcuyx55c5hluvhowvnqdplm 398 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 398 11 S. S. NNP work_hn3zcuyx55c5hluvhowvnqdplm 398 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 398 13 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 398 14 Kyriacou Kyriacou NNP work_hn3zcuyx55c5hluvhowvnqdplm 398 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 398 16 T. T. NNP work_hn3zcuyx55c5hluvhowvnqdplm 398 17 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 398 18 2004 2004 CD work_hn3zcuyx55c5hluvhowvnqdplm 398 19 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 398 20 . . . work_hn3zcuyx55c5hluvhowvnqdplm 399 1 Corpus Corpus NNP work_hn3zcuyx55c5hluvhowvnqdplm 399 2 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 399 3 based base VBN work_hn3zcuyx55c5hluvhowvnqdplm 399 4 robotics robotic NNS work_hn3zcuyx55c5hluvhowvnqdplm 399 5 : : : work_hn3zcuyx55c5hluvhowvnqdplm 399 6 A a DT work_hn3zcuyx55c5hluvhowvnqdplm 399 7 route route NN work_hn3zcuyx55c5hluvhowvnqdplm 399 8 instruc- instruc- NN work_hn3zcuyx55c5hluvhowvnqdplm 399 9 tion tion NN work_hn3zcuyx55c5hluvhowvnqdplm 399 10 example example NN work_hn3zcuyx55c5hluvhowvnqdplm 399 11 . . . work_hn3zcuyx55c5hluvhowvnqdplm 400 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 400 2 Proceedings Proceedings NNP work_hn3zcuyx55c5hluvhowvnqdplm 400 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 400 4 Intelligent Intelligent NNP work_hn3zcuyx55c5hluvhowvnqdplm 400 5 Au- Au- NNP work_hn3zcuyx55c5hluvhowvnqdplm 400 6 tonomous tonomous JJ work_hn3zcuyx55c5hluvhowvnqdplm 400 7 Systems system NNS work_hn3zcuyx55c5hluvhowvnqdplm 400 8 . . . work_hn3zcuyx55c5hluvhowvnqdplm 401 1 Carpenter Carpenter NNP work_hn3zcuyx55c5hluvhowvnqdplm 401 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 401 3 B. B. NNP work_hn3zcuyx55c5hluvhowvnqdplm 402 1 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 402 2 1997 1997 CD work_hn3zcuyx55c5hluvhowvnqdplm 402 3 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 402 4 . . . work_hn3zcuyx55c5hluvhowvnqdplm 403 1 Type Type NNP work_hn3zcuyx55c5hluvhowvnqdplm 403 2 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 403 3 Logical Logical NNP work_hn3zcuyx55c5hluvhowvnqdplm 403 4 Semantics Semantics NNPS work_hn3zcuyx55c5hluvhowvnqdplm 403 5 . . . work_hn3zcuyx55c5hluvhowvnqdplm 404 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 404 2 MIT MIT NNP work_hn3zcuyx55c5hluvhowvnqdplm 404 3 Press Press NNP work_hn3zcuyx55c5hluvhowvnqdplm 404 4 . . . work_hn3zcuyx55c5hluvhowvnqdplm 405 1 Chen Chen NNP work_hn3zcuyx55c5hluvhowvnqdplm 405 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 405 3 D. D. NNP work_hn3zcuyx55c5hluvhowvnqdplm 405 4 L. L. NNP work_hn3zcuyx55c5hluvhowvnqdplm 405 5 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 405 6 2012 2012 CD work_hn3zcuyx55c5hluvhowvnqdplm 405 7 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 405 8 . . . work_hn3zcuyx55c5hluvhowvnqdplm 406 1 Fast fast JJ work_hn3zcuyx55c5hluvhowvnqdplm 406 2 Online Online NNP work_hn3zcuyx55c5hluvhowvnqdplm 406 3 Lexicon Lexicon NNP work_hn3zcuyx55c5hluvhowvnqdplm 406 4 Learning Learning NNP work_hn3zcuyx55c5hluvhowvnqdplm 406 5 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 406 6 Grounded Grounded NNP work_hn3zcuyx55c5hluvhowvnqdplm 406 7 Language Language NNP work_hn3zcuyx55c5hluvhowvnqdplm 406 8 Acquisition Acquisition NNP work_hn3zcuyx55c5hluvhowvnqdplm 406 9 . . . work_hn3zcuyx55c5hluvhowvnqdplm 407 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 407 2 Proceedings Proceedings NNP work_hn3zcuyx55c5hluvhowvnqdplm 407 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 407 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 407 5 Annual Annual NNP work_hn3zcuyx55c5hluvhowvnqdplm 407 6 Meeting Meeting NNP work_hn3zcuyx55c5hluvhowvnqdplm 407 7 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 407 8 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 407 9 Association Association NNP work_hn3zcuyx55c5hluvhowvnqdplm 407 10 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 407 11 Com- Com- NNP work_hn3zcuyx55c5hluvhowvnqdplm 407 12 putational putational JJ work_hn3zcuyx55c5hluvhowvnqdplm 407 13 Linguistics Linguistics NNP work_hn3zcuyx55c5hluvhowvnqdplm 407 14 . . . work_hn3zcuyx55c5hluvhowvnqdplm 408 1 Chen Chen NNP work_hn3zcuyx55c5hluvhowvnqdplm 408 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 408 3 D. D. NNP work_hn3zcuyx55c5hluvhowvnqdplm 408 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 408 5 Kim Kim NNP work_hn3zcuyx55c5hluvhowvnqdplm 408 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 408 7 J. J. NNP work_hn3zcuyx55c5hluvhowvnqdplm 408 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 408 9 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 408 10 Mooney Mooney NNP work_hn3zcuyx55c5hluvhowvnqdplm 408 11 , , , work_hn3zcuyx55c5hluvhowvnqdplm 408 12 R. R. NNP work_hn3zcuyx55c5hluvhowvnqdplm 408 13 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 408 14 2010 2010 CD work_hn3zcuyx55c5hluvhowvnqdplm 408 15 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 408 16 . . . work_hn3zcuyx55c5hluvhowvnqdplm 409 1 Training train VBG work_hn3zcuyx55c5hluvhowvnqdplm 409 2 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 409 3 mul- mul- NN work_hn3zcuyx55c5hluvhowvnqdplm 409 4 tilingual tilingual NN work_hn3zcuyx55c5hluvhowvnqdplm 409 5 sportscaster sportscaster NN work_hn3zcuyx55c5hluvhowvnqdplm 409 6 : : : work_hn3zcuyx55c5hluvhowvnqdplm 409 7 using use VBG work_hn3zcuyx55c5hluvhowvnqdplm 409 8 perceptual perceptual JJ work_hn3zcuyx55c5hluvhowvnqdplm 409 9 context context NN work_hn3zcuyx55c5hluvhowvnqdplm 409 10 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 409 11 learn learn VB work_hn3zcuyx55c5hluvhowvnqdplm 409 12 language language NN work_hn3zcuyx55c5hluvhowvnqdplm 409 13 . . . work_hn3zcuyx55c5hluvhowvnqdplm 410 1 Journal Journal NNP work_hn3zcuyx55c5hluvhowvnqdplm 410 2 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 410 3 Artificial Artificial NNP work_hn3zcuyx55c5hluvhowvnqdplm 410 4 Intelligence Intelligence NNP work_hn3zcuyx55c5hluvhowvnqdplm 410 5 Research Research NNP work_hn3zcuyx55c5hluvhowvnqdplm 410 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 410 7 37(1 37(1 NNP work_hn3zcuyx55c5hluvhowvnqdplm 410 8 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 410 9 , , , work_hn3zcuyx55c5hluvhowvnqdplm 410 10 397–436 397–436 CD work_hn3zcuyx55c5hluvhowvnqdplm 410 11 . . . work_hn3zcuyx55c5hluvhowvnqdplm 411 1 Chen Chen NNP work_hn3zcuyx55c5hluvhowvnqdplm 411 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 411 3 D. D. NNP work_hn3zcuyx55c5hluvhowvnqdplm 411 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 411 5 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 411 6 Mooney Mooney NNP work_hn3zcuyx55c5hluvhowvnqdplm 411 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 411 8 R. R. NNP work_hn3zcuyx55c5hluvhowvnqdplm 411 9 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 411 10 2011 2011 CD work_hn3zcuyx55c5hluvhowvnqdplm 411 11 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 411 12 . . . work_hn3zcuyx55c5hluvhowvnqdplm 412 1 Learning learn VBG work_hn3zcuyx55c5hluvhowvnqdplm 412 2 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 412 3 Interpret Interpret NNP work_hn3zcuyx55c5hluvhowvnqdplm 412 4 Natural Natural NNP work_hn3zcuyx55c5hluvhowvnqdplm 412 5 Language Language NNP work_hn3zcuyx55c5hluvhowvnqdplm 412 6 Navigation Navigation NNP work_hn3zcuyx55c5hluvhowvnqdplm 412 7 Instructions Instructions NNPS work_hn3zcuyx55c5hluvhowvnqdplm 412 8 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 412 9 Observations observation NNS work_hn3zcuyx55c5hluvhowvnqdplm 412 10 . . . work_hn3zcuyx55c5hluvhowvnqdplm 413 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 413 2 Proceedings Proceedings NNP work_hn3zcuyx55c5hluvhowvnqdplm 413 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 413 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 413 5 National National NNP work_hn3zcuyx55c5hluvhowvnqdplm 413 6 Con- Con- NNP work_hn3zcuyx55c5hluvhowvnqdplm 413 7 ference ference NN work_hn3zcuyx55c5hluvhowvnqdplm 413 8 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 413 9 Artificial Artificial NNP work_hn3zcuyx55c5hluvhowvnqdplm 413 10 Intelligence Intelligence NNP work_hn3zcuyx55c5hluvhowvnqdplm 413 11 . . . work_hn3zcuyx55c5hluvhowvnqdplm 414 1 Clark Clark NNP work_hn3zcuyx55c5hluvhowvnqdplm 414 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 414 3 S. S. NNP work_hn3zcuyx55c5hluvhowvnqdplm 414 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 414 5 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 414 6 Curran Curran NNP work_hn3zcuyx55c5hluvhowvnqdplm 414 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 414 8 J. J. NNP work_hn3zcuyx55c5hluvhowvnqdplm 415 1 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 415 2 2007 2007 CD work_hn3zcuyx55c5hluvhowvnqdplm 415 3 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 415 4 . . . work_hn3zcuyx55c5hluvhowvnqdplm 416 1 Wide wide JJ work_hn3zcuyx55c5hluvhowvnqdplm 416 2 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 416 3 coverage coverage NN work_hn3zcuyx55c5hluvhowvnqdplm 416 4 efficient efficient JJ work_hn3zcuyx55c5hluvhowvnqdplm 416 5 statistical statistical JJ work_hn3zcuyx55c5hluvhowvnqdplm 416 6 parsing parsing NN work_hn3zcuyx55c5hluvhowvnqdplm 416 7 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 416 8 CCG CCG NNP work_hn3zcuyx55c5hluvhowvnqdplm 416 9 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 416 10 log log NN work_hn3zcuyx55c5hluvhowvnqdplm 416 11 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 416 12 linear linear JJ work_hn3zcuyx55c5hluvhowvnqdplm 416 13 mod- mod- NN work_hn3zcuyx55c5hluvhowvnqdplm 416 14 els els NN work_hn3zcuyx55c5hluvhowvnqdplm 416 15 . . . work_hn3zcuyx55c5hluvhowvnqdplm 417 1 Computational Computational NNP work_hn3zcuyx55c5hluvhowvnqdplm 417 2 Linguistics Linguistics NNPS work_hn3zcuyx55c5hluvhowvnqdplm 417 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 417 4 33(4 33(4 CD work_hn3zcuyx55c5hluvhowvnqdplm 417 5 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 417 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 417 7 493–552 493–552 CD work_hn3zcuyx55c5hluvhowvnqdplm 417 8 . . . work_hn3zcuyx55c5hluvhowvnqdplm 418 1 Clarke Clarke NNP work_hn3zcuyx55c5hluvhowvnqdplm 418 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 418 3 J. J. NNP work_hn3zcuyx55c5hluvhowvnqdplm 418 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 418 5 Goldwasser Goldwasser NNP work_hn3zcuyx55c5hluvhowvnqdplm 418 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 418 7 D. D. NNP work_hn3zcuyx55c5hluvhowvnqdplm 418 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 418 9 Chang Chang NNP work_hn3zcuyx55c5hluvhowvnqdplm 418 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 418 11 M. M. NNP work_hn3zcuyx55c5hluvhowvnqdplm 418 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 418 13 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 418 14 Roth Roth NNP work_hn3zcuyx55c5hluvhowvnqdplm 418 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 418 16 D. D. NNP work_hn3zcuyx55c5hluvhowvnqdplm 418 17 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 418 18 2010 2010 CD work_hn3zcuyx55c5hluvhowvnqdplm 418 19 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 418 20 . . . work_hn3zcuyx55c5hluvhowvnqdplm 419 1 Driving drive VBG