id sid tid token lemma pos work_jqo6bqehefaodeuuboo6oybjq4 1 1 Transactions transaction NNS work_jqo6bqehefaodeuuboo6oybjq4 1 2 of of IN work_jqo6bqehefaodeuuboo6oybjq4 1 3 the the DT work_jqo6bqehefaodeuuboo6oybjq4 1 4 Association Association NNP work_jqo6bqehefaodeuuboo6oybjq4 1 5 for for IN work_jqo6bqehefaodeuuboo6oybjq4 1 6 Computational Computational NNP work_jqo6bqehefaodeuuboo6oybjq4 1 7 Linguistics Linguistics NNP work_jqo6bqehefaodeuuboo6oybjq4 1 8 , , , work_jqo6bqehefaodeuuboo6oybjq4 1 9 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 1 10 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 1 11 2013 2013 CD work_jqo6bqehefaodeuuboo6oybjq4 1 12 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 1 13 193–206 193–206 CD work_jqo6bqehefaodeuuboo6oybjq4 1 14 . . . work_jqo6bqehefaodeuuboo6oybjq4 2 1 Action Action NNP work_jqo6bqehefaodeuuboo6oybjq4 2 2 Editor Editor NNP work_jqo6bqehefaodeuuboo6oybjq4 2 3 : : : work_jqo6bqehefaodeuuboo6oybjq4 2 4 Jason Jason NNP work_jqo6bqehefaodeuuboo6oybjq4 2 5 Eisner Eisner NNP work_jqo6bqehefaodeuuboo6oybjq4 2 6 . . . work_jqo6bqehefaodeuuboo6oybjq4 3 1 Submitted submit VBN work_jqo6bqehefaodeuuboo6oybjq4 3 2 10/2012 10/2012 CD work_jqo6bqehefaodeuuboo6oybjq4 3 3 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 3 4 Revised Revised NNP work_jqo6bqehefaodeuuboo6oybjq4 3 5 3/2013 3/2013 CD work_jqo6bqehefaodeuuboo6oybjq4 3 6 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 3 7 Published publish VBD work_jqo6bqehefaodeuuboo6oybjq4 3 8 5/2013 5/2013 CD work_jqo6bqehefaodeuuboo6oybjq4 3 9 . . . work_jqo6bqehefaodeuuboo6oybjq4 4 1 c c NNP work_jqo6bqehefaodeuuboo6oybjq4 4 2 © © NNP work_jqo6bqehefaodeuuboo6oybjq4 4 3 2013 2013 CD work_jqo6bqehefaodeuuboo6oybjq4 4 4 Association Association NNP work_jqo6bqehefaodeuuboo6oybjq4 4 5 for for IN work_jqo6bqehefaodeuuboo6oybjq4 4 6 Computational Computational NNP work_jqo6bqehefaodeuuboo6oybjq4 4 7 Linguistics Linguistics NNP work_jqo6bqehefaodeuuboo6oybjq4 4 8 . . . work_jqo6bqehefaodeuuboo6oybjq4 5 1 Jointly jointly RB work_jqo6bqehefaodeuuboo6oybjq4 5 2 Learning learn VBG work_jqo6bqehefaodeuuboo6oybjq4 5 3 to to IN work_jqo6bqehefaodeuuboo6oybjq4 5 4 Parse Parse NNP work_jqo6bqehefaodeuuboo6oybjq4 5 5 and and CC work_jqo6bqehefaodeuuboo6oybjq4 5 6 Perceive Perceive NNP work_jqo6bqehefaodeuuboo6oybjq4 5 7 : : : work_jqo6bqehefaodeuuboo6oybjq4 5 8 Connecting connect VBG work_jqo6bqehefaodeuuboo6oybjq4 5 9 Natural Natural NNP work_jqo6bqehefaodeuuboo6oybjq4 5 10 Language Language NNP work_jqo6bqehefaodeuuboo6oybjq4 5 11 to to IN work_jqo6bqehefaodeuuboo6oybjq4 5 12 the the DT work_jqo6bqehefaodeuuboo6oybjq4 5 13 Physical Physical NNP work_jqo6bqehefaodeuuboo6oybjq4 5 14 World World NNP work_jqo6bqehefaodeuuboo6oybjq4 5 15 Jayant Jayant NNP work_jqo6bqehefaodeuuboo6oybjq4 5 16 Krishnamurthy Krishnamurthy NNP work_jqo6bqehefaodeuuboo6oybjq4 5 17 Computer Computer NNP work_jqo6bqehefaodeuuboo6oybjq4 5 18 Science Science NNP work_jqo6bqehefaodeuuboo6oybjq4 5 19 Department Department NNP work_jqo6bqehefaodeuuboo6oybjq4 5 20 Carnegie Carnegie NNP work_jqo6bqehefaodeuuboo6oybjq4 5 21 Mellon Mellon NNP work_jqo6bqehefaodeuuboo6oybjq4 5 22 University University NNP work_jqo6bqehefaodeuuboo6oybjq4 5 23 jayantk@cs.cmu.edu jayantk@cs.cmu.edu NN work_jqo6bqehefaodeuuboo6oybjq4 5 24 Thomas Thomas NNP work_jqo6bqehefaodeuuboo6oybjq4 5 25 Kollar Kollar NNP work_jqo6bqehefaodeuuboo6oybjq4 5 26 Computer Computer NNP work_jqo6bqehefaodeuuboo6oybjq4 5 27 Science Science NNP work_jqo6bqehefaodeuuboo6oybjq4 5 28 Department Department NNP work_jqo6bqehefaodeuuboo6oybjq4 5 29 Carnegie Carnegie NNP work_jqo6bqehefaodeuuboo6oybjq4 5 30 Mellon Mellon NNP work_jqo6bqehefaodeuuboo6oybjq4 5 31 University University NNP work_jqo6bqehefaodeuuboo6oybjq4 5 32 tkollar@andrew.cmu.edu tkollar@andrew.cmu.edu VBZ work_jqo6bqehefaodeuuboo6oybjq4 5 33 Abstract Abstract NNP work_jqo6bqehefaodeuuboo6oybjq4 5 34 This this DT work_jqo6bqehefaodeuuboo6oybjq4 5 35 paper paper NN work_jqo6bqehefaodeuuboo6oybjq4 5 36 introduces introduce VBZ work_jqo6bqehefaodeuuboo6oybjq4 5 37 Logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 5 38 Semantics Semantics NNPS work_jqo6bqehefaodeuuboo6oybjq4 5 39 with with IN work_jqo6bqehefaodeuuboo6oybjq4 5 40 Perception Perception NNP work_jqo6bqehefaodeuuboo6oybjq4 5 41 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 5 42 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 5 43 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 5 44 , , , work_jqo6bqehefaodeuuboo6oybjq4 5 45 a a DT work_jqo6bqehefaodeuuboo6oybjq4 5 46 model model NN work_jqo6bqehefaodeuuboo6oybjq4 5 47 for for IN work_jqo6bqehefaodeuuboo6oybjq4 5 48 grounded ground VBN work_jqo6bqehefaodeuuboo6oybjq4 5 49 lan- lan- NN work_jqo6bqehefaodeuuboo6oybjq4 5 50 guage guage NN work_jqo6bqehefaodeuuboo6oybjq4 5 51 acquisition acquisition NN work_jqo6bqehefaodeuuboo6oybjq4 5 52 that that WDT work_jqo6bqehefaodeuuboo6oybjq4 5 53 learns learn VBZ work_jqo6bqehefaodeuuboo6oybjq4 5 54 to to TO work_jqo6bqehefaodeuuboo6oybjq4 5 55 map map VB work_jqo6bqehefaodeuuboo6oybjq4 5 56 natu- natu- JJ work_jqo6bqehefaodeuuboo6oybjq4 5 57 ral ral JJ work_jqo6bqehefaodeuuboo6oybjq4 5 58 language language NN work_jqo6bqehefaodeuuboo6oybjq4 5 59 statements statement NNS work_jqo6bqehefaodeuuboo6oybjq4 5 60 to to IN work_jqo6bqehefaodeuuboo6oybjq4 5 61 their -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 5 62 referents referent NNS work_jqo6bqehefaodeuuboo6oybjq4 5 63 in in IN work_jqo6bqehefaodeuuboo6oybjq4 5 64 a a DT work_jqo6bqehefaodeuuboo6oybjq4 5 65 physical physical JJ work_jqo6bqehefaodeuuboo6oybjq4 5 66 environment environment NN work_jqo6bqehefaodeuuboo6oybjq4 5 67 . . . work_jqo6bqehefaodeuuboo6oybjq4 6 1 For for IN work_jqo6bqehefaodeuuboo6oybjq4 6 2 example example NN work_jqo6bqehefaodeuuboo6oybjq4 6 3 , , , work_jqo6bqehefaodeuuboo6oybjq4 6 4 given give VBN work_jqo6bqehefaodeuuboo6oybjq4 6 5 an an DT work_jqo6bqehefaodeuuboo6oybjq4 6 6 image image NN work_jqo6bqehefaodeuuboo6oybjq4 6 7 , , , work_jqo6bqehefaodeuuboo6oybjq4 6 8 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 6 9 can can MD work_jqo6bqehefaodeuuboo6oybjq4 6 10 map map VB work_jqo6bqehefaodeuuboo6oybjq4 6 11 the the DT work_jqo6bqehefaodeuuboo6oybjq4 6 12 statement statement NN work_jqo6bqehefaodeuuboo6oybjq4 6 13 “ " `` work_jqo6bqehefaodeuuboo6oybjq4 6 14 blue blue JJ work_jqo6bqehefaodeuuboo6oybjq4 6 15 mug mug NNP work_jqo6bqehefaodeuuboo6oybjq4 6 16 on on IN work_jqo6bqehefaodeuuboo6oybjq4 6 17 the the DT work_jqo6bqehefaodeuuboo6oybjq4 6 18 table table NN work_jqo6bqehefaodeuuboo6oybjq4 6 19 ” " '' work_jqo6bqehefaodeuuboo6oybjq4 6 20 to to IN work_jqo6bqehefaodeuuboo6oybjq4 6 21 the the DT work_jqo6bqehefaodeuuboo6oybjq4 6 22 set set NN work_jqo6bqehefaodeuuboo6oybjq4 6 23 of of IN work_jqo6bqehefaodeuuboo6oybjq4 6 24 image image NN work_jqo6bqehefaodeuuboo6oybjq4 6 25 seg- seg- NN work_jqo6bqehefaodeuuboo6oybjq4 6 26 ments ment NNS work_jqo6bqehefaodeuuboo6oybjq4 6 27 showing show VBG work_jqo6bqehefaodeuuboo6oybjq4 6 28 blue blue JJ work_jqo6bqehefaodeuuboo6oybjq4 6 29 mugs mug NNS work_jqo6bqehefaodeuuboo6oybjq4 6 30 on on IN work_jqo6bqehefaodeuuboo6oybjq4 6 31 tables table NNS work_jqo6bqehefaodeuuboo6oybjq4 6 32 . . . work_jqo6bqehefaodeuuboo6oybjq4 7 1 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 7 2 learns learn VBZ work_jqo6bqehefaodeuuboo6oybjq4 7 3 physical physical JJ work_jqo6bqehefaodeuuboo6oybjq4 7 4 representations representation NNS work_jqo6bqehefaodeuuboo6oybjq4 7 5 for for IN work_jqo6bqehefaodeuuboo6oybjq4 7 6 both both DT work_jqo6bqehefaodeuuboo6oybjq4 7 7 cate- cate- NNS work_jqo6bqehefaodeuuboo6oybjq4 7 8 gorical gorical JJ work_jqo6bqehefaodeuuboo6oybjq4 7 9 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 7 10 “ " `` work_jqo6bqehefaodeuuboo6oybjq4 7 11 blue blue NNP work_jqo6bqehefaodeuuboo6oybjq4 7 12 , , , work_jqo6bqehefaodeuuboo6oybjq4 7 13 ” " '' work_jqo6bqehefaodeuuboo6oybjq4 7 14 “ " `` work_jqo6bqehefaodeuuboo6oybjq4 7 15 mug mug NNP work_jqo6bqehefaodeuuboo6oybjq4 7 16 ” " '' work_jqo6bqehefaodeuuboo6oybjq4 7 17 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 7 18 and and CC work_jqo6bqehefaodeuuboo6oybjq4 7 19 relational relational NNP work_jqo6bqehefaodeuuboo6oybjq4 7 20 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 7 21 “ " `` work_jqo6bqehefaodeuuboo6oybjq4 7 22 on on IN work_jqo6bqehefaodeuuboo6oybjq4 7 23 ” " '' work_jqo6bqehefaodeuuboo6oybjq4 7 24 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 7 25 language language NN work_jqo6bqehefaodeuuboo6oybjq4 7 26 , , , work_jqo6bqehefaodeuuboo6oybjq4 7 27 and and CC work_jqo6bqehefaodeuuboo6oybjq4 7 28 also also RB work_jqo6bqehefaodeuuboo6oybjq4 7 29 learns learn VBZ work_jqo6bqehefaodeuuboo6oybjq4 7 30 to to TO work_jqo6bqehefaodeuuboo6oybjq4 7 31 compose compose VB work_jqo6bqehefaodeuuboo6oybjq4 7 32 these these DT work_jqo6bqehefaodeuuboo6oybjq4 7 33 representations representation NNS work_jqo6bqehefaodeuuboo6oybjq4 7 34 to to TO work_jqo6bqehefaodeuuboo6oybjq4 7 35 produce produce VB work_jqo6bqehefaodeuuboo6oybjq4 7 36 the the DT work_jqo6bqehefaodeuuboo6oybjq4 7 37 referents referent NNS work_jqo6bqehefaodeuuboo6oybjq4 7 38 of of IN work_jqo6bqehefaodeuuboo6oybjq4 7 39 en- en- DT work_jqo6bqehefaodeuuboo6oybjq4 7 40 tire tire NN work_jqo6bqehefaodeuuboo6oybjq4 7 41 statements statement NNS work_jqo6bqehefaodeuuboo6oybjq4 7 42 . . . work_jqo6bqehefaodeuuboo6oybjq4 