work_hn3zcuyx55c5hluvhowvnqdplm 419 2 Semantic semantic JJ work_hn3zcuyx55c5hluvhowvnqdplm 419 3 Parsing Parsing NNP work_hn3zcuyx55c5hluvhowvnqdplm 419 4 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 419 5 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 419 6 World World NNP work_hn3zcuyx55c5hluvhowvnqdplm 419 7 ’s ’s POS work_hn3zcuyx55c5hluvhowvnqdplm 419 8 Response Response NNP work_hn3zcuyx55c5hluvhowvnqdplm 419 9 . . . work_hn3zcuyx55c5hluvhowvnqdplm 420 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 420 2 Proceedings Proceedings NNP work_hn3zcuyx55c5hluvhowvnqdplm 420 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 420 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 420 5 Confer- Confer- NNP work_hn3zcuyx55c5hluvhowvnqdplm 420 6 ence ence NN work_hn3zcuyx55c5hluvhowvnqdplm 420 7 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 420 8 Computational Computational NNP work_hn3zcuyx55c5hluvhowvnqdplm 420 9 Natural Natural NNP work_hn3zcuyx55c5hluvhowvnqdplm 420 10 Language Language NNP work_hn3zcuyx55c5hluvhowvnqdplm 420 11 Learn- Learn- NNP work_hn3zcuyx55c5hluvhowvnqdplm 420 12 ing ing NN work_hn3zcuyx55c5hluvhowvnqdplm 420 13 . . . work_hn3zcuyx55c5hluvhowvnqdplm 421 1 Collins Collins NNP work_hn3zcuyx55c5hluvhowvnqdplm 421 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 421 3 M. M. NNP work_hn3zcuyx55c5hluvhowvnqdplm 421 4 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 421 5 2004 2004 CD work_hn3zcuyx55c5hluvhowvnqdplm 421 6 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 421 7 . . . work_hn3zcuyx55c5hluvhowvnqdplm 422 1 Parameter parameter NN work_hn3zcuyx55c5hluvhowvnqdplm 422 2 estimation estimation NN work_hn3zcuyx55c5hluvhowvnqdplm 422 3 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 422 4 statis- statis- NNP work_hn3zcuyx55c5hluvhowvnqdplm 422 5 tical tical JJ work_hn3zcuyx55c5hluvhowvnqdplm 422 6 parsing parsing NN work_hn3zcuyx55c5hluvhowvnqdplm 422 7 models model NNS work_hn3zcuyx55c5hluvhowvnqdplm 422 8 : : : work_hn3zcuyx55c5hluvhowvnqdplm 422 9 Theory theory NN work_hn3zcuyx55c5hluvhowvnqdplm 422 10 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 422 11 practice practice NN work_hn3zcuyx55c5hluvhowvnqdplm 422 12 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 422 13 distribution distribution NN work_hn3zcuyx55c5hluvhowvnqdplm 422 14 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 422 15 free free JJ work_hn3zcuyx55c5hluvhowvnqdplm 422 16 methods method NNS work_hn3zcuyx55c5hluvhowvnqdplm 422 17 . . . work_hn3zcuyx55c5hluvhowvnqdplm 423 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 423 2 New New NNP work_hn3zcuyx55c5hluvhowvnqdplm 423 3 Developments development NNS work_hn3zcuyx55c5hluvhowvnqdplm 423 4 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 423 5 Parsing Parsing NNP work_hn3zcuyx55c5hluvhowvnqdplm 423 6 Technology Technology NNP work_hn3zcuyx55c5hluvhowvnqdplm 423 7 . . . work_hn3zcuyx55c5hluvhowvnqdplm 424 1 Davidson Davidson NNP work_hn3zcuyx55c5hluvhowvnqdplm 424 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 424 3 D. D. NNP work_hn3zcuyx55c5hluvhowvnqdplm 424 4 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 424 5 1967 1967 CD work_hn3zcuyx55c5hluvhowvnqdplm 424 6 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 424 7 . . . work_hn3zcuyx55c5hluvhowvnqdplm 425 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 425 2 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 425 3 form form NN work_hn3zcuyx55c5hluvhowvnqdplm 425 4 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 425 5 action action NN work_hn3zcuyx55c5hluvhowvnqdplm 425 6 sen- sen- NN work_hn3zcuyx55c5hluvhowvnqdplm 425 7 tences tence NNS work_hn3zcuyx55c5hluvhowvnqdplm 425 8 . . . work_hn3zcuyx55c5hluvhowvnqdplm 426 1 Essays essay NNS work_hn3zcuyx55c5hluvhowvnqdplm 426 2 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 426 3 actions action NNS work_hn3zcuyx55c5hluvhowvnqdplm 426 4 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 426 5 events event NNS work_hn3zcuyx55c5hluvhowvnqdplm 426 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 426 7 105–148 105–148 CD work_hn3zcuyx55c5hluvhowvnqdplm 426 8 . . . work_hn3zcuyx55c5hluvhowvnqdplm 427 1 Di Di NNP work_hn3zcuyx55c5hluvhowvnqdplm 427 2 Eugenio Eugenio NNP work_hn3zcuyx55c5hluvhowvnqdplm 427 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 427 4 B. B. NNP work_hn3zcuyx55c5hluvhowvnqdplm 427 5 , , , work_hn3zcuyx55c5hluvhowvnqdplm 427 6 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 427 7 White White NNP work_hn3zcuyx55c5hluvhowvnqdplm 427 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 427 9 M. M. NNP work_hn3zcuyx55c5hluvhowvnqdplm 427 10 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 427 11 1992 1992 CD work_hn3zcuyx55c5hluvhowvnqdplm 427 12 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 427 13 . . . work_hn3zcuyx55c5hluvhowvnqdplm 428 1 On on IN work_hn3zcuyx55c5hluvhowvnqdplm 428 2 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 428 3 Interpre- Interpre- NNP work_hn3zcuyx55c5hluvhowvnqdplm 428 4 tation tation NN work_hn3zcuyx55c5hluvhowvnqdplm 428 5 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 428 6 Natural Natural NNP work_hn3zcuyx55c5hluvhowvnqdplm 428 7 Language Language NNP work_hn3zcuyx55c5hluvhowvnqdplm 428 8 Instructions Instructions NNPS work_hn3zcuyx55c5hluvhowvnqdplm 428 9 . . . work_hn3zcuyx55c5hluvhowvnqdplm 429 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 429 2 Pro- Pro- NNP work_hn3zcuyx55c5hluvhowvnqdplm 429 3 ceedings ceeding NNS work_hn3zcuyx55c5hluvhowvnqdplm 429 4 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 429 5 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 429 6 Conference Conference NNP work_hn3zcuyx55c5hluvhowvnqdplm 429 7 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 429 8 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 429 9 Association Association NNP work_hn3zcuyx55c5hluvhowvnqdplm 429 10 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 429 11 Computational Computational NNP work_hn3zcuyx55c5hluvhowvnqdplm 429 12 Linguistics Linguistics NNP work_hn3zcuyx55c5hluvhowvnqdplm 429 13 . . . work_hn3zcuyx55c5hluvhowvnqdplm 430 1 Dzifcak Dzifcak NNP work_hn3zcuyx55c5hluvhowvnqdplm 430 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 430 3 J. J. NNP work_hn3zcuyx55c5hluvhowvnqdplm 430 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 430 5 Scheutz Scheutz NNP work_hn3zcuyx55c5hluvhowvnqdplm 430 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 430 7 M. M. NNP work_hn3zcuyx55c5hluvhowvnqdplm 430 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 430 9 Baral Baral NNP work_hn3zcuyx55c5hluvhowvnqdplm 430 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 430 11 C. C. NNP work_hn3zcuyx55c5hluvhowvnqdplm 430 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 430 13 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 430 14 Schermerhorn Schermerhorn NNP work_hn3zcuyx55c5hluvhowvnqdplm 430 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 430 16 P. P. NNP work_hn3zcuyx55c5hluvhowvnqdplm 430 17 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 430 18 2009 2009 CD work_hn3zcuyx55c5hluvhowvnqdplm 430 19 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 430 20 . . . work_hn3zcuyx55c5hluvhowvnqdplm 431 1 What what WP work_hn3zcuyx55c5hluvhowvnqdplm 431 2 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 431 3 Do do VB work_hn3zcuyx55c5hluvhowvnqdplm 431 4 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 431 5 How how WRB work_hn3zcuyx55c5hluvhowvnqdplm 431 6 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 431 7 Do do VB work_hn3zcuyx55c5hluvhowvnqdplm 431 8 It -PRON- PRP work_hn3zcuyx55c5hluvhowvnqdplm 431 9 : : : work_hn3zcuyx55c5hluvhowvnqdplm 431 10 Trans- Trans- NNP work_hn3zcuyx55c5hluvhowvnqdplm 431 11 lating lating NN work_hn3zcuyx55c5hluvhowvnqdplm 431 12 Natural Natural NNP work_hn3zcuyx55c5hluvhowvnqdplm 431 13 Language Language NNP work_hn3zcuyx55c5hluvhowvnqdplm 431 14 Directives Directives NNPS work_hn3zcuyx55c5hluvhowvnqdplm 431 15 Into into IN work_hn3zcuyx55c5hluvhowvnqdplm 431 16 Temporal temporal JJ work_hn3zcuyx55c5hluvhowvnqdplm 431 17 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 431 18 Dynamic Dynamic NNP work_hn3zcuyx55c5hluvhowvnqdplm 431 19 Logic Logic NNP work_hn3zcuyx55c5hluvhowvnqdplm 431 20 Representation Representation NNP work_hn3zcuyx55c5hluvhowvnqdplm 431 21 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 431 22 Goal Goal NNP work_hn3zcuyx55c5hluvhowvnqdplm 431 23 Man- Man- NNP work_hn3zcuyx55c5hluvhowvnqdplm 431 24 agement agement NN work_hn3zcuyx55c5hluvhowvnqdplm 431 25 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 431 26 Action Action NNP work_hn3zcuyx55c5hluvhowvnqdplm 431 27 Execution Execution NNP work_hn3zcuyx55c5hluvhowvnqdplm 431 28 . . . work_hn3zcuyx55c5hluvhowvnqdplm 432 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 432 2 Proceedings proceeding NNS work_hn3zcuyx55c5hluvhowvnqdplm 432 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 432 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 432 5 IEEE IEEE NNP work_hn3zcuyx55c5hluvhowvnqdplm 432 6 International International NNP work_hn3zcuyx55c5hluvhowvnqdplm 432 7 Conference Conference NNP work_hn3zcuyx55c5hluvhowvnqdplm 432 8 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 432 9 Robotics Robotics NNPS work_hn3zcuyx55c5hluvhowvnqdplm 432 10 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 432 11 Automation Automation NNP work_hn3zcuyx55c5hluvhowvnqdplm 432 12 . . . work_hn3zcuyx55c5hluvhowvnqdplm 433 1 Goldwasser Goldwasser NNP work_hn3zcuyx55c5hluvhowvnqdplm 433 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 433 3 D. D. NNP work_hn3zcuyx55c5hluvhowvnqdplm 433 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 433 5 Reichart Reichart NNP work_hn3zcuyx55c5hluvhowvnqdplm 433 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 433 7 R. R. NNP work_hn3zcuyx55c5hluvhowvnqdplm 433 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 433 9 Clarke Clarke NNP work_hn3zcuyx55c5hluvhowvnqdplm 433 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 433 11 J. J. NNP work_hn3zcuyx55c5hluvhowvnqdplm 433 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 433 13 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 433 14 Roth Roth NNP work_hn3zcuyx55c5hluvhowvnqdplm 433 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 433 16 D. D. NNP work_hn3zcuyx55c5hluvhowvnqdplm 433 17 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 433 18 2011 2011 CD work_hn3zcuyx55c5hluvhowvnqdplm 433 19 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 433 20 . . . work_hn3zcuyx55c5hluvhowvnqdplm 434 1 Confidence Confidence NNP work_hn3zcuyx55c5hluvhowvnqdplm 434 2 Driven Driven NNP work_hn3zcuyx55c5hluvhowvnqdplm 434 3 Unsupervised unsupervise VBD work_hn3zcuyx55c5hluvhowvnqdplm 434 4 Seman- Seman- NNP work_hn3zcuyx55c5hluvhowvnqdplm 434 5 tic tic NN work_hn3zcuyx55c5hluvhowvnqdplm 434 6 Parsing Parsing NNP work_hn3zcuyx55c5hluvhowvnqdplm 434 7 . . . work_hn3zcuyx55c5hluvhowvnqdplm 435 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 435 2 Proceedings Proceedings NNP work_hn3zcuyx55c5hluvhowvnqdplm 435 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 435 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 435 5 Association Association NNP work_hn3zcuyx55c5hluvhowvnqdplm 435 6 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 