8 1 We -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 8 2 further further RB work_jqo6bqehefaodeuuboo6oybjq4 8 3 introduce introduce VBP work_jqo6bqehefaodeuuboo6oybjq4 8 4 a a DT work_jqo6bqehefaodeuuboo6oybjq4 8 5 weakly weakly RB work_jqo6bqehefaodeuuboo6oybjq4 8 6 supervised supervise VBN work_jqo6bqehefaodeuuboo6oybjq4 8 7 training training NN work_jqo6bqehefaodeuuboo6oybjq4 8 8 procedure procedure NN work_jqo6bqehefaodeuuboo6oybjq4 8 9 that that WDT work_jqo6bqehefaodeuuboo6oybjq4 8 10 estimates estimate VBZ work_jqo6bqehefaodeuuboo6oybjq4 8 11 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 8 12 ’s ’s POS work_jqo6bqehefaodeuuboo6oybjq4 8 13 parameters parameter NNS work_jqo6bqehefaodeuuboo6oybjq4 8 14 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 8 15 annotated annotate VBN work_jqo6bqehefaodeuuboo6oybjq4 8 16 referents referent NNS work_jqo6bqehefaodeuuboo6oybjq4 8 17 for for IN work_jqo6bqehefaodeuuboo6oybjq4 8 18 entire entire JJ work_jqo6bqehefaodeuuboo6oybjq4 8 19 statements statement NNS work_jqo6bqehefaodeuuboo6oybjq4 8 20 , , , work_jqo6bqehefaodeuuboo6oybjq4 8 21 without without IN work_jqo6bqehefaodeuuboo6oybjq4 8 22 annotated annotate VBN work_jqo6bqehefaodeuuboo6oybjq4 8 23 ref- ref- JJ work_jqo6bqehefaodeuuboo6oybjq4 8 24 erents erent NNS work_jqo6bqehefaodeuuboo6oybjq4 8 25 for for IN work_jqo6bqehefaodeuuboo6oybjq4 8 26 individual individual JJ work_jqo6bqehefaodeuuboo6oybjq4 8 27 words word NNS work_jqo6bqehefaodeuuboo6oybjq4 8 28 or or CC work_jqo6bqehefaodeuuboo6oybjq4 8 29 the the DT work_jqo6bqehefaodeuuboo6oybjq4 8 30 parse parse NN work_jqo6bqehefaodeuuboo6oybjq4 8 31 struc- struc- NNP work_jqo6bqehefaodeuuboo6oybjq4 8 32 ture ture NN work_jqo6bqehefaodeuuboo6oybjq4 8 33 of of IN work_jqo6bqehefaodeuuboo6oybjq4 8 34 the the DT work_jqo6bqehefaodeuuboo6oybjq4 8 35 statement statement NN work_jqo6bqehefaodeuuboo6oybjq4 8 36 . . . work_jqo6bqehefaodeuuboo6oybjq4 9 1 We -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 9 2 perform perform VBP work_jqo6bqehefaodeuuboo6oybjq4 9 3 experiments experiment NNS work_jqo6bqehefaodeuuboo6oybjq4 9 4 on on IN work_jqo6bqehefaodeuuboo6oybjq4 9 5 two two CD work_jqo6bqehefaodeuuboo6oybjq4 9 6 applications application NNS work_jqo6bqehefaodeuuboo6oybjq4 9 7 : : : work_jqo6bqehefaodeuuboo6oybjq4 9 8 scene scene NN work_jqo6bqehefaodeuuboo6oybjq4 9 9 understanding understanding NN work_jqo6bqehefaodeuuboo6oybjq4 9 10 and and CC work_jqo6bqehefaodeuuboo6oybjq4 9 11 geographical geographical JJ work_jqo6bqehefaodeuuboo6oybjq4 9 12 question question NN work_jqo6bqehefaodeuuboo6oybjq4 9 13 answering answering NN work_jqo6bqehefaodeuuboo6oybjq4 9 14 . . . work_jqo6bqehefaodeuuboo6oybjq4 10 1 We -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 10 2 find find VBP work_jqo6bqehefaodeuuboo6oybjq4 10 3 that that IN work_jqo6bqehefaodeuuboo6oybjq4 10 4 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 10 5 outperforms outperform VBZ work_jqo6bqehefaodeuuboo6oybjq4 10 6 existing exist VBG work_jqo6bqehefaodeuuboo6oybjq4 10 7 , , , work_jqo6bqehefaodeuuboo6oybjq4 10 8 less less RBR work_jqo6bqehefaodeuuboo6oybjq4 10 9 expressive expressive JJ work_jqo6bqehefaodeuuboo6oybjq4 10 10 models model NNS work_jqo6bqehefaodeuuboo6oybjq4 10 11 that that WDT work_jqo6bqehefaodeuuboo6oybjq4 10 12 can can MD work_jqo6bqehefaodeuuboo6oybjq4 10 13 not not RB work_jqo6bqehefaodeuuboo6oybjq4 10 14 represent represent VB work_jqo6bqehefaodeuuboo6oybjq4 10 15 relational relational JJ work_jqo6bqehefaodeuuboo6oybjq4 10 16 lan- lan- NN work_jqo6bqehefaodeuuboo6oybjq4 10 17 guage guage NN work_jqo6bqehefaodeuuboo6oybjq4 10 18 . . . work_jqo6bqehefaodeuuboo6oybjq4 11 1 We -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 11 2 further further RB work_jqo6bqehefaodeuuboo6oybjq4 11 3 find find VBP work_jqo6bqehefaodeuuboo6oybjq4 11 4 that that IN work_jqo6bqehefaodeuuboo6oybjq4 11 5 weakly weakly RB work_jqo6bqehefaodeuuboo6oybjq4 11 6 supervised supervise VBD work_jqo6bqehefaodeuuboo6oybjq4 11 7 training training NN work_jqo6bqehefaodeuuboo6oybjq4 11 8 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 11 9 competitive competitive JJ work_jqo6bqehefaodeuuboo6oybjq4 11 10 with with IN work_jqo6bqehefaodeuuboo6oybjq4 11 11 fully fully RB work_jqo6bqehefaodeuuboo6oybjq4 11 12 supervised supervise VBN work_jqo6bqehefaodeuuboo6oybjq4 11 13 training training NN work_jqo6bqehefaodeuuboo6oybjq4 11 14 while while IN work_jqo6bqehefaodeuuboo6oybjq4 11 15 requiring require VBG work_jqo6bqehefaodeuuboo6oybjq4 11 16 significantly significantly RB work_jqo6bqehefaodeuuboo6oybjq4 11 17 less less RBR work_jqo6bqehefaodeuuboo6oybjq4 11 18 an- an- CC work_jqo6bqehefaodeuuboo6oybjq4 11 19 notation notation NN work_jqo6bqehefaodeuuboo6oybjq4 11 20 effort effort NN work_jqo6bqehefaodeuuboo6oybjq4 11 21 . . . work_jqo6bqehefaodeuuboo6oybjq4 12 1 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 12 2 Introduction introduction NN work_jqo6bqehefaodeuuboo6oybjq4 12 3 Learning learn VBG work_jqo6bqehefaodeuuboo6oybjq4 12 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 12 5 mapping mapping NN work_jqo6bqehefaodeuuboo6oybjq4 12 6 from from IN work_jqo6bqehefaodeuuboo6oybjq4 12 7 natural natural JJ work_jqo6bqehefaodeuuboo6oybjq4 12 8 language language NN work_jqo6bqehefaodeuuboo6oybjq4 12 9 to to IN work_jqo6bqehefaodeuuboo6oybjq4 12 10 physical physical JJ work_jqo6bqehefaodeuuboo6oybjq4 12 11 environments environment NNS work_jqo6bqehefaodeuuboo6oybjq4 12 12 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 12 13 a a DT work_jqo6bqehefaodeuuboo6oybjq4 12 14 central central JJ work_jqo6bqehefaodeuuboo6oybjq4 12 15 problem problem NN work_jqo6bqehefaodeuuboo6oybjq4 12 16 for for IN work_jqo6bqehefaodeuuboo6oybjq4 12 17 natu- natu- JJ work_jqo6bqehefaodeuuboo6oybjq4 12 18 ral ral JJ work_jqo6bqehefaodeuuboo6oybjq4 12 19 language language NN work_jqo6bqehefaodeuuboo6oybjq4 12 20 semantics semantic NNS work_jqo6bqehefaodeuuboo6oybjq4 12 21 . . . work_jqo6bqehefaodeuuboo6oybjq4 13 1 Understanding understand VBG work_jqo6bqehefaodeuuboo6oybjq4 13 2 this this DT work_jqo6bqehefaodeuuboo6oybjq4 13 3 mapping mapping NN work_jqo6bqehefaodeuuboo6oybjq4 13 4 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 13 5 necessary necessary JJ work_jqo6bqehefaodeuuboo6oybjq4 13 6 to to TO work_jqo6bqehefaodeuuboo6oybjq4 13 7 enable enable VB work_jqo6bqehefaodeuuboo6oybjq4 13 8 natural natural JJ work_jqo6bqehefaodeuuboo6oybjq4 13 9 language language NN work_jqo6bqehefaodeuuboo6oybjq4 13 10 interactions interaction NNS work_jqo6bqehefaodeuuboo6oybjq4 13 11 with with IN work_jqo6bqehefaodeuuboo6oybjq4 13 12 robots robot NNS work_jqo6bqehefaodeuuboo6oybjq4 13 13 and and CC work_jqo6bqehefaodeuuboo6oybjq4 13 14 other other JJ work_jqo6bqehefaodeuuboo6oybjq4 13 15 embodied embody VBN work_jqo6bqehefaodeuuboo6oybjq4 13 16 systems system NNS work_jqo6bqehefaodeuuboo6oybjq4 13 17 . . . work_jqo6bqehefaodeuuboo6oybjq4 14 1 For for IN work_jqo6bqehefaodeuuboo6oybjq4 14 2 exam- exam- NNP work_jqo6bqehefaodeuuboo6oybjq4 14 3 ple ple NN work_jqo6bqehefaodeuuboo6oybjq4 14 4 , , , work_jqo6bqehefaodeuuboo6oybjq4 14 5 for for IN work_jqo6bqehefaodeuuboo6oybjq4 14 6 an an DT work_jqo6bqehefaodeuuboo6oybjq4 14 7 autonomous autonomous JJ work_jqo6bqehefaodeuuboo6oybjq4 14 8 robot robot NN work_jqo6bqehefaodeuuboo6oybjq4 14 9 to to TO work_jqo6bqehefaodeuuboo6oybjq4 14 10 understand understand VB work_jqo6bqehefaodeuuboo6oybjq4 14 11 the the DT work_jqo6bqehefaodeuuboo6oybjq4 14 12 sen- sen- NN work_jqo6bqehefaodeuuboo6oybjq4 14 13 tence tence NN work_jqo6bqehefaodeuuboo6oybjq4 14 14 “ " `` work_jqo6bqehefaodeuuboo6oybjq4 14 15 The the DT work_jqo6bqehefaodeuuboo6oybjq4 14 16 blue blue JJ work_jqo6bqehefaodeuuboo6oybjq4 14 17 mug mug NN work_jqo6bqehefaodeuuboo6oybjq4 14 18 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 14 19 on on IN work_jqo6bqehefaodeuuboo6oybjq4 14 20 the the DT work_jqo6bqehefaodeuuboo6oybjq4 14 21 table table NN work_jqo6bqehefaodeuuboo6oybjq4 14 22 , , , work_jqo6bqehefaodeuuboo6oybjq4 14 23 ” " '' work_jqo6bqehefaodeuuboo6oybjq4 14 24 it -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 14 25 must must MD work_jqo6bqehefaodeuuboo6oybjq4 14 26 be be VB work_jqo6bqehefaodeuuboo6oybjq4 14 27 able able JJ work_jqo6bqehefaodeuuboo6oybjq4 14 28 to to TO work_jqo6bqehefaodeuuboo6oybjq4 14 29 identify identify VB work_jqo6bqehefaodeuuboo6oybjq4 14 30 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 14 31 1 1 LS work_jqo6bqehefaodeuuboo6oybjq4 14 32 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 14 33 the the DT work_jqo6bqehefaodeuuboo6oybjq4 14 34 objects object NNS work_jqo6bqehefaodeuuboo6oybjq4 14 35 in in IN work_jqo6bqehefaodeuuboo6oybjq4 14 36 its -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 14 37 environment environment NN work_jqo6bqehefaodeuuboo6oybjq4 14 38 corre- corre- NN work_jqo6bqehefaodeuuboo6oybjq4 14 39 sponding sponde VBG work_jqo6bqehefaodeuuboo6oybjq4 14 40 to to IN work_jqo6bqehefaodeuuboo6oybjq4 14 41 “ " `` work_jqo6bqehefaodeuuboo6oybjq4 14 42 blue blue NNP work_jqo6bqehefaodeuuboo6oybjq4 14 43 mug mug NNP work_jqo6bqehefaodeuuboo6oybjq4 14 44 ” " '' work_jqo6bqehefaodeuuboo6oybjq4 14 45 and and CC work_jqo6bqehefaodeuuboo6oybjq4 14 46 “ " `` work_jqo6bqehefaodeuuboo6oybjq4 14 47 table table NN work_jqo6bqehefaodeuuboo6oybjq4 14 48 , , , work_jqo6bqehefaodeuuboo6oybjq4 14 49 ” " '' work_jqo6bqehefaodeuuboo6oybjq4 14 50 and and