435 7 Computational Computational NNP work_hn3zcuyx55c5hluvhowvnqdplm 435 8 Linguistics Linguistics NNP work_hn3zcuyx55c5hluvhowvnqdplm 435 9 . . . work_hn3zcuyx55c5hluvhowvnqdplm 436 1 Goldwasser Goldwasser NNP work_hn3zcuyx55c5hluvhowvnqdplm 436 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 436 3 D. D. NNP work_hn3zcuyx55c5hluvhowvnqdplm 436 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 436 5 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 436 6 Roth Roth NNP work_hn3zcuyx55c5hluvhowvnqdplm 436 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 436 8 D. D. NNP work_hn3zcuyx55c5hluvhowvnqdplm 436 9 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 436 10 2011 2011 CD work_hn3zcuyx55c5hluvhowvnqdplm 436 11 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 436 12 . . . work_hn3zcuyx55c5hluvhowvnqdplm 437 1 Learning learn VBG work_hn3zcuyx55c5hluvhowvnqdplm 437 2 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 437 3 Nat- Nat- NNP work_hn3zcuyx55c5hluvhowvnqdplm 437 4 ural ural JJ work_hn3zcuyx55c5hluvhowvnqdplm 437 5 Instructions instruction NNS work_hn3zcuyx55c5hluvhowvnqdplm 437 6 . . . work_hn3zcuyx55c5hluvhowvnqdplm 438 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 438 2 Proceedings Proceedings NNP work_hn3zcuyx55c5hluvhowvnqdplm 438 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 438 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 438 5 Interna- Interna- NNP work_hn3zcuyx55c5hluvhowvnqdplm 438 6 tional tional JJ work_hn3zcuyx55c5hluvhowvnqdplm 438 7 Joint Joint NNP work_hn3zcuyx55c5hluvhowvnqdplm 438 8 Conference Conference NNP work_hn3zcuyx55c5hluvhowvnqdplm 438 9 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 438 10 Artificial Artificial NNP work_hn3zcuyx55c5hluvhowvnqdplm 438 11 Intelligence Intelligence NNP work_hn3zcuyx55c5hluvhowvnqdplm 438 12 . . . work_hn3zcuyx55c5hluvhowvnqdplm 439 1 Heim Heim NNP work_hn3zcuyx55c5hluvhowvnqdplm 439 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 439 3 I. I. NNP work_hn3zcuyx55c5hluvhowvnqdplm 439 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 439 5 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 439 6 Kratzer Kratzer NNP work_hn3zcuyx55c5hluvhowvnqdplm 439 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 439 8 A. A. NNP work_hn3zcuyx55c5hluvhowvnqdplm 440 1 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 440 2 1998 1998 CD work_hn3zcuyx55c5hluvhowvnqdplm 440 3 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 440 4 . . . work_hn3zcuyx55c5hluvhowvnqdplm 441 1 Semantics semantic NNS work_hn3zcuyx55c5hluvhowvnqdplm 441 2 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 441 3 Generative Generative NNP work_hn3zcuyx55c5hluvhowvnqdplm 441 4 Grammar Grammar NNP work_hn3zcuyx55c5hluvhowvnqdplm 441 5 . . . work_hn3zcuyx55c5hluvhowvnqdplm 442 1 Blackwell Blackwell NNP work_hn3zcuyx55c5hluvhowvnqdplm 442 2 Oxford Oxford NNP work_hn3zcuyx55c5hluvhowvnqdplm 442 3 . . . work_hn3zcuyx55c5hluvhowvnqdplm 443 1 Kate Kate NNP work_hn3zcuyx55c5hluvhowvnqdplm 443 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 443 3 R. R. NNP work_hn3zcuyx55c5hluvhowvnqdplm 443 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 443 5 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 443 6 Mooney Mooney NNP work_hn3zcuyx55c5hluvhowvnqdplm 443 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 443 8 R. R. NNP work_hn3zcuyx55c5hluvhowvnqdplm 443 9 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 443 10 2006 2006 CD work_hn3zcuyx55c5hluvhowvnqdplm 443 11 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 443 12 . . . work_hn3zcuyx55c5hluvhowvnqdplm 444 1 Using use VBG work_hn3zcuyx55c5hluvhowvnqdplm 444 2 String string NN work_hn3zcuyx55c5hluvhowvnqdplm 444 3 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 444 4 Kernels Kernels NNPS work_hn3zcuyx55c5hluvhowvnqdplm 444 5 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 444 6 Learning learn VBG work_hn3zcuyx55c5hluvhowvnqdplm 444 7 Semantic Semantic NNP work_hn3zcuyx55c5hluvhowvnqdplm 444 8 Parsers Parsers NNPS work_hn3zcuyx55c5hluvhowvnqdplm 444 9 . . . work_hn3zcuyx55c5hluvhowvnqdplm 445 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 445 2 Proceedings Proceedings NNP work_hn3zcuyx55c5hluvhowvnqdplm 445 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 445 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 445 5 Conference Conference NNP work_hn3zcuyx55c5hluvhowvnqdplm 445 6 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 445 7 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 445 8 Association Association NNP work_hn3zcuyx55c5hluvhowvnqdplm 445 9 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 445 10 Computational Computational NNP work_hn3zcuyx55c5hluvhowvnqdplm 445 11 Linguistics Linguistics NNP work_hn3zcuyx55c5hluvhowvnqdplm 445 12 . . . work_hn3zcuyx55c5hluvhowvnqdplm 446 1 Kim Kim NNP work_hn3zcuyx55c5hluvhowvnqdplm 446 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 446 3 J. J. NNP work_hn3zcuyx55c5hluvhowvnqdplm 446 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 446 5 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 446 6 Mooney Mooney NNP work_hn3zcuyx55c5hluvhowvnqdplm 446 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 446 8 R. R. NNP work_hn3zcuyx55c5hluvhowvnqdplm 446 9 J. J. NNP work_hn3zcuyx55c5hluvhowvnqdplm 447 1 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 447 2 2012 2012 CD work_hn3zcuyx55c5hluvhowvnqdplm 447 3 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 447 4 . . . work_hn3zcuyx55c5hluvhowvnqdplm 448 1 Unsupervised unsupervised JJ work_hn3zcuyx55c5hluvhowvnqdplm 448 2 PCFG PCFG NNP work_hn3zcuyx55c5hluvhowvnqdplm 448 3 Induction Induction NNP work_hn3zcuyx55c5hluvhowvnqdplm 448 4 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 448 5 Grounded Grounded NNP work_hn3zcuyx55c5hluvhowvnqdplm 448 6 Language Language NNP work_hn3zcuyx55c5hluvhowvnqdplm 448 7 Learning learn VBG work_hn3zcuyx55c5hluvhowvnqdplm 448 8 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 448 9 Highly Highly NNP work_hn3zcuyx55c5hluvhowvnqdplm 448 10 Ambiguous Ambiguous NNP work_hn3zcuyx55c5hluvhowvnqdplm 448 11 Supervision Supervision NNP work_hn3zcuyx55c5hluvhowvnqdplm 448 12 . . . work_hn3zcuyx55c5hluvhowvnqdplm 449 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 449 2 Proceedings Proceedings NNP work_hn3zcuyx55c5hluvhowvnqdplm 449 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 449 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 449 5 Conference Conference NNP work_hn3zcuyx55c5hluvhowvnqdplm 449 6 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 449 7 Empirical Empirical NNP work_hn3zcuyx55c5hluvhowvnqdplm 449 8 Methods Methods NNPS work_hn3zcuyx55c5hluvhowvnqdplm 449 9 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 449 10 Natu- Natu- NNP work_hn3zcuyx55c5hluvhowvnqdplm 449 11 ral ral JJ work_hn3zcuyx55c5hluvhowvnqdplm 449 12 Language Language NNP work_hn3zcuyx55c5hluvhowvnqdplm 449 13 Processing Processing NNP work_hn3zcuyx55c5hluvhowvnqdplm 449 14 . . . work_hn3zcuyx55c5hluvhowvnqdplm 450 1 Kollar Kollar NNP work_hn3zcuyx55c5hluvhowvnqdplm 450 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 450 3 T. T. NNP work_hn3zcuyx55c5hluvhowvnqdplm 450 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 450 5 Tellex Tellex NNP work_hn3zcuyx55c5hluvhowvnqdplm 450 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 450 7 S. S. NNP work_hn3zcuyx55c5hluvhowvnqdplm 450 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 450 9 Roy Roy NNP work_hn3zcuyx55c5hluvhowvnqdplm 450 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 450 11 D. D. NNP work_hn3zcuyx55c5hluvhowvnqdplm 450 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 450 13 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 450 14 Roy Roy NNP work_hn3zcuyx55c5hluvhowvnqdplm 450 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 450 16 N. N. NNP work_hn3zcuyx55c5hluvhowvnqdplm 450 17 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 450 18 2010 2010 CD work_hn3zcuyx55c5hluvhowvnqdplm 450 19 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 450 20 . . . work_hn3zcuyx55c5hluvhowvnqdplm 451 1 Toward toward IN work_hn3zcuyx55c5hluvhowvnqdplm 451 2 Understanding Understanding NNP work_hn3zcuyx55c5hluvhowvnqdplm 451 3 Natural Natural NNP work_hn3zcuyx55c5hluvhowvnqdplm 451 4 Language Language NNP work_hn3zcuyx55c5hluvhowvnqdplm 451 5 Directions Directions NNPS work_hn3zcuyx55c5hluvhowvnqdplm 451 6 . . . work_hn3zcuyx55c5hluvhowvnqdplm 452 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 452 2 Proceedings Proceedings NNP work_hn3zcuyx55c5hluvhowvnqdplm 452 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 452 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 452 5 ACM ACM NNP work_hn3zcuyx55c5hluvhowvnqdplm 452 6 / / SYM work_hn3zcuyx55c5hluvhowvnqdplm 452 7 IEEE IEEE NNP work_hn3zcuyx55c5hluvhowvnqdplm 452 8 International International NNP work_hn3zcuyx55c5hluvhowvnqdplm 452 9 Con- Con- NNP work_hn3zcuyx55c5hluvhowvnqdplm 452 10 ference ference NN work_hn3zcuyx55c5hluvhowvnqdplm 452 11 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 452 12 Human Human NNP work_hn3zcuyx55c5hluvhowvnqdplm 452 13 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 452 14 Robot Robot NNP work_hn3zcuyx55c5hluvhowvnqdplm 452 15 Interaction Interaction NNP work_hn3zcuyx55c5hluvhowvnqdplm 452 16 . . . work_hn3zcuyx55c5hluvhowvnqdplm 453 1 Krishnamurthy Krishnamurthy NNP work_hn3zcuyx55c5hluvhowvnqdplm 453 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 453 3 J. J. NNP work_hn3zcuyx55c5hluvhowvnqdplm 453 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 453 5 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 453 6 Mitchell Mitchell NNP work_hn3zcuyx55c5hluvhowvnqdplm 453 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 453 8 T. T. NNP work_hn3zcuyx55c5hluvhowvnqdplm 453 9 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 453 10 2012 2012 CD work_hn3zcuyx55c5hluvhowvnqdplm 453 11 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 453 12 . . . work_hn3zcuyx55c5hluvhowvnqdplm 454 1 Weakly Weakly NNP work_hn3zcuyx55c5hluvhowvnqdplm 454 2 Super- Super- NNP work_hn3zcuyx55c5hluvhowvnqdplm 454 3 vised vise VBD work_hn3zcuyx55c5hluvhowvnqdplm 454 4 Training Training NNP work_hn3zcuyx55c5hluvhowvnqdplm 454 5 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 454 6 Semantic Semantic NNP work_hn3zcuyx55c5hluvhowvnqdplm 454 7 Parsers Parsers NNPS work_hn3zcuyx55c5hluvhowvnqdplm 454 8 . . . work_hn3zcuyx55c5hluvhowvnqdplm 455 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 455 2 Proceed- Proceed- NNP work_hn3zcuyx55c5hluvhowvnqdplm 455 3 ings ing NNS work_hn3zcuyx55c5hluvhowvnqdplm 455 4 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 455 5 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 455 6 Joint Joint NNP work_hn3zcuyx55c5hluvhowvnqdplm 455 7 Conference Conference NNP work_hn3zcuyx55c5hluvhowvnqdplm 455 8 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 455 9 Empirical Empirical NNP work_hn3zcuyx55c5hluvhowvnqdplm 455 10 Meth- Meth- NNP work_hn3zcuyx55c5hluvhowvnqdplm 455 11 ods od NNS work_hn3zcuyx55c5hluvhowvnqdplm 455 12 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 455 13 Natural Natural NNP work_hn3zcuyx55c5hluvhowvnqdplm 455 14 Language Language NNP work_hn3zcuyx55c5hluvhowvnqdplm 455 15 Processing Processing NNP work_hn3zcuyx55c5hluvhowvnqdplm 455 16 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 