CC work_jqo6bqehefaodeuuboo6oybjq4 14 51 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 14 52 2 2 LS work_jqo6bqehefaodeuuboo6oybjq4 14 53 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 14 54 the the DT work_jqo6bqehefaodeuuboo6oybjq4 14 55 ob- ob- JJ work_jqo6bqehefaodeuuboo6oybjq4 14 56 jects ject NNS work_jqo6bqehefaodeuuboo6oybjq4 14 57 which which WDT work_jqo6bqehefaodeuuboo6oybjq4 14 58 participate participate VBP work_jqo6bqehefaodeuuboo6oybjq4 14 59 in in IN work_jqo6bqehefaodeuuboo6oybjq4 14 60 the the DT work_jqo6bqehefaodeuuboo6oybjq4 14 61 spatial spatial JJ work_jqo6bqehefaodeuuboo6oybjq4 14 62 relation relation NN work_jqo6bqehefaodeuuboo6oybjq4 14 63 denoted denote VBN work_jqo6bqehefaodeuuboo6oybjq4 14 64 by by IN work_jqo6bqehefaodeuuboo6oybjq4 14 65 “ " `` work_jqo6bqehefaodeuuboo6oybjq4 14 66 on on NN work_jqo6bqehefaodeuuboo6oybjq4 14 67 . . . work_jqo6bqehefaodeuuboo6oybjq4 14 68 ” " '' work_jqo6bqehefaodeuuboo6oybjq4 14 69 If if IN work_jqo6bqehefaodeuuboo6oybjq4 14 70 the the DT work_jqo6bqehefaodeuuboo6oybjq4 14 71 robot robot NN work_jqo6bqehefaodeuuboo6oybjq4 14 72 can can MD work_jqo6bqehefaodeuuboo6oybjq4 14 73 successfully successfully RB work_jqo6bqehefaodeuuboo6oybjq4 14 74 identify identify VB work_jqo6bqehefaodeuuboo6oybjq4 14 75 these these DT work_jqo6bqehefaodeuuboo6oybjq4 14 76 objects object NNS work_jqo6bqehefaodeuuboo6oybjq4 14 77 , , , work_jqo6bqehefaodeuuboo6oybjq4 14 78 it -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 14 79 understands understand VBZ work_jqo6bqehefaodeuuboo6oybjq4 14 80 the the DT work_jqo6bqehefaodeuuboo6oybjq4 14 81 meaning meaning NN work_jqo6bqehefaodeuuboo6oybjq4 14 82 of of IN work_jqo6bqehefaodeuuboo6oybjq4 14 83 the the DT work_jqo6bqehefaodeuuboo6oybjq4 14 84 sentence sentence NN work_jqo6bqehefaodeuuboo6oybjq4 14 85 . . . work_jqo6bqehefaodeuuboo6oybjq4 15 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 15 2 problem problem NN work_jqo6bqehefaodeuuboo6oybjq4 15 3 of of IN work_jqo6bqehefaodeuuboo6oybjq4 15 4 learning learn VBG work_jqo6bqehefaodeuuboo6oybjq4 15 5 to to TO work_jqo6bqehefaodeuuboo6oybjq4 15 6 map map VB work_jqo6bqehefaodeuuboo6oybjq4 15 7 from from IN work_jqo6bqehefaodeuuboo6oybjq4 15 8 natural natural JJ work_jqo6bqehefaodeuuboo6oybjq4 15 9 lan- lan- NN work_jqo6bqehefaodeuuboo6oybjq4 15 10 guage guage NN work_jqo6bqehefaodeuuboo6oybjq4 15 11 expressions expression NNS work_jqo6bqehefaodeuuboo6oybjq4 15 12 to to IN work_jqo6bqehefaodeuuboo6oybjq4 15 13 their -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 15 14 referents referent NNS work_jqo6bqehefaodeuuboo6oybjq4 15 15 in in IN work_jqo6bqehefaodeuuboo6oybjq4 15 16 an an DT work_jqo6bqehefaodeuuboo6oybjq4 15 17 environ- environ- NN work_jqo6bqehefaodeuuboo6oybjq4 15 18 ment ment NN work_jqo6bqehefaodeuuboo6oybjq4 15 19 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 15 20 known know VBN work_jqo6bqehefaodeuuboo6oybjq4 15 21 as as IN work_jqo6bqehefaodeuuboo6oybjq4 15 22 grounded ground VBN work_jqo6bqehefaodeuuboo6oybjq4 15 23 language language NN work_jqo6bqehefaodeuuboo6oybjq4 15 24 acquisition acquisition NN work_jqo6bqehefaodeuuboo6oybjq4 15 25 . . . work_jqo6bqehefaodeuuboo6oybjq4 16 1 In in IN work_jqo6bqehefaodeuuboo6oybjq4 16 2 embodied embodied JJ work_jqo6bqehefaodeuuboo6oybjq4 16 3 settings setting NNS work_jqo6bqehefaodeuuboo6oybjq4 16 4 , , , work_jqo6bqehefaodeuuboo6oybjq4 16 5 environments environment NNS work_jqo6bqehefaodeuuboo6oybjq4 16 6 consist consist VBP work_jqo6bqehefaodeuuboo6oybjq4 16 7 of of IN work_jqo6bqehefaodeuuboo6oybjq4 16 8 raw raw JJ work_jqo6bqehefaodeuuboo6oybjq4 16 9 sensor sensor NN work_jqo6bqehefaodeuuboo6oybjq4 16 10 data datum NNS work_jqo6bqehefaodeuuboo6oybjq4 16 11 – – : work_jqo6bqehefaodeuuboo6oybjq4 16 12 for for IN work_jqo6bqehefaodeuuboo6oybjq4 16 13 example example NN work_jqo6bqehefaodeuuboo6oybjq4 16 14 , , , work_jqo6bqehefaodeuuboo6oybjq4 16 15 an an DT work_jqo6bqehefaodeuuboo6oybjq4 16 16 environment environment NN work_jqo6bqehefaodeuuboo6oybjq4 16 17 could could MD work_jqo6bqehefaodeuuboo6oybjq4 16 18 be be VB work_jqo6bqehefaodeuuboo6oybjq4 16 19 an an DT work_jqo6bqehefaodeuuboo6oybjq4 16 20 image image NN work_jqo6bqehefaodeuuboo6oybjq4 16 21 collected collect VBN work_jqo6bqehefaodeuuboo6oybjq4 16 22 from from IN work_jqo6bqehefaodeuuboo6oybjq4 16 23 a a DT work_jqo6bqehefaodeuuboo6oybjq4 16 24 robot robot NN work_jqo6bqehefaodeuuboo6oybjq4 16 25 ’s ’s POS work_jqo6bqehefaodeuuboo6oybjq4 16 26 camera camera NN work_jqo6bqehefaodeuuboo6oybjq4 16 27 . . . work_jqo6bqehefaodeuuboo6oybjq4 17 1 In in IN work_jqo6bqehefaodeuuboo6oybjq4 17 2 such such JJ work_jqo6bqehefaodeuuboo6oybjq4 17 3 applications application NNS work_jqo6bqehefaodeuuboo6oybjq4 17 4 , , , work_jqo6bqehefaodeuuboo6oybjq4 17 5 grounded ground VBN work_jqo6bqehefaodeuuboo6oybjq4 17 6 language language NN work_jqo6bqehefaodeuuboo6oybjq4 17 7 acquisition acquisition NN work_jqo6bqehefaodeuuboo6oybjq4 17 8 has have VBZ work_jqo6bqehefaodeuuboo6oybjq4 17 9 two two CD work_jqo6bqehefaodeuuboo6oybjq4 17 10 subproblems subproblem NNS work_jqo6bqehefaodeuuboo6oybjq4 17 11 : : : work_jqo6bqehefaodeuuboo6oybjq4 17 12 parsing parse VBG work_jqo6bqehefaodeuuboo6oybjq4 17 13 , , , work_jqo6bqehefaodeuuboo6oybjq4 17 14 learning learn VBG work_jqo6bqehefaodeuuboo6oybjq4 17 15 the the DT work_jqo6bqehefaodeuuboo6oybjq4 17 16 compositional compositional JJ work_jqo6bqehefaodeuuboo6oybjq4 17 17 structure structure NN work_jqo6bqehefaodeuuboo6oybjq4 17 18 of of IN work_jqo6bqehefaodeuuboo6oybjq4 17 19 natural natural JJ work_jqo6bqehefaodeuuboo6oybjq4 17 20 language language NN work_jqo6bqehefaodeuuboo6oybjq4 17 21 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 17 22 and and CC work_jqo6bqehefaodeuuboo6oybjq4 17 23 perception perception NN work_jqo6bqehefaodeuuboo6oybjq4 17 24 , , , work_jqo6bqehefaodeuuboo6oybjq4 17 25 learn- learn- NNP work_jqo6bqehefaodeuuboo6oybjq4 17 26 ing ing NNP work_jqo6bqehefaodeuuboo6oybjq4 17 27 the the DT work_jqo6bqehefaodeuuboo6oybjq4 17 28 environmental environmental JJ work_jqo6bqehefaodeuuboo6oybjq4 17 29 referents referent NNS work_jqo6bqehefaodeuuboo6oybjq4 17 30 of of IN work_jqo6bqehefaodeuuboo6oybjq4 17 31 individual individual JJ work_jqo6bqehefaodeuuboo6oybjq4 17 32 words word NNS work_jqo6bqehefaodeuuboo6oybjq4 17 33 . . . work_jqo6bqehefaodeuuboo6oybjq4 18 1 Acquiring acquire VBG work_jqo6bqehefaodeuuboo6oybjq4 18 2 both both DT work_jqo6bqehefaodeuuboo6oybjq4 18 3 kinds kind NNS work_jqo6bqehefaodeuuboo6oybjq4 18 4 of of IN work_jqo6bqehefaodeuuboo6oybjq4 18 5 knowledge knowledge NN work_jqo6bqehefaodeuuboo6oybjq4 18 6 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 18 7 necessary necessary JJ work_jqo6bqehefaodeuuboo6oybjq4 18 8 to to TO work_jqo6bqehefaodeuuboo6oybjq4 18 9 understand understand VB work_jqo6bqehefaodeuuboo6oybjq4 18 10 novel novel JJ work_jqo6bqehefaodeuuboo6oybjq4 18 11 language language NN work_jqo6bqehefaodeuuboo6oybjq4 18 12 in in IN work_jqo6bqehefaodeuuboo6oybjq4 18 13 novel novel JJ work_jqo6bqehefaodeuuboo6oybjq4 18 14 environments environment NNS work_jqo6bqehefaodeuuboo6oybjq4 18 15 . . . work_jqo6bqehefaodeuuboo6oybjq4 19 1 Unfortunately unfortunately RB work_jqo6bqehefaodeuuboo6oybjq4 19 2 , , , work_jqo6bqehefaodeuuboo6oybjq4 19 3 perception perception NN work_jqo6bqehefaodeuuboo6oybjq4 19 4 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 19 5 often often RB work_jqo6bqehefaodeuuboo6oybjq4 19 6 ignored ignore VBN work_jqo6bqehefaodeuuboo6oybjq4 19 7 in in IN work_jqo6bqehefaodeuuboo6oybjq4 19 8 work work NN work_jqo6bqehefaodeuuboo6oybjq4 19 9 on on IN work_jqo6bqehefaodeuuboo6oybjq4 19 10 language language NN work_jqo6bqehefaodeuuboo6oybjq4 19 11 acquisition acquisition NN work_jqo6bqehefaodeuuboo6oybjq4 19 12 . . . work_jqo6bqehefaodeuuboo6oybjq4 20 1 Other other JJ work_jqo6bqehefaodeuuboo6oybjq4 20 2 variants variant NNS work_jqo6bqehefaodeuuboo6oybjq4 20 3 of of IN work_jqo6bqehefaodeuuboo6oybjq4 20 4 grounded ground VBN work_jqo6bqehefaodeuuboo6oybjq4 20 5 language language NN work_jqo6bqehefaodeuuboo6oybjq4 20 6 acquisition acquisition NN work_jqo6bqehefaodeuuboo6oybjq4 20 7 eliminate eliminate VBP work_jqo6bqehefaodeuuboo6oybjq4 20 8 the the DT work_jqo6bqehefaodeuuboo6oybjq4 20 9 need need NN work_jqo6bqehefaodeuuboo6oybjq4 20 10 for for IN work_jqo6bqehefaodeuuboo6oybjq4 20 11 percep- percep- JJ work_jqo6bqehefaodeuuboo6oybjq4 20 12 tion tion NN work_jqo6bqehefaodeuuboo6oybjq4 20 13 by by IN work_jqo6bqehefaodeuuboo6oybjq4 20 14 assuming assume VBG work_jqo6bqehefaodeuuboo6oybjq4 20 15 access access NN work_jqo6bqehefaodeuuboo6oybjq4 20 16 to to IN work_jqo6bqehefaodeuuboo6oybjq4 20 17 a a DT work_jqo6bqehefaodeuuboo6oybjq4 20 18 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 20 19 representation representation NN work_jqo6bqehefaodeuuboo6oybjq4 20 20 of of IN work_jqo6bqehefaodeuuboo6oybjq4 20 21 the the DT work_jqo6bqehefaodeuuboo6oybjq4 20 22 environment environment NN work_jqo6bqehefaodeuuboo6oybjq4 20 23 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 20 24 Zettlemoyer Zettlemoyer NNP work_jqo6bqehefaodeuuboo6oybjq4 20 25 and and CC work_jqo6bqehefaodeuuboo6oybjq4 20 26 Collins Collins NNP work_jqo6bqehefaodeuuboo6oybjq4 20 27 , , , work_jqo6bqehefaodeuuboo6oybjq4 20 28 2005 2005 CD work_jqo6bqehefaodeuuboo6oybjq4 20 29 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 20 30 Wong Wong NNP work_jqo6bqehefaodeuuboo6oybjq4 