455 17 Compu- Compu- NNP work_hn3zcuyx55c5hluvhowvnqdplm 455 18 tational tational NN work_hn3zcuyx55c5hluvhowvnqdplm 455 19 Natural Natural NNP work_hn3zcuyx55c5hluvhowvnqdplm 455 20 Language Language NNP work_hn3zcuyx55c5hluvhowvnqdplm 455 21 Learning Learning NNP work_hn3zcuyx55c5hluvhowvnqdplm 455 22 . . . work_hn3zcuyx55c5hluvhowvnqdplm 456 1 Kwiatkowski Kwiatkowski NNP work_hn3zcuyx55c5hluvhowvnqdplm 456 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 456 3 T. T. NNP work_hn3zcuyx55c5hluvhowvnqdplm 456 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 456 5 Goldwater Goldwater NNP work_hn3zcuyx55c5hluvhowvnqdplm 456 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 456 7 S. S. NNP work_hn3zcuyx55c5hluvhowvnqdplm 456 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 456 9 Zettlemoyer Zettlemoyer NNP work_hn3zcuyx55c5hluvhowvnqdplm 456 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 456 11 L. L. NNP work_hn3zcuyx55c5hluvhowvnqdplm 456 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 456 13 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 456 14 Steedman Steedman NNP work_hn3zcuyx55c5hluvhowvnqdplm 456 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 456 16 M. M. NNP work_hn3zcuyx55c5hluvhowvnqdplm 456 17 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 456 18 2012 2012 CD work_hn3zcuyx55c5hluvhowvnqdplm 456 19 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 456 20 . . . work_hn3zcuyx55c5hluvhowvnqdplm 457 1 A a DT work_hn3zcuyx55c5hluvhowvnqdplm 457 2 probabilistic probabilistic JJ work_hn3zcuyx55c5hluvhowvnqdplm 457 3 model model NN work_hn3zcuyx55c5hluvhowvnqdplm 457 4 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 457 5 syntactic syntactic JJ work_hn3zcuyx55c5hluvhowvnqdplm 457 6 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 457 7 semantic semantic JJ work_hn3zcuyx55c5hluvhowvnqdplm 457 8 acquisition acquisition NN work_hn3zcuyx55c5hluvhowvnqdplm 457 9 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 457 10 child- child- NN work_hn3zcuyx55c5hluvhowvnqdplm 457 11 directed direct VBN work_hn3zcuyx55c5hluvhowvnqdplm 457 12 utterances utterance NNS work_hn3zcuyx55c5hluvhowvnqdplm 457 13 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 457 14 their -PRON- PRP$ work_hn3zcuyx55c5hluvhowvnqdplm 457 15 meanings meaning NNS work_hn3zcuyx55c5hluvhowvnqdplm 457 16 . . . work_hn3zcuyx55c5hluvhowvnqdplm 458 1 Proceed- Proceed- NNP work_hn3zcuyx55c5hluvhowvnqdplm 458 2 ings ing NNS work_hn3zcuyx55c5hluvhowvnqdplm 458 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 458 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 458 5 Conference Conference NNP work_hn3zcuyx55c5hluvhowvnqdplm 458 6 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 458 7 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 458 8 European European NNP work_hn3zcuyx55c5hluvhowvnqdplm 458 9 Chapter Chapter NNP work_hn3zcuyx55c5hluvhowvnqdplm 458 10 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 458 11 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 458 12 Association Association NNP work_hn3zcuyx55c5hluvhowvnqdplm 458 13 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 458 14 Computational Computational NNP work_hn3zcuyx55c5hluvhowvnqdplm 458 15 Linguistics Linguistics NNP work_hn3zcuyx55c5hluvhowvnqdplm 458 16 . . . work_hn3zcuyx55c5hluvhowvnqdplm 459 1 Kwiatkowski Kwiatkowski NNP work_hn3zcuyx55c5hluvhowvnqdplm 459 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 459 3 T. T. NNP work_hn3zcuyx55c5hluvhowvnqdplm 459 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 459 5 Zettlemoyer Zettlemoyer NNP work_hn3zcuyx55c5hluvhowvnqdplm 459 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 459 7 L. L. NNP work_hn3zcuyx55c5hluvhowvnqdplm 459 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 459 9 Goldwater Goldwater NNP work_hn3zcuyx55c5hluvhowvnqdplm 459 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 459 11 S. S. NNP work_hn3zcuyx55c5hluvhowvnqdplm 459 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 459 13 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 459 14 Steedman Steedman NNP work_hn3zcuyx55c5hluvhowvnqdplm 459 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 459 16 M. M. NNP work_hn3zcuyx55c5hluvhowvnqdplm 459 17 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 459 18 2010 2010 CD work_hn3zcuyx55c5hluvhowvnqdplm 459 19 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 459 20 . . . work_hn3zcuyx55c5hluvhowvnqdplm 460 1 Inducing induce VBG work_hn3zcuyx55c5hluvhowvnqdplm 460 2 probabilistic probabilistic JJ work_hn3zcuyx55c5hluvhowvnqdplm 460 3 CCG CCG NNP work_hn3zcuyx55c5hluvhowvnqdplm 460 4 grammars grammar NNS work_hn3zcuyx55c5hluvhowvnqdplm 460 5 from from IN work_hn3zcuyx55c5hluvhowvnqdplm 460 6 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 460 7 form form NN work_hn3zcuyx55c5hluvhowvnqdplm 460 8 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 460 9 higher high JJR work_hn3zcuyx55c5hluvhowvnqdplm 460 10 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 460 11 order order NN work_hn3zcuyx55c5hluvhowvnqdplm 460 12 60 60 CD work_hn3zcuyx55c5hluvhowvnqdplm 460 13 unification unification NN work_hn3zcuyx55c5hluvhowvnqdplm 460 14 . . . work_hn3zcuyx55c5hluvhowvnqdplm 461 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 461 2 Proceedings Proceedings NNP work_hn3zcuyx55c5hluvhowvnqdplm 461 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 461 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 461 5 Conference Conference NNP work_hn3zcuyx55c5hluvhowvnqdplm 461 6 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 461 7 Empirical Empirical NNP work_hn3zcuyx55c5hluvhowvnqdplm 461 8 Methods Methods NNPS work_hn3zcuyx55c5hluvhowvnqdplm 461 9 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 461 10 Natural Natural NNP work_hn3zcuyx55c5hluvhowvnqdplm 461 11 Language Language NNP work_hn3zcuyx55c5hluvhowvnqdplm 461 12 Process- Process- NNP work_hn3zcuyx55c5hluvhowvnqdplm 461 13 ing ing NNP work_hn3zcuyx55c5hluvhowvnqdplm 461 14 . . . work_hn3zcuyx55c5hluvhowvnqdplm 462 1 Kwiatkowski Kwiatkowski NNP work_hn3zcuyx55c5hluvhowvnqdplm 462 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 462 3 T. T. NNP work_hn3zcuyx55c5hluvhowvnqdplm 462 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 462 5 Zettlemoyer Zettlemoyer NNP work_hn3zcuyx55c5hluvhowvnqdplm 462 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 462 7 L. L. NNP work_hn3zcuyx55c5hluvhowvnqdplm 462 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 462 9 Goldwater Goldwater NNP work_hn3zcuyx55c5hluvhowvnqdplm 462 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 462 11 S. S. NNP work_hn3zcuyx55c5hluvhowvnqdplm 462 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 462 13 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 462 14 Steedman Steedman NNP work_hn3zcuyx55c5hluvhowvnqdplm 462 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 462 16 M. M. NNP work_hn3zcuyx55c5hluvhowvnqdplm 462 17 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 462 18 2011 2011 CD work_hn3zcuyx55c5hluvhowvnqdplm 462 19 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 462 20 . . . work_hn3zcuyx55c5hluvhowvnqdplm 463 1 Lexical Lexical NNP work_hn3zcuyx55c5hluvhowvnqdplm 463 2 Generalization Generalization NNP work_hn3zcuyx55c5hluvhowvnqdplm 463 3 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 463 4 CCG CCG NNP work_hn3zcuyx55c5hluvhowvnqdplm 463 5 Grammar Grammar NNP work_hn3zcuyx55c5hluvhowvnqdplm 463 6 Induction Induction NNP work_hn3zcuyx55c5hluvhowvnqdplm 463 7 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 463 8 Semantic Semantic NNP work_hn3zcuyx55c5hluvhowvnqdplm 463 9 Parsing Parsing NNP work_hn3zcuyx55c5hluvhowvnqdplm 463 10 . . . work_hn3zcuyx55c5hluvhowvnqdplm 464 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 464 2 Proceedings Proceedings NNP work_hn3zcuyx55c5hluvhowvnqdplm 464 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 464 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 464 5 Conference Conference NNP work_hn3zcuyx55c5hluvhowvnqdplm 464 6 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 464 7 Empirical Empirical NNP work_hn3zcuyx55c5hluvhowvnqdplm 464 8 Methods Methods NNPS work_hn3zcuyx55c5hluvhowvnqdplm 464 9 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 464 10 Natural Natural NNP work_hn3zcuyx55c5hluvhowvnqdplm 464 11 Language Language NNP work_hn3zcuyx55c5hluvhowvnqdplm 464 12 Processing Processing NNP work_hn3zcuyx55c5hluvhowvnqdplm 464 13 . . . work_hn3zcuyx55c5hluvhowvnqdplm 465 1 Lafferty Lafferty NNP work_hn3zcuyx55c5hluvhowvnqdplm 465 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 465 3 J. J. NNP work_hn3zcuyx55c5hluvhowvnqdplm 465 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 465 5 McCallum McCallum NNP work_hn3zcuyx55c5hluvhowvnqdplm 465 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 465 7 A. A. NNP work_hn3zcuyx55c5hluvhowvnqdplm 465 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 465 9 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 465 10 Pereira Pereira NNP work_hn3zcuyx55c5hluvhowvnqdplm 465 11 , , , work_hn3zcuyx55c5hluvhowvnqdplm 465 12 F. F. NNP work_hn3zcuyx55c5hluvhowvnqdplm 465 13 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 465 14 2001 2001 CD work_hn3zcuyx55c5hluvhowvnqdplm 465 15 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 465 16 . . . work_hn3zcuyx55c5hluvhowvnqdplm 466 1 Con- Con- NNP work_hn3zcuyx55c5hluvhowvnqdplm 466 2 ditional ditional JJ work_hn3zcuyx55c5hluvhowvnqdplm 466 3 Random Random NNP work_hn3zcuyx55c5hluvhowvnqdplm 466 4 Fields Fields NNPS work_hn3zcuyx55c5hluvhowvnqdplm 466 5 : : : work_hn3zcuyx55c5hluvhowvnqdplm 466 6 Probabilistic Probabilistic NNP work_hn3zcuyx55c5hluvhowvnqdplm 466 7 Models Models NNPS work_hn3zcuyx55c5hluvhowvnqdplm 466 8 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 466 9 Segmenting segmenting NN work_hn3zcuyx55c5hluvhowvnqdplm 466 10 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 466 11 Labeling Labeling NNP work_hn3zcuyx55c5hluvhowvnqdplm 466 12 Sequence Sequence NNP work_hn3zcuyx55c5hluvhowvnqdplm 466 13 Data Data NNP work_hn3zcuyx55c5hluvhowvnqdplm 466 14 . . . work_hn3zcuyx55c5hluvhowvnqdplm 467 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 467 2 Pro- Pro- NNP work_hn3zcuyx55c5hluvhowvnqdplm 467 3 ceedings ceeding NNS work_hn3zcuyx55c5hluvhowvnqdplm 467 4 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 467 5 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 467 6 International International NNP work_hn3zcuyx55c5hluvhowvnqdplm 467 7 Conference Conference NNP work_hn3zcuyx55c5hluvhowvnqdplm 467 8 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 467 9 Ma- Ma- NNP work_hn3zcuyx55c5hluvhowvnqdplm 467 10 chine chine NN work_hn3zcuyx55c5hluvhowvnqdplm 467 11 Learning Learning NNP work_hn3zcuyx55c5hluvhowvnqdplm 467 12 . . . work_hn3zcuyx55c5hluvhowvnqdplm 468 1 Lewis Lewis NNP work_hn3zcuyx55c5hluvhowvnqdplm 468 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 468 3 D. D. NNP work_hn3zcuyx55c5hluvhowvnqdplm 468 4 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 468 5 1970 1970 CD work_hn3zcuyx55c5hluvhowvnqdplm 468 6 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 468 7 . . . work_hn3zcuyx55c5hluvhowvnqdplm 469 1 General General NNP work_hn3zcuyx55c5hluvhowvnqdplm 469 2 Semantics Semantics NNP work_hn3zcuyx55c5hluvhowvnqdplm 469 3 . . . work_hn3zcuyx55c5hluvhowvnqdplm 470 1 Synthese synthese JJ work_hn3zcuyx55c5hluvhowvnqdplm 470 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 470 3 22(1 22(1 CD work_hn3zcuyx55c5hluvhowvnqdplm 470 4 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 470 5 , , , work_hn3zcuyx55c5hluvhowvnqdplm 470 6 18–67 18–67 CD work_hn3zcuyx55c5hluvhowvnqdplm 470 7 . . . work_hn3zcuyx55c5hluvhowvnqdplm 471 1 Liang Liang NNP work_hn3zcuyx55c5hluvhowvnqdplm 471 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 471 3 P. P. NNP work_hn3zcuyx55c5hluvhowvnqdplm 471 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 471 5 Jordan Jordan NNP work_hn3zcuyx55c5hluvhowvnqdplm 471 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 471 7 M. M. NNP work_hn3zcuyx55c5hluvhowvnqdplm 471 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 471 9 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 471 10 Klein Klein NNP work_hn3zcuyx55c5hluvhowvnqdplm 471 11 , , , work_hn3zcuyx55c5hluvhowvnqdplm 471 12 D. D. NNP work_hn3zcuyx55c5hluvhowvnqdplm 471 13 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 471 14 2009 2009 CD work_hn3zcuyx55c5hluvhowvnqdplm 471 15 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 471 16 . . . work_hn3zcuyx55c5hluvhowvnqdplm 472 1 Learning learn VBG work_hn3zcuyx55c5hluvhowvnqdplm 472 2 se- se- NN work_hn3zcuyx55c5hluvhowvnqdplm 472 3 mantic mantic JJ work_hn3zcuyx55c5hluvhowvnqdplm 472 4 correspondences correspondence NNS work_hn3zcuyx55c5hluvhowvnqdplm 472 5 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 472 6 less less JJR work_hn3zcuyx55c5hluvhowvnqdplm 472 7 supervision supervision NN work_hn3zcuyx55c5hluvhowvnqdplm 472 8 . . . work_hn3zcuyx55c5hluvhowvnqdplm 473 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 473 2 Proceedings Proceedings NNP work_hn3zcuyx55c5hluvhowvnqdplm 473 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 473 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 473 5 Joint Joint NNP work_hn3zcuyx55c5hluvhowvnqdplm 473 6 Conference Conference NNP work_hn3zcuyx55c5hluvhowvnqdplm 473 7 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 473 8 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 473 9 Asso- Asso- NNP work_hn3zcuyx55c5hluvhowvnqdplm 473 10 ciation ciation NN work_hn3zcuyx55c5hluvhowvnqdplm 473 11 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 473 12 Computational Computational NNP work_hn3zcuyx55c5hluvhowvnqdplm 473 13 Linguistics Linguistics NNPS work_hn3zcuyx55c5hluvhowvnqdplm 473 14 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 473 15 Interna- Interna- NNP work_hn3zcuyx55c5hluvhowvnqdplm 473 16 tional tional JJ work_hn3zcuyx55c5hluvhowvnqdplm 473 17 Joint Joint NNP work_hn3zcuyx55c5hluvhowvnqdplm 473 18 Conference Conference NNP work_hn3zcuyx55c5hluvhowvnqdplm 473 19 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 473 20 Natural Natural NNP work_hn3zcuyx55c5hluvhowvnqdplm 473 21 Language Language NNP work_hn3zcuyx55c5hluvhowvnqdplm 473 22 Pro- Pro- NNP work_hn3zcuyx55c5hluvhowvnqdplm 473 23 cessing cessing NN work_hn3zcuyx55c5hluvhowvnqdplm 473 24 . . . work_hn3zcuyx55c5hluvhowvnqdplm 474 1 Liang Liang NNP work_hn3zcuyx55c5hluvhowvnqdplm 474 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 474 3 P. P. NNP work_hn3zcuyx55c5hluvhowvnqdplm 474 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 474 5 Jordan Jordan NNP work_hn3zcuyx55c5hluvhowvnqdplm 474 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 474 7 M. M. NNP work_hn3zcuyx55c5hluvhowvnqdplm 474 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 474 9 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 474 10 Klein Klein NNP work_hn3zcuyx55c5hluvhowvnqdplm 474 11 , , , work_hn3zcuyx55c5hluvhowvnqdplm 474 12 D. D. NNP work_hn3zcuyx55c5hluvhowvnqdplm 474 13 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 474 14 2011 2011 CD work_hn3zcuyx55c5hluvhowvnqdplm 474 15 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 474 16 . . . work_hn3zcuyx55c5hluvhowvnqdplm 475 1 Learning learn VBG work_hn3zcuyx55c5hluvhowvnqdplm 475 2 Dependency Dependency NNP work_hn3zcuyx55c5hluvhowvnqdplm 475 3 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 475 4 Based base VBN work_hn3zcuyx55c5hluvhowvnqdplm 475 5 Compositional Compositional NNP work_hn3zcuyx55c5hluvhowvnqdplm 475 6 Semantics Semantics NNPS work_hn3zcuyx55c5hluvhowvnqdplm 475 7 . . . work_hn3zcuyx55c5hluvhowvnqdplm 476 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 476 2 Proceedings Proceedings NNP work_hn3zcuyx55c5hluvhowvnqdplm 476 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 476 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 476 5 Conference Conference NNP work_hn3zcuyx55c5hluvhowvnqdplm 476 6 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 476 7 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 476 8 Association Association NNP work_hn3zcuyx55c5hluvhowvnqdplm 476 9 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 476 10 Computational Computational NNP work_hn3zcuyx55c5hluvhowvnqdplm 476 11 Linguistics Linguistics NNP work_hn3zcuyx55c5hluvhowvnqdplm 476 12 . . . work_hn3zcuyx55c5hluvhowvnqdplm 477 1 MacMahon MacMahon NNP work_hn3zcuyx55c5hluvhowvnqdplm 477 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 477 3 M. M. NNP work_hn3zcuyx55c5hluvhowvnqdplm 477 4 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 477 5 2007 2007 CD work_hn3zcuyx55c5hluvhowvnqdplm 477 6 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 477 7 . . . work_hn3zcuyx55c5hluvhowvnqdplm 478 1 Following follow VBG work_hn3zcuyx55c5hluvhowvnqdplm 478 2 Natural Natural NNP work_hn3zcuyx55c5hluvhowvnqdplm 478 3 Language Language NNP work_hn3zcuyx55c5hluvhowvnqdplm 478 4 Route Route NNP work_hn3zcuyx55c5hluvhowvnqdplm 478 5 Instructions Instructions NNP work_hn3zcuyx55c5hluvhowvnqdplm 478 6 . . . work_hn3zcuyx55c5hluvhowvnqdplm 479 1 Ph.D. Ph.D. NNP work_hn3zcuyx55c5hluvhowvnqdplm 479 2 thesis thesis NNP work_hn3zcuyx55c5hluvhowvnqdplm 479 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 479 4 University University NNP work_hn3zcuyx55c5hluvhowvnqdplm 479 5 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 479 6 Texas Texas NNP work_hn3zcuyx55c5hluvhowvnqdplm 479 7 at at IN work_hn3zcuyx55c5hluvhowvnqdplm 479 8 Austin Austin NNP work_hn3zcuyx55c5hluvhowvnqdplm 479 9 . . . work_hn3zcuyx55c5hluvhowvnqdplm 480 1 MacMahon MacMahon NNP work_hn3zcuyx55c5hluvhowvnqdplm 480 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 480 3 M. M. NNP work_hn3zcuyx55c5hluvhowvnqdplm 480 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 480 5 Stankiewics Stankiewics NNP work_hn3zcuyx55c5hluvhowvnqdplm 480 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 480 7 B. B. NNP work_hn3zcuyx55c5hluvhowvnqdplm 480 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 480 9 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 480 10 Kuipers Kuipers NNP work_hn3zcuyx55c5hluvhowvnqdplm 480 11 , , , work_hn3zcuyx55c5hluvhowvnqdplm 480 12 B. B. NNP work_hn3zcuyx55c5hluvhowvnqdplm 481 1 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 481 2 2006 2006 CD work_hn3zcuyx55c5hluvhowvnqdplm 481 3 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 481 4 . . . work_hn3zcuyx55c5hluvhowvnqdplm 482 1 Walk walk VB work_hn3zcuyx55c5hluvhowvnqdplm 482 2 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 482 3 Talk talk NN work_hn3zcuyx55c5hluvhowvnqdplm 482 4 : : : work_hn3zcuyx55c5hluvhowvnqdplm 482 5 Connecting Connecting NNP work_hn3zcuyx55c5hluvhowvnqdplm 482 6 Language Language NNP work_hn3zcuyx55c5hluvhowvnqdplm 482 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 482 8 Knowl- Knowl- NNP work_hn3zcuyx55c5hluvhowvnqdplm 482 9 edge edge NN work_hn3zcuyx55c5hluvhowvnqdplm 482 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 482 11 Action Action NNP work_hn3zcuyx55c5hluvhowvnqdplm 482 12 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 482 13 Route Route NNP work_hn3zcuyx55c5hluvhowvnqdplm 482 14 Instructions Instructions NNP work_hn3zcuyx55c5hluvhowvnqdplm 482 15 . . . work_hn3zcuyx55c5hluvhowvnqdplm 483 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 483 2 Proceed- Proceed- NNP work_hn3zcuyx55c5hluvhowvnqdplm 483 3 ings ing NNS work_hn3zcuyx55c5hluvhowvnqdplm 483 4 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 483 5 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 483 6 National National NNP work_hn3zcuyx55c5hluvhowvnqdplm 483 7 Conference Conference NNP work_hn3zcuyx55c5hluvhowvnqdplm 483 8 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 483 9 Artificial Artificial NNP work_hn3zcuyx55c5hluvhowvnqdplm 483 10 Intel- Intel- NNP work_hn3zcuyx55c5hluvhowvnqdplm 483 11 ligence ligence NN work_hn3zcuyx55c5hluvhowvnqdplm 483 12 . . . work_hn3zcuyx55c5hluvhowvnqdplm 484 1 Matuszek Matuszek NNP work_hn3zcuyx55c5hluvhowvnqdplm 484 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 484 3 C. C. NNP work_hn3zcuyx55c5hluvhowvnqdplm 484 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 484 5 FitzGerald FitzGerald NNP work_hn3zcuyx55c5hluvhowvnqdplm 484 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 484 7 N. N. NNP work_hn3zcuyx55c5hluvhowvnqdplm 484 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 484 9 Zettlemoyer Zettlemoyer NNP work_hn3zcuyx55c5hluvhowvnqdplm 484 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 484 11 L. L. NNP work_hn3zcuyx55c5hluvhowvnqdplm 484 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 484 13 Bo Bo NNP work_hn3zcuyx55c5hluvhowvnqdplm 484 14 , , , work_hn3zcuyx55c5hluvhowvnqdplm 484 15 L. L. NNP work_hn3zcuyx55c5hluvhowvnqdplm 484 16 , , , work_hn3zcuyx55c5hluvhowvnqdplm 484 17 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 484 18 Fox Fox NNP work_hn3zcuyx55c5hluvhowvnqdplm 484 19 , , , work_hn3zcuyx55c5hluvhowvnqdplm 484 20 D. D. NNP work_hn3zcuyx55c5hluvhowvnqdplm 484 21 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 484 22 2012 2012 CD work_hn3zcuyx55c5hluvhowvnqdplm 484 23 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 484 24 . . . work_hn3zcuyx55c5hluvhowvnqdplm 485 1 A a DT work_hn3zcuyx55c5hluvhowvnqdplm 485 2 Joint Joint NNP work_hn3zcuyx55c5hluvhowvnqdplm 485 3 Model Model NNP work_hn3zcuyx55c5hluvhowvnqdplm 485 4 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 485 5 Language Language NNP work_hn3zcuyx55c5hluvhowvnqdplm 485 6 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 485 7 Perception Perception NNP work_hn3zcuyx55c5hluvhowvnqdplm 485 8 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 485 9 Grounded Grounded NNP work_hn3zcuyx55c5hluvhowvnqdplm 485 10 Attribute Attribute NNP work_hn3zcuyx55c5hluvhowvnqdplm 485 11 Learning Learning NNP work_hn3zcuyx55c5hluvhowvnqdplm 485 12 . . . work_hn3zcuyx55c5hluvhowvnqdplm 486 1 Pro- pro- NN work_hn3zcuyx55c5hluvhowvnqdplm 486 2 ceedings ceeding NNS work_hn3zcuyx55c5hluvhowvnqdplm 486 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 486 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 486 5 International International NNP work_hn3zcuyx55c5hluvhowvnqdplm 486 6 Conference Conference NNP work_hn3zcuyx55c5hluvhowvnqdplm 486 7 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 486 8 Ma- Ma- NNP work_hn3zcuyx55c5hluvhowvnqdplm 486 9 chine chine NN work_hn3zcuyx55c5hluvhowvnqdplm 486 10 Learning Learning NNP work_hn3zcuyx55c5hluvhowvnqdplm 486 11 . . . work_hn3zcuyx55c5hluvhowvnqdplm 487 1 Matuszek Matuszek NNP work_hn3zcuyx55c5hluvhowvnqdplm 487 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 487 3 C. C. NNP work_hn3zcuyx55c5hluvhowvnqdplm 487 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 487 5 Fox Fox NNP work_hn3zcuyx55c5hluvhowvnqdplm 487 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 487 7 D. D. NNP work_hn3zcuyx55c5hluvhowvnqdplm 487 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 487 9 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 487 10 Koscher Koscher NNP work_hn3zcuyx55c5hluvhowvnqdplm 487 11 , , , work_hn3zcuyx55c5hluvhowvnqdplm 487 12 K. K. NNP work_hn3zcuyx55c5hluvhowvnqdplm 487 13 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 487 14 2010 2010 CD work_hn3zcuyx55c5hluvhowvnqdplm 487 15 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 487 16 . . . work_hn3zcuyx55c5hluvhowvnqdplm 488 1 Follow- Follow- NNP work_hn3zcuyx55c5hluvhowvnqdplm 488 2 ing e VBG work_hn3zcuyx55c5hluvhowvnqdplm 488 3 directions direction NNS work_hn3zcuyx55c5hluvhowvnqdplm 488 4 using use VBG work_hn3zcuyx55c5hluvhowvnqdplm 488 5 statistical statistical JJ work_hn3zcuyx55c5hluvhowvnqdplm 488 6 machine machine NN work_hn3zcuyx55c5hluvhowvnqdplm 488 7 translation translation NN work_hn3zcuyx55c5hluvhowvnqdplm 488 8 . . . work_hn3zcuyx55c5hluvhowvnqdplm 489 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 489 2 Proceedings Proceedings NNP work_hn3zcuyx55c5hluvhowvnqdplm 489 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 489 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 489 5 international international JJ work_hn3zcuyx55c5hluvhowvnqdplm 489 6 conference conference NN work_hn3zcuyx55c5hluvhowvnqdplm 489 7 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 489 8 Human Human NNP work_hn3zcuyx55c5hluvhowvnqdplm 489 9 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 489 10 robot robot NN work_hn3zcuyx55c5hluvhowvnqdplm 489 11 interaction interaction NN work_hn3zcuyx55c5hluvhowvnqdplm 489 12 . . . work_hn3zcuyx55c5hluvhowvnqdplm 490 1 Matuszek Matuszek NNP work_hn3zcuyx55c5hluvhowvnqdplm 490 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 490 3 C. C. NNP work_hn3zcuyx55c5hluvhowvnqdplm 490 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 490 5 Herbst Herbst NNP work_hn3zcuyx55c5hluvhowvnqdplm 490 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 490 7 E. E. NNP work_hn3zcuyx55c5hluvhowvnqdplm 490 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 490 9 Zettlemoyer Zettlemoyer NNP work_hn3zcuyx55c5hluvhowvnqdplm 490 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 490 11 L. L. NNP work_hn3zcuyx55c5hluvhowvnqdplm 490 12 S. S. NNP work_hn3zcuyx55c5hluvhowvnqdplm 490 13 , , , work_hn3zcuyx55c5hluvhowvnqdplm 490 14 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 490 15 Fox Fox NNP work_hn3zcuyx55c5hluvhowvnqdplm 490 16 , , , work_hn3zcuyx55c5hluvhowvnqdplm 490 17 D. D. NNP work_hn3zcuyx55c5hluvhowvnqdplm 490 18 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 490 19 2012 2012 CD work_hn3zcuyx55c5hluvhowvnqdplm 490 20 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 490 21 . . . work_hn3zcuyx55c5hluvhowvnqdplm 491 1 Learning learn VBG work_hn3zcuyx55c5hluvhowvnqdplm 491 2 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 491 3 Parse Parse NNP work_hn3zcuyx55c5hluvhowvnqdplm 491 4 Natural Natural NNP work_hn3zcuyx55c5hluvhowvnqdplm 491 5 Language Language NNP work_hn3zcuyx55c5hluvhowvnqdplm 491 6 Com- Com- NNP work_hn3zcuyx55c5hluvhowvnqdplm 491 7 mands mand VBZ work_hn3zcuyx55c5hluvhowvnqdplm 491 8 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 491 9 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 491 10 Robot Robot NNP work_hn3zcuyx55c5hluvhowvnqdplm 491 11 Control Control NNP work_hn3zcuyx55c5hluvhowvnqdplm 491 12 System System NNP work_hn3zcuyx55c5hluvhowvnqdplm 491 13 . . . work_hn3zcuyx55c5hluvhowvnqdplm 492 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 492 2 Proceedings Proceedings NNP work_hn3zcuyx55c5hluvhowvnqdplm 492 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 492 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 492 5 International International NNP work_hn3zcuyx55c5hluvhowvnqdplm 492 6 Symposium Symposium NNP work_hn3zcuyx55c5hluvhowvnqdplm 492 7 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 492 8 Experimental Experimental NNP work_hn3zcuyx55c5hluvhowvnqdplm 492 9 Robotics Robotics NNPS work_hn3zcuyx55c5hluvhowvnqdplm 492 10 . . . work_hn3zcuyx55c5hluvhowvnqdplm 493 1 Montague Montague NNP work_hn3zcuyx55c5hluvhowvnqdplm 493 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 493 3 R. R. NNP work_hn3zcuyx55c5hluvhowvnqdplm 493 4 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 493 5 1973 1973 CD work_hn3zcuyx55c5hluvhowvnqdplm 493 6 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 493 7 . . . work_hn3zcuyx55c5hluvhowvnqdplm 494 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 494 2 Proper Proper NNP work_hn3zcuyx55c5hluvhowvnqdplm 494 3 Treatment Treatment NNP work_hn3zcuyx55c5hluvhowvnqdplm 494 4 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 494 5 Quantifi- Quantifi- NNP work_hn3zcuyx55c5hluvhowvnqdplm 494 6 cation cation NN work_hn3zcuyx55c5hluvhowvnqdplm 494 7 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 494 8 Ordinary Ordinary NNP work_hn3zcuyx55c5hluvhowvnqdplm 494 9 English English NNP work_hn3zcuyx55c5hluvhowvnqdplm 494 10 . . . work_hn3zcuyx55c5hluvhowvnqdplm 495 1 Approaches approach NNS work_hn3zcuyx55c5hluvhowvnqdplm 495 2 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 495 3 natural natural JJ work_hn3zcuyx55c5hluvhowvnqdplm 495 4 language language NN work_hn3zcuyx55c5hluvhowvnqdplm 495 5 , , , work_hn3zcuyx55c5hluvhowvnqdplm 495 6 49 49 CD work_hn3zcuyx55c5hluvhowvnqdplm 495 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 495 8 221–242 221–242 CD work_hn3zcuyx55c5hluvhowvnqdplm 495 9 . . . work_hn3zcuyx55c5hluvhowvnqdplm 496 1 Muresan Muresan NNP work_hn3zcuyx55c5hluvhowvnqdplm 496 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 496 3 S. S. NNP work_hn3zcuyx55c5hluvhowvnqdplm 496 4 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 496 5 2011 2011 CD work_hn3zcuyx55c5hluvhowvnqdplm 496 6 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 496 7 . . . work_hn3zcuyx55c5hluvhowvnqdplm 497 1 Learning learn VBG work_hn3zcuyx55c5hluvhowvnqdplm 497 2 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 497 3 Deep Deep NNP work_hn3zcuyx55c5hluvhowvnqdplm 497 4 Language Language NNP work_hn3zcuyx55c5hluvhowvnqdplm 497 5 Under- Under- NNP work_hn3zcuyx55c5hluvhowvnqdplm 497 6 standing standing NN work_hn3zcuyx55c5hluvhowvnqdplm 497 7 . . . work_hn3zcuyx55c5hluvhowvnqdplm 498 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 498 2 Proceedings Proceedings NNP work_hn3zcuyx55c5hluvhowvnqdplm 498 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 498 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 498 5 International International NNP work_hn3zcuyx55c5hluvhowvnqdplm 498 6 Joint Joint NNP work_hn3zcuyx55c5hluvhowvnqdplm 498 7 Conference Conference NNP work_hn3zcuyx55c5hluvhowvnqdplm 498 8 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 498 9 Artificial Artificial NNP work_hn3zcuyx55c5hluvhowvnqdplm 498 10 Intelligence Intelligence NNP work_hn3zcuyx55c5hluvhowvnqdplm 498 11 . . . work_hn3zcuyx55c5hluvhowvnqdplm 499 1 Parsons parson NNS work_hn3zcuyx55c5hluvhowvnqdplm 499 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 499 3 T. t. NN work_hn3zcuyx55c5hluvhowvnqdplm 499 4 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 499 5 1990 1990 CD work_hn3zcuyx55c5hluvhowvnqdplm 499 6 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 499 7 . . . work_hn3zcuyx55c5hluvhowvnqdplm 500 1 Events event NNS work_hn3zcuyx55c5hluvhowvnqdplm 500 2 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 500 3 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 500 4 Semantics Semantics NNPS work_hn3zcuyx55c5hluvhowvnqdplm 500 5 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 500 6 English English NNP work_hn3zcuyx55c5hluvhowvnqdplm 500 7 . . . work_hn3zcuyx55c5hluvhowvnqdplm 501 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 501 2 MIT MIT NNP work_hn3zcuyx55c5hluvhowvnqdplm 501 3 Press Press NNP work_hn3zcuyx55c5hluvhowvnqdplm 501 4 . . . work_hn3zcuyx55c5hluvhowvnqdplm 502 1 Singh Singh NNP work_hn3zcuyx55c5hluvhowvnqdplm 502 2 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 502 3 Miller Miller NNP work_hn3zcuyx55c5hluvhowvnqdplm 502 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 502 5 N. N. NNP work_hn3zcuyx55c5hluvhowvnqdplm 502 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 502 7 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 502 8 Collins Collins NNP work_hn3zcuyx55c5hluvhowvnqdplm 502 9 , , , work_hn3zcuyx55c5hluvhowvnqdplm 502 10 M. M. NNP work_hn3zcuyx55c5hluvhowvnqdplm 502 11 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 502 12 2007 2007 CD work_hn3zcuyx55c5hluvhowvnqdplm 502 13 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 502 14 . . . work_hn3zcuyx55c5hluvhowvnqdplm 503 1 Trigger Trigger NNP work_hn3zcuyx55c5hluvhowvnqdplm 503 2 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 503 3 based base VBN work_hn3zcuyx55c5hluvhowvnqdplm 503 4 language language NN work_hn3zcuyx55c5hluvhowvnqdplm 503 5 modeling modeling NN work_hn3zcuyx55c5hluvhowvnqdplm 503 6 using use VBG work_hn3zcuyx55c5hluvhowvnqdplm 503 7 a a DT work_hn3zcuyx55c5hluvhowvnqdplm 503 8 loss loss NN work_hn3zcuyx55c5hluvhowvnqdplm 503 9 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 503 10 sensitive sensitive JJ work_hn3zcuyx55c5hluvhowvnqdplm 503 11 percep- percep- NN work_hn3zcuyx55c5hluvhowvnqdplm 503 12 tron tron NN work_hn3zcuyx55c5hluvhowvnqdplm 503 13 algorithm algorithm NNP work_hn3zcuyx55c5hluvhowvnqdplm 503 14 . . . work_hn3zcuyx55c5hluvhowvnqdplm 504 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 504 2 IEEE IEEE NNP work_hn3zcuyx55c5hluvhowvnqdplm 504 3 International International NNP work_hn3zcuyx55c5hluvhowvnqdplm 504 4 Conference Conference NNP work_hn3zcuyx55c5hluvhowvnqdplm 504 5 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 504 6 Acoustics Acoustics NNPS work_hn3zcuyx55c5hluvhowvnqdplm 504 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 504 8 Speech Speech NNP work_hn3zcuyx55c5hluvhowvnqdplm 504 9 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 504 10 Signal Signal NNP work_hn3zcuyx55c5hluvhowvnqdplm 504 11 Processing Processing NNP work_hn3zcuyx55c5hluvhowvnqdplm 504 12 . . . work_hn3zcuyx55c5hluvhowvnqdplm 505 1 Steedman Steedman NNP work_hn3zcuyx55c5hluvhowvnqdplm 505 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 505 3 M. M. NNP work_hn3zcuyx55c5hluvhowvnqdplm 505 4 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 505 5 1996 1996 CD work_hn3zcuyx55c5hluvhowvnqdplm 505 6 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 505 7 . . . work_hn3zcuyx55c5hluvhowvnqdplm 506 1 Surface Surface NNP work_hn3zcuyx55c5hluvhowvnqdplm 506 2 Structure Structure NNP work_hn3zcuyx55c5hluvhowvnqdplm 506 3 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 506 4 Interpreta- Interpreta- NNP work_hn3zcuyx55c5hluvhowvnqdplm 506 5 tion tion NN work_hn3zcuyx55c5hluvhowvnqdplm 506 6 . . . work_hn3zcuyx55c5hluvhowvnqdplm 507 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 507 2 MIT MIT NNP work_hn3zcuyx55c5hluvhowvnqdplm 507 3 Press Press NNP work_hn3zcuyx55c5hluvhowvnqdplm 507 4 . . . work_hn3zcuyx55c5hluvhowvnqdplm 508 1 Steedman Steedman NNP work_hn3zcuyx55c5hluvhowvnqdplm 508 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 