20 31 and and CC work_jqo6bqehefaodeuuboo6oybjq4 20 32 Mooney Mooney NNP work_jqo6bqehefaodeuuboo6oybjq4 20 33 , , , work_jqo6bqehefaodeuuboo6oybjq4 20 34 2006 2006 CD work_jqo6bqehefaodeuuboo6oybjq4 20 35 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 20 36 Matuszek Matuszek NNP work_jqo6bqehefaodeuuboo6oybjq4 20 37 et et NNP work_jqo6bqehefaodeuuboo6oybjq4 20 38 al al NNP work_jqo6bqehefaodeuuboo6oybjq4 20 39 . . NNP work_jqo6bqehefaodeuuboo6oybjq4 20 40 , , , work_jqo6bqehefaodeuuboo6oybjq4 20 41 2010 2010 CD work_jqo6bqehefaodeuuboo6oybjq4 20 42 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 20 43 Chen Chen NNP work_jqo6bqehefaodeuuboo6oybjq4 20 44 and and CC work_jqo6bqehefaodeuuboo6oybjq4 20 45 Mooney Mooney NNP work_jqo6bqehefaodeuuboo6oybjq4 20 46 , , , work_jqo6bqehefaodeuuboo6oybjq4 20 47 2011 2011 CD work_jqo6bqehefaodeuuboo6oybjq4 20 48 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 20 49 Liang Liang NNP work_jqo6bqehefaodeuuboo6oybjq4 20 50 et et NNP work_jqo6bqehefaodeuuboo6oybjq4 20 51 al al NNP work_jqo6bqehefaodeuuboo6oybjq4 20 52 . . NNP work_jqo6bqehefaodeuuboo6oybjq4 20 53 , , , work_jqo6bqehefaodeuuboo6oybjq4 20 54 2011 2011 CD work_jqo6bqehefaodeuuboo6oybjq4 20 55 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 20 56 . . . work_jqo6bqehefaodeuuboo6oybjq4 21 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 21 2 existing exist VBG work_jqo6bqehefaodeuuboo6oybjq4 21 3 work work NN work_jqo6bqehefaodeuuboo6oybjq4 21 4 which which WDT work_jqo6bqehefaodeuuboo6oybjq4 21 5 has have VBZ work_jqo6bqehefaodeuuboo6oybjq4 21 6 jointly jointly RB work_jqo6bqehefaodeuuboo6oybjq4 21 7 addressed address VBN work_jqo6bqehefaodeuuboo6oybjq4 21 8 both both CC work_jqo6bqehefaodeuuboo6oybjq4 21 9 pars- pars- VB work_jqo6bqehefaodeuuboo6oybjq4 21 10 ing ing NN work_jqo6bqehefaodeuuboo6oybjq4 21 11 and and CC work_jqo6bqehefaodeuuboo6oybjq4 21 12 perception perception NN work_jqo6bqehefaodeuuboo6oybjq4 21 13 has have VBZ work_jqo6bqehefaodeuuboo6oybjq4 21 14 significant significant JJ work_jqo6bqehefaodeuuboo6oybjq4 21 15 drawbacks drawback NNS work_jqo6bqehefaodeuuboo6oybjq4 21 16 , , , work_jqo6bqehefaodeuuboo6oybjq4 21 17 in- in- JJ work_jqo6bqehefaodeuuboo6oybjq4 21 18 cluding cluding NN work_jqo6bqehefaodeuuboo6oybjq4 21 19 : : : work_jqo6bqehefaodeuuboo6oybjq4 21 20 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 21 21 1 1 LS work_jqo6bqehefaodeuuboo6oybjq4 21 22 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 21 23 fully fully RB work_jqo6bqehefaodeuuboo6oybjq4 21 24 supervised supervise VBN work_jqo6bqehefaodeuuboo6oybjq4 21 25 models model NNS work_jqo6bqehefaodeuuboo6oybjq4 21 26 requiring require VBG work_jqo6bqehefaodeuuboo6oybjq4 21 27 large large JJ work_jqo6bqehefaodeuuboo6oybjq4 21 28 amounts amount NNS work_jqo6bqehefaodeuuboo6oybjq4 21 29 of of IN work_jqo6bqehefaodeuuboo6oybjq4 21 30 manual manual JJ work_jqo6bqehefaodeuuboo6oybjq4 21 31 annotation annotation NN work_jqo6bqehefaodeuuboo6oybjq4 21 32 and and CC work_jqo6bqehefaodeuuboo6oybjq4 21 33 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 21 34 2 2 LS work_jqo6bqehefaodeuuboo6oybjq4 21 35 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 21 36 limited limit VBN work_jqo6bqehefaodeuuboo6oybjq4 21 37 se- se- NN work_jqo6bqehefaodeuuboo6oybjq4 21 38 mantic mantic JJ work_jqo6bqehefaodeuuboo6oybjq4 21 39 representations representation NNS work_jqo6bqehefaodeuuboo6oybjq4 21 40 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 21 41 Kollar Kollar NNP work_jqo6bqehefaodeuuboo6oybjq4 21 42 et et FW work_jqo6bqehefaodeuuboo6oybjq4 21 43 al al NNP work_jqo6bqehefaodeuuboo6oybjq4 21 44 . . NNP work_jqo6bqehefaodeuuboo6oybjq4 21 45 , , , work_jqo6bqehefaodeuuboo6oybjq4 21 46 2010 2010 CD work_jqo6bqehefaodeuuboo6oybjq4 21 47 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 21 48 Tellex Tellex NNP work_jqo6bqehefaodeuuboo6oybjq4 21 49 et et NNP work_jqo6bqehefaodeuuboo6oybjq4 21 50 al al NNP work_jqo6bqehefaodeuuboo6oybjq4 21 51 . . NNP work_jqo6bqehefaodeuuboo6oybjq4 21 52 , , , work_jqo6bqehefaodeuuboo6oybjq4 21 53 2011 2011 CD work_jqo6bqehefaodeuuboo6oybjq4 21 54 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 21 55 Matuszek Matuszek NNP work_jqo6bqehefaodeuuboo6oybjq4 21 56 et et NNP work_jqo6bqehefaodeuuboo6oybjq4 21 57 al al NNP work_jqo6bqehefaodeuuboo6oybjq4 21 58 . . NNP work_jqo6bqehefaodeuuboo6oybjq4 21 59 , , , work_jqo6bqehefaodeuuboo6oybjq4 21 60 2012 2012 CD work_jqo6bqehefaodeuuboo6oybjq4 21 61 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 21 62 . . . work_jqo6bqehefaodeuuboo6oybjq4 22 1 This this DT work_jqo6bqehefaodeuuboo6oybjq4 22 2 paper paper NN work_jqo6bqehefaodeuuboo6oybjq4 22 3 introduces introduce VBZ work_jqo6bqehefaodeuuboo6oybjq4 22 4 Logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 22 5 Semantics Semantics NNPS work_jqo6bqehefaodeuuboo6oybjq4 22 6 with with IN work_jqo6bqehefaodeuuboo6oybjq4 22 7 Perception Perception NNP work_jqo6bqehefaodeuuboo6oybjq4 22 8 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 22 9 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 22 10 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 22 11 , , , work_jqo6bqehefaodeuuboo6oybjq4 22 12 a a DT work_jqo6bqehefaodeuuboo6oybjq4 22 13 model model NN work_jqo6bqehefaodeuuboo6oybjq4 22 14 for for IN work_jqo6bqehefaodeuuboo6oybjq4 22 15 grounded ground VBN work_jqo6bqehefaodeuuboo6oybjq4 22 16 language language NN work_jqo6bqehefaodeuuboo6oybjq4 22 17 acquisition acquisition NN work_jqo6bqehefaodeuuboo6oybjq4 22 18 that that WDT work_jqo6bqehefaodeuuboo6oybjq4 22 19 jointly jointly RB work_jqo6bqehefaodeuuboo6oybjq4 22 20 learns learn VBZ work_jqo6bqehefaodeuuboo6oybjq4 22 21 to to TO work_jqo6bqehefaodeuuboo6oybjq4 22 22 semantically semantically RB work_jqo6bqehefaodeuuboo6oybjq4 22 23 parse parse VB work_jqo6bqehefaodeuuboo6oybjq4 22 24 language language NN work_jqo6bqehefaodeuuboo6oybjq4 22 25 and and CC work_jqo6bqehefaodeuuboo6oybjq4 22 26 perceive perceive VB work_jqo6bqehefaodeuuboo6oybjq4 22 27 the the DT work_jqo6bqehefaodeuuboo6oybjq4 22 28 world world NN work_jqo6bqehefaodeuuboo6oybjq4 22 29 . . . work_jqo6bqehefaodeuuboo6oybjq4 23 1 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 23 2 models model VBZ work_jqo6bqehefaodeuuboo6oybjq4 23 3 a a DT work_jqo6bqehefaodeuuboo6oybjq4 23 4 mapping mapping NN work_jqo6bqehefaodeuuboo6oybjq4 23 5 from from IN work_jqo6bqehefaodeuuboo6oybjq4 23 6 natural natural JJ work_jqo6bqehefaodeuuboo6oybjq4 23 7 language language NN work_jqo6bqehefaodeuuboo6oybjq4 23 8 queries query NNS work_jqo6bqehefaodeuuboo6oybjq4 23 9 to to IN work_jqo6bqehefaodeuuboo6oybjq4 23 10 sets set NNS work_jqo6bqehefaodeuuboo6oybjq4 23 11 of of IN work_jqo6bqehefaodeuuboo6oybjq4 23 12 ob- ob- JJ work_jqo6bqehefaodeuuboo6oybjq4 23 13 jects ject NNS work_jqo6bqehefaodeuuboo6oybjq4 23 14 in in IN work_jqo6bqehefaodeuuboo6oybjq4 23 15 a a DT work_jqo6bqehefaodeuuboo6oybjq4 23 16 real real JJ work_jqo6bqehefaodeuuboo6oybjq4 23 17 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 23 18 world world NN work_jqo6bqehefaodeuuboo6oybjq4 23 19 environment environment NN work_jqo6bqehefaodeuuboo6oybjq4 23 20 . . . work_jqo6bqehefaodeuuboo6oybjq4 24 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 24 2 input input NN work_jqo6bqehefaodeuuboo6oybjq4 24 3 to to IN work_jqo6bqehefaodeuuboo6oybjq4 24 4 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 24 5 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 24 6 an an DT work_jqo6bqehefaodeuuboo6oybjq4 24 7 environment environment NN work_jqo6bqehefaodeuuboo6oybjq4 24 8 containing contain VBG work_jqo6bqehefaodeuuboo6oybjq4 24 9 objects object NNS work_jqo6bqehefaodeuuboo6oybjq4 24 10 , , , work_jqo6bqehefaodeuuboo6oybjq4 24 11 such such JJ work_jqo6bqehefaodeuuboo6oybjq4 24 12 as as IN work_jqo6bqehefaodeuuboo6oybjq4 24 13 a a DT work_jqo6bqehefaodeuuboo6oybjq4 24 14 seg- seg- NN work_jqo6bqehefaodeuuboo6oybjq4 24 15 193 193 CD work_jqo6bqehefaodeuuboo6oybjq4 24 16 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 24 17 a a LS work_jqo6bqehefaodeuuboo6oybjq4 24 18 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 24 19 An an DT work_jqo6bqehefaodeuuboo6oybjq4 24 20 environment environment NN work_jqo6bqehefaodeuuboo6oybjq4 24 21 containing contain VBG work_jqo6bqehefaodeuuboo6oybjq4 24 22 4 4 CD work_jqo6bqehefaodeuuboo6oybjq4 24 23 objects object NNS work_jqo6bqehefaodeuuboo6oybjq4 24 24 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 24 25 image image NN work_jqo6bqehefaodeuuboo6oybjq4 24 26 segments segment NNS work_jqo6bqehefaodeuuboo6oybjq4 24 27 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 24 28 . . . work_jqo6bqehefaodeuuboo6oybjq4 25 1 Environment environment NN work_jqo6bqehefaodeuuboo6oybjq4 25 2 : : : work_jqo6bqehefaodeuuboo6oybjq4 25 3 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 25 4 image image NN work_jqo6bqehefaodeuuboo6oybjq4 25 5 on on IN work_jqo6bqehefaodeuuboo6oybjq4 25 6 left left JJ work_jqo6bqehefaodeuuboo6oybjq4 25 7 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 25 8 Knowledge knowledge NN work_jqo6bqehefaodeuuboo6oybjq4 25 9 Base Base NNP work_jqo6bqehefaodeuuboo6oybjq4 25 10 Query query NN work_jqo6bqehefaodeuuboo6oybjq4 25 11 : : : work_jqo6bqehefaodeuuboo6oybjq4 25 12 “ " `` work_jqo6bqehefaodeuuboo6oybjq4 25 13 things thing NNS work_jqo6bqehefaodeuuboo6oybjq4 25 14 to to IN work_jqo6bqehefaodeuuboo6oybjq4 25 15 the