508 3 M. M. NNP work_hn3zcuyx55c5hluvhowvnqdplm 508 4 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 508 5 2000 2000 CD work_hn3zcuyx55c5hluvhowvnqdplm 508 6 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 508 7 . . . work_hn3zcuyx55c5hluvhowvnqdplm 509 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 509 2 Syntactic Syntactic NNP work_hn3zcuyx55c5hluvhowvnqdplm 509 3 Process Process NNP work_hn3zcuyx55c5hluvhowvnqdplm 509 4 . . . work_hn3zcuyx55c5hluvhowvnqdplm 510 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 510 2 MIT MIT NNP work_hn3zcuyx55c5hluvhowvnqdplm 510 3 Press Press NNP work_hn3zcuyx55c5hluvhowvnqdplm 510 4 . . . work_hn3zcuyx55c5hluvhowvnqdplm 511 1 Steedman Steedman NNP work_hn3zcuyx55c5hluvhowvnqdplm 511 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 511 3 M. M. NNP work_hn3zcuyx55c5hluvhowvnqdplm 511 4 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 511 5 2011 2011 CD work_hn3zcuyx55c5hluvhowvnqdplm 511 6 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 511 7 . . . work_hn3zcuyx55c5hluvhowvnqdplm 512 1 Taking take VBG work_hn3zcuyx55c5hluvhowvnqdplm 512 2 Scope Scope NNP work_hn3zcuyx55c5hluvhowvnqdplm 512 3 . . . work_hn3zcuyx55c5hluvhowvnqdplm 513 1 The the DT work_hn3zcuyx55c5hluvhowvnqdplm 513 2 MIT MIT NNP work_hn3zcuyx55c5hluvhowvnqdplm 513 3 Press Press NNP work_hn3zcuyx55c5hluvhowvnqdplm 513 4 . . . work_hn3zcuyx55c5hluvhowvnqdplm 514 1 Taskar Taskar NNP work_hn3zcuyx55c5hluvhowvnqdplm 514 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 514 3 B. B. NNP work_hn3zcuyx55c5hluvhowvnqdplm 514 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 514 5 Guestrin Guestrin NNP work_hn3zcuyx55c5hluvhowvnqdplm 514 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 514 7 C. C. NNP work_hn3zcuyx55c5hluvhowvnqdplm 514 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 514 9 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 514 10 Koller Koller NNP work_hn3zcuyx55c5hluvhowvnqdplm 514 11 , , , work_hn3zcuyx55c5hluvhowvnqdplm 514 12 D. D. NNP work_hn3zcuyx55c5hluvhowvnqdplm 514 13 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 514 14 2003 2003 CD work_hn3zcuyx55c5hluvhowvnqdplm 514 15 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 514 16 . . . work_hn3zcuyx55c5hluvhowvnqdplm 515 1 Max- Max- NNP work_hn3zcuyx55c5hluvhowvnqdplm 515 2 Margin margin NN work_hn3zcuyx55c5hluvhowvnqdplm 515 3 Markov markov NN work_hn3zcuyx55c5hluvhowvnqdplm 515 4 Networks Networks NNPS work_hn3zcuyx55c5hluvhowvnqdplm 515 5 . . . work_hn3zcuyx55c5hluvhowvnqdplm 516 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 516 2 Proceedings Proceedings NNP work_hn3zcuyx55c5hluvhowvnqdplm 516 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 516 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 516 5 Conference Conference NNP work_hn3zcuyx55c5hluvhowvnqdplm 516 6 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 516 7 Neural Neural NNP work_hn3zcuyx55c5hluvhowvnqdplm 516 8 Information Information NNP work_hn3zcuyx55c5hluvhowvnqdplm 516 9 Processing Processing NNP work_hn3zcuyx55c5hluvhowvnqdplm 516 10 Systems Systems NNPS work_hn3zcuyx55c5hluvhowvnqdplm 516 11 . . . work_hn3zcuyx55c5hluvhowvnqdplm 517 1 Taskar Taskar NNP work_hn3zcuyx55c5hluvhowvnqdplm 517 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 517 3 B. B. NNP work_hn3zcuyx55c5hluvhowvnqdplm 517 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 517 5 Klein Klein NNP work_hn3zcuyx55c5hluvhowvnqdplm 517 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 517 7 D. D. NNP work_hn3zcuyx55c5hluvhowvnqdplm 517 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 517 9 Collins Collins NNP work_hn3zcuyx55c5hluvhowvnqdplm 517 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 517 11 M. M. NNP work_hn3zcuyx55c5hluvhowvnqdplm 517 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 517 13 Koller Koller NNP work_hn3zcuyx55c5hluvhowvnqdplm 517 14 , , , work_hn3zcuyx55c5hluvhowvnqdplm 517 15 D. D. NNP work_hn3zcuyx55c5hluvhowvnqdplm 517 16 , , , work_hn3zcuyx55c5hluvhowvnqdplm 517 17 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 517 18 Manning Manning NNP work_hn3zcuyx55c5hluvhowvnqdplm 517 19 , , , work_hn3zcuyx55c5hluvhowvnqdplm 517 20 C. C. NNP work_hn3zcuyx55c5hluvhowvnqdplm 517 21 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 517 22 2004 2004 CD work_hn3zcuyx55c5hluvhowvnqdplm 517 23 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 517 24 . . . work_hn3zcuyx55c5hluvhowvnqdplm 518 1 Max Max NNP work_hn3zcuyx55c5hluvhowvnqdplm 518 2 - - HYPH work_hn3zcuyx55c5hluvhowvnqdplm 518 3 Margin Margin NNP work_hn3zcuyx55c5hluvhowvnqdplm 518 4 Parsing Parsing NNP work_hn3zcuyx55c5hluvhowvnqdplm 518 5 . . . work_hn3zcuyx55c5hluvhowvnqdplm 519 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 519 2 Proceedings Proceedings NNP work_hn3zcuyx55c5hluvhowvnqdplm 519 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 519 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 519 5 Conference Conference NNP work_hn3zcuyx55c5hluvhowvnqdplm 519 6 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 519 7 Empirical Empirical NNP work_hn3zcuyx55c5hluvhowvnqdplm 519 8 Methods Methods NNPS work_hn3zcuyx55c5hluvhowvnqdplm 519 9 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 519 10 Natural Natural NNP work_hn3zcuyx55c5hluvhowvnqdplm 519 11 Language Language NNP work_hn3zcuyx55c5hluvhowvnqdplm 519 12 Processing Processing NNP work_hn3zcuyx55c5hluvhowvnqdplm 519 13 . . . work_hn3zcuyx55c5hluvhowvnqdplm 520 1 Tellex Tellex NNP work_hn3zcuyx55c5hluvhowvnqdplm 520 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 520 3 S. S. NNP work_hn3zcuyx55c5hluvhowvnqdplm 520 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 520 5 Kollar Kollar NNP work_hn3zcuyx55c5hluvhowvnqdplm 520 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 520 7 T. T. NNP work_hn3zcuyx55c5hluvhowvnqdplm 520 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 520 9 Dickerson Dickerson NNP work_hn3zcuyx55c5hluvhowvnqdplm 520 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 520 11 S. S. NNP work_hn3zcuyx55c5hluvhowvnqdplm 520 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 520 13 Walter Walter NNP work_hn3zcuyx55c5hluvhowvnqdplm 520 14 , , , work_hn3zcuyx55c5hluvhowvnqdplm 520 15 M. M. NNP work_hn3zcuyx55c5hluvhowvnqdplm 520 16 , , , work_hn3zcuyx55c5hluvhowvnqdplm 520 17 Banerjee Banerjee NNP work_hn3zcuyx55c5hluvhowvnqdplm 520 18 , , , work_hn3zcuyx55c5hluvhowvnqdplm 520 19 A. a. NN work_hn3zcuyx55c5hluvhowvnqdplm 520 20 , , , work_hn3zcuyx55c5hluvhowvnqdplm 520 21 Teller Teller NNP work_hn3zcuyx55c5hluvhowvnqdplm 520 22 , , , work_hn3zcuyx55c5hluvhowvnqdplm 520 23 S. S. NNP work_hn3zcuyx55c5hluvhowvnqdplm 520 24 , , , work_hn3zcuyx55c5hluvhowvnqdplm 520 25 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 520 26 Roy Roy NNP work_hn3zcuyx55c5hluvhowvnqdplm 520 27 , , , work_hn3zcuyx55c5hluvhowvnqdplm 520 28 N. N. NNP work_hn3zcuyx55c5hluvhowvnqdplm 520 29 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 520 30 2011 2011 CD work_hn3zcuyx55c5hluvhowvnqdplm 520 31 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 520 32 . . . work_hn3zcuyx55c5hluvhowvnqdplm 521 1 Understanding understand VBG work_hn3zcuyx55c5hluvhowvnqdplm 521 2 Natural Natural NNP work_hn3zcuyx55c5hluvhowvnqdplm 521 3 Language Language NNP work_hn3zcuyx55c5hluvhowvnqdplm 521 4 Commands Commands NNPS work_hn3zcuyx55c5hluvhowvnqdplm 521 5 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 521 6 Robotic Robotic NNP work_hn3zcuyx55c5hluvhowvnqdplm 521 7 Naviga- Naviga- NNP work_hn3zcuyx55c5hluvhowvnqdplm 521 8 tion tion NN work_hn3zcuyx55c5hluvhowvnqdplm 521 9 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 521 10 Mobile Mobile NNP work_hn3zcuyx55c5hluvhowvnqdplm 521 11 Manipulation Manipulation NNP work_hn3zcuyx55c5hluvhowvnqdplm 521 12 . . . work_hn3zcuyx55c5hluvhowvnqdplm 522 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 522 2 Proceedings Proceedings NNP work_hn3zcuyx55c5hluvhowvnqdplm 522 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 522 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 522 5 National National NNP work_hn3zcuyx55c5hluvhowvnqdplm 522 6 Conference Conference NNP work_hn3zcuyx55c5hluvhowvnqdplm 522 7 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 522 8 Artificial Artificial NNP work_hn3zcuyx55c5hluvhowvnqdplm 522 9 Intelligence Intelligence NNP work_hn3zcuyx55c5hluvhowvnqdplm 522 10 . . . work_hn3zcuyx55c5hluvhowvnqdplm 523 1 Vogel Vogel NNP work_hn3zcuyx55c5hluvhowvnqdplm 523 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 523 3 A. a. NN work_hn3zcuyx55c5hluvhowvnqdplm 523 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 523 5 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 523 6 Jurafsky Jurafsky NNP work_hn3zcuyx55c5hluvhowvnqdplm 523 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 523 8 D. D. NNP work_hn3zcuyx55c5hluvhowvnqdplm 523 9 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 523 10 2010 2010 CD work_hn3zcuyx55c5hluvhowvnqdplm 523 11 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 523 12 . . . work_hn3zcuyx55c5hluvhowvnqdplm 524 1 Learning learn VBG work_hn3zcuyx55c5hluvhowvnqdplm 524 2 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 524 3 follow follow VB work_hn3zcuyx55c5hluvhowvnqdplm 524 4 nav- nav- JJ work_hn3zcuyx55c5hluvhowvnqdplm 524 5 igational igational JJ work_hn3zcuyx55c5hluvhowvnqdplm 524 6 directions direction NNS work_hn3zcuyx55c5hluvhowvnqdplm 524 7 . . . work_hn3zcuyx55c5hluvhowvnqdplm 525 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 525 2 Proceedings Proceedings NNP work_hn3zcuyx55c5hluvhowvnqdplm 525 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 525 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 525 5 Con- Con- NNP work_hn3zcuyx55c5hluvhowvnqdplm 525 6 ference ference NN work_hn3zcuyx55c5hluvhowvnqdplm 525 7 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 525 8 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 525 9 Association Association NNP work_hn3zcuyx55c5hluvhowvnqdplm 525 10 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 525 11 Computational Computational NNP work_hn3zcuyx55c5hluvhowvnqdplm 525 12 Lin- Lin- NNP work_hn3zcuyx55c5hluvhowvnqdplm 525 13 guistics guistic NNS work_hn3zcuyx55c5hluvhowvnqdplm 525 14 . . . work_hn3zcuyx55c5hluvhowvnqdplm 526 1 Webber Webber NNP work_hn3zcuyx55c5hluvhowvnqdplm 526 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 526 3 B. B. NNP work_hn3zcuyx55c5hluvhowvnqdplm 526 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 526 5 Badler Badler NNP work_hn3zcuyx55c5hluvhowvnqdplm 526 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 526 7 N. N. NNP work_hn3zcuyx55c5hluvhowvnqdplm 526 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 526 9 Di Di NNP work_hn3zcuyx55c5hluvhowvnqdplm 526 10 Eugenio Eugenio NNP work_hn3zcuyx55c5hluvhowvnqdplm 526 11 , , , work_hn3zcuyx55c5hluvhowvnqdplm 526 12 B. B. NNP work_hn3zcuyx55c5hluvhowvnqdplm 526 13 , , , work_hn3zcuyx55c5hluvhowvnqdplm 526 14 Geib Geib NNP work_hn3zcuyx55c5hluvhowvnqdplm 526 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 526 16 C. C. NNP work_hn3zcuyx55c5hluvhowvnqdplm 526 17 , , , work_hn3zcuyx55c5hluvhowvnqdplm 526 18 Lev- Lev- NNP work_hn3zcuyx55c5hluvhowvnqdplm 526 19 ison ison NNP work_hn3zcuyx55c5hluvhowvnqdplm 526 20 , , , work_hn3zcuyx55c5hluvhowvnqdplm 526 21 L. L. NNP work_hn3zcuyx55c5hluvhowvnqdplm 526 22 , , , work_hn3zcuyx55c5hluvhowvnqdplm 526 23 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 526 24 Moore Moore NNP work_hn3zcuyx55c5hluvhowvnqdplm 526 25 , , , work_hn3zcuyx55c5hluvhowvnqdplm 526 26 M. M. NNP work_hn3zcuyx55c5hluvhowvnqdplm 526 27 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 526 28 1995 1995 CD work_hn3zcuyx55c5hluvhowvnqdplm 526 29 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 526 30 . . . work_hn3zcuyx55c5hluvhowvnqdplm 527 1 Instructions instruction NNS work_hn3zcuyx55c5hluvhowvnqdplm 527 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 527 3 In- In- NNP work_hn3zcuyx55c5hluvhowvnqdplm 527 4 tentions tention NNS work_hn3zcuyx55c5hluvhowvnqdplm 527 5 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 527 6 Expectations expectation NNS work_hn3zcuyx55c5hluvhowvnqdplm 527 7 . . . work_hn3zcuyx55c5hluvhowvnqdplm 528 1 Artificial Artificial NNP work_hn3zcuyx55c5hluvhowvnqdplm 528 2 Intelligence Intelligence NNP work_hn3zcuyx55c5hluvhowvnqdplm 528 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 528 4 73(1 73(1 CD work_hn3zcuyx55c5hluvhowvnqdplm 528 5 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 528 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 528 7 253–269 253–269 CD work_hn3zcuyx55c5hluvhowvnqdplm 528 8 . . . work_hn3zcuyx55c5hluvhowvnqdplm 529 1 Wei Wei NNP work_hn3zcuyx55c5hluvhowvnqdplm 529 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 529 3 Y. Y. NNP work_hn3zcuyx55c5hluvhowvnqdplm 529 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 529 5 Brunskill Brunskill NNP work_hn3zcuyx55c5hluvhowvnqdplm 529 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 529 7 E. E. NNP work_hn3zcuyx55c5hluvhowvnqdplm 529 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 529 9 Kollar Kollar NNP work_hn3zcuyx55c5hluvhowvnqdplm 529 10 , , , work_hn3zcuyx55c5hluvhowvnqdplm 529 11 T. T. NNP work_hn3zcuyx55c5hluvhowvnqdplm 529 12 , , , work_hn3zcuyx55c5hluvhowvnqdplm 529 13 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 529 14 Roy Roy NNP work_hn3zcuyx55c5hluvhowvnqdplm 529 15 , , , work_hn3zcuyx55c5hluvhowvnqdplm 529 16 N. N. NNP work_hn3zcuyx55c5hluvhowvnqdplm 529 17 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 529 18 2009 2009 CD work_hn3zcuyx55c5hluvhowvnqdplm 529 19 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 529 20 . . . work_hn3zcuyx55c5hluvhowvnqdplm 530 1 Where where WRB work_hn3zcuyx55c5hluvhowvnqdplm 530 2 To to TO work_hn3zcuyx55c5hluvhowvnqdplm 530 3 Go go VB work_hn3zcuyx55c5hluvhowvnqdplm 530 4 : : : work_hn3zcuyx55c5hluvhowvnqdplm 530 5 Interpreting Interpreting NNP work_hn3zcuyx55c5hluvhowvnqdplm 530 6 Natural natural JJ work_hn3zcuyx55c5hluvhowvnqdplm 530 7 Directions direction NNS work_hn3zcuyx55c5hluvhowvnqdplm 530 8 Using use VBG work_hn3zcuyx55c5hluvhowvnqdplm 530 9 Global Global NNP work_hn3zcuyx55c5hluvhowvnqdplm 530 10 Inference inference NN work_hn3zcuyx55c5hluvhowvnqdplm 530 11 . . . work_hn3zcuyx55c5hluvhowvnqdplm 531 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 531 2 Proceedings proceeding NNS work_hn3zcuyx55c5hluvhowvnqdplm 531 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 531 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 531 5 IEEE IEEE NNP work_hn3zcuyx55c5hluvhowvnqdplm 531 6 International International NNP work_hn3zcuyx55c5hluvhowvnqdplm 531 7 Conference Conference NNP work_hn3zcuyx55c5hluvhowvnqdplm 531 8 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 531 9 Robotics Robotics NNPS work_hn3zcuyx55c5hluvhowvnqdplm 531 10 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 531 11 Automation Automation NNP work_hn3zcuyx55c5hluvhowvnqdplm 531 12 . . . work_hn3zcuyx55c5hluvhowvnqdplm 532 1 Winograd Winograd NNP work_hn3zcuyx55c5hluvhowvnqdplm 532 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 532 3 T. t. NN work_hn3zcuyx55c5hluvhowvnqdplm 532 4 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 532 5 1972 1972 CD work_hn3zcuyx55c5hluvhowvnqdplm 532 6 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 532 7 . . . work_hn3zcuyx55c5hluvhowvnqdplm 533 1 Understanding understand VBG work_hn3zcuyx55c5hluvhowvnqdplm 533 2 Natural Natural NNP work_hn3zcuyx55c5hluvhowvnqdplm 533 3 Language Language NNP work_hn3zcuyx55c5hluvhowvnqdplm 533 4 . . . work_hn3zcuyx55c5hluvhowvnqdplm 534 1 Cognitive Cognitive NNP work_hn3zcuyx55c5hluvhowvnqdplm 534 2 Psychology Psychology NNP work_hn3zcuyx55c5hluvhowvnqdplm 534 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 534 4 3(1 3(1 NNP work_hn3zcuyx55c5hluvhowvnqdplm 534 5 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 534 6 , , , work_hn3zcuyx55c5hluvhowvnqdplm 534 7 1–191 1–191 CD work_hn3zcuyx55c5hluvhowvnqdplm 534 8 . . . work_hn3zcuyx55c5hluvhowvnqdplm 535 1 Wong Wong NNP work_hn3zcuyx55c5hluvhowvnqdplm 535 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 535 3 Y. Y. NNP work_hn3zcuyx55c5hluvhowvnqdplm 535 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 535 5 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 535 6 Mooney Mooney NNP work_hn3zcuyx55c5hluvhowvnqdplm 535 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 535 8 R. R. NNP work_hn3zcuyx55c5hluvhowvnqdplm 535 9 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 535 10 2007 2007 CD work_hn3zcuyx55c5hluvhowvnqdplm 535 11 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 535 12 . . . work_hn3zcuyx55c5hluvhowvnqdplm 536 1 Learning learn VBG work_hn3zcuyx55c5hluvhowvnqdplm 536 2 Synchronous synchronous JJ work_hn3zcuyx55c5hluvhowvnqdplm 536 3 Grammars grammar NNS work_hn3zcuyx55c5hluvhowvnqdplm 536 4 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 536 5 Semantic Semantic NNP work_hn3zcuyx55c5hluvhowvnqdplm 536 6 Parsing Parsing NNP work_hn3zcuyx55c5hluvhowvnqdplm 536 7 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 536 8 Lambda Lambda NNP work_hn3zcuyx55c5hluvhowvnqdplm 536 9 Cal- Cal- NNP work_hn3zcuyx55c5hluvhowvnqdplm 536 10 culus culus NN work_hn3zcuyx55c5hluvhowvnqdplm 536 11 . . . work_hn3zcuyx55c5hluvhowvnqdplm 537 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 537 2 Proceedings Proceedings NNP work_hn3zcuyx55c5hluvhowvnqdplm 537 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 537 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 537 5 Conference Conference NNP work_hn3zcuyx55c5hluvhowvnqdplm 537 6 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 537 7 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 537 8 As- As- NNP work_hn3zcuyx55c5hluvhowvnqdplm 537 9 sociation sociation NN work_hn3zcuyx55c5hluvhowvnqdplm 537 10 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 537 11 Computational Computational NNP work_hn3zcuyx55c5hluvhowvnqdplm 537 12 Linguistics Linguistics NNP work_hn3zcuyx55c5hluvhowvnqdplm 537 13 . . . work_hn3zcuyx55c5hluvhowvnqdplm 538 1 61 61 CD work_hn3zcuyx55c5hluvhowvnqdplm 538 2 Zettlemoyer Zettlemoyer NNP work_hn3zcuyx55c5hluvhowvnqdplm 538 3 , , , work_hn3zcuyx55c5hluvhowvnqdplm 538 4 L. L. NNP work_hn3zcuyx55c5hluvhowvnqdplm 538 5 , , , work_hn3zcuyx55c5hluvhowvnqdplm 538 6 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 538 7 Collins Collins NNP work_hn3zcuyx55c5hluvhowvnqdplm 538 8 , , , work_hn3zcuyx55c5hluvhowvnqdplm 538 9 M. M. NNP work_hn3zcuyx55c5hluvhowvnqdplm 538 10 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 538 11 2005 2005 CD work_hn3zcuyx55c5hluvhowvnqdplm 538 12 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 538 13 . . . work_hn3zcuyx55c5hluvhowvnqdplm 539 1 Learning learn VBG work_hn3zcuyx55c5hluvhowvnqdplm 539 2 to to TO work_hn3zcuyx55c5hluvhowvnqdplm 539 3 map map VB work_hn3zcuyx55c5hluvhowvnqdplm 539 4 sentences sentence NNS work_hn3zcuyx55c5hluvhowvnqdplm 539 5 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 539 6 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 539 7 form form NN work_hn3zcuyx55c5hluvhowvnqdplm 539 8 : : : work_hn3zcuyx55c5hluvhowvnqdplm 539 9 Structured structured JJ work_hn3zcuyx55c5hluvhowvnqdplm 539 10 classification classification NN work_hn3zcuyx55c5hluvhowvnqdplm 539 11 with with IN work_hn3zcuyx55c5hluvhowvnqdplm 539 12 probabilistic probabilistic JJ work_hn3zcuyx55c5hluvhowvnqdplm 539 13 categorial categorial JJ work_hn3zcuyx55c5hluvhowvnqdplm 539 14 grammars grammar NNS work_hn3zcuyx55c5hluvhowvnqdplm 539 15 . . . work_hn3zcuyx55c5hluvhowvnqdplm 540 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 540 2 Pro- Pro- NNP work_hn3zcuyx55c5hluvhowvnqdplm 540 3 ceedings ceeding NNS work_hn3zcuyx55c5hluvhowvnqdplm 540 4 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 540 5 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 540 6 Conference Conference NNP work_hn3zcuyx55c5hluvhowvnqdplm 540 7 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 540 8 Uncertainty Uncertainty NNP work_hn3zcuyx55c5hluvhowvnqdplm 540 9 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 540 10 Ar- Ar- NNP work_hn3zcuyx55c5hluvhowvnqdplm 540 11 tificial tificial JJ work_hn3zcuyx55c5hluvhowvnqdplm 540 12 Intelligence intelligence NN work_hn3zcuyx55c5hluvhowvnqdplm 540 13 . . . work_hn3zcuyx55c5hluvhowvnqdplm 541 1 Zettlemoyer Zettlemoyer NNP work_hn3zcuyx55c5hluvhowvnqdplm 541 2 , , , work_hn3zcuyx55c5hluvhowvnqdplm 541 3 L. L. NNP work_hn3zcuyx55c5hluvhowvnqdplm 541 4 , , , work_hn3zcuyx55c5hluvhowvnqdplm 541 5 & & CC work_hn3zcuyx55c5hluvhowvnqdplm 541 6 Collins Collins NNP work_hn3zcuyx55c5hluvhowvnqdplm 541 7 , , , work_hn3zcuyx55c5hluvhowvnqdplm 541 8 M. M. NNP work_hn3zcuyx55c5hluvhowvnqdplm 541 9 ( ( -LRB- work_hn3zcuyx55c5hluvhowvnqdplm 541 10 2007 2007 CD work_hn3zcuyx55c5hluvhowvnqdplm 541 11 ) ) -RRB- work_hn3zcuyx55c5hluvhowvnqdplm 541 12 . . . work_hn3zcuyx55c5hluvhowvnqdplm 542 1 Online online JJ work_hn3zcuyx55c5hluvhowvnqdplm 542 2 learning learning NN work_hn3zcuyx55c5hluvhowvnqdplm 542 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 542 4 relaxed relaxed JJ work_hn3zcuyx55c5hluvhowvnqdplm 542 5 CCG CCG NNP work_hn3zcuyx55c5hluvhowvnqdplm 542 6 grammars grammar NNS work_hn3zcuyx55c5hluvhowvnqdplm 542 7 for for IN work_hn3zcuyx55c5hluvhowvnqdplm 542 8 parsing parse VBG work_hn3zcuyx55c5hluvhowvnqdplm 542 9 to to IN work_hn3zcuyx55c5hluvhowvnqdplm 542 10 logical logical JJ work_hn3zcuyx55c5hluvhowvnqdplm 542 11 form form NN work_hn3zcuyx55c5hluvhowvnqdplm 542 12 . . . work_hn3zcuyx55c5hluvhowvnqdplm 543 1 In in IN work_hn3zcuyx55c5hluvhowvnqdplm 543 2 Proceedings Proceedings NNP work_hn3zcuyx55c5hluvhowvnqdplm 543 3 of of IN work_hn3zcuyx55c5hluvhowvnqdplm 543 4 the the DT work_hn3zcuyx55c5hluvhowvnqdplm 543 5 Joint Joint NNP work_hn3zcuyx55c5hluvhowvnqdplm 543 6 Conference Conference NNP work_hn3zcuyx55c5hluvhowvnqdplm 543 7 on on IN work_hn3zcuyx55c5hluvhowvnqdplm 543 8 Empirical Empirical NNP work_hn3zcuyx55c5hluvhowvnqdplm 543 9 Methods Methods NNPS work_hn3zcuyx55c5hluvhowvnqdplm 543 10 in in IN work_hn3zcuyx55c5hluvhowvnqdplm 543 11 Natural Natural NNP work_hn3zcuyx55c5hluvhowvnqdplm 543 12 Language Language NNP work_hn3zcuyx55c5hluvhowvnqdplm 543 13 Process- Process- NNP work_hn3zcuyx55c5hluvhowvnqdplm 543 14 ing ing NNP work_hn3zcuyx55c5hluvhowvnqdplm 543 15 and and CC work_hn3zcuyx55c5hluvhowvnqdplm 543 16 Computational Computational NNP work_hn3zcuyx55c5hluvhowvnqdplm 543 17 Natural Natural NNP work_hn3zcuyx55c5hluvhowvnqdplm 543 18 Language Language NNP work_hn3zcuyx55c5hluvhowvnqdplm 543 19 Learn- Learn- NNP work_hn3zcuyx55c5hluvhowvnqdplm 543 20 ing ing NN work_hn3zcuyx55c5hluvhowvnqdplm 543 21 . . . work_hn3zcuyx55c5hluvhowvnqdplm 544 1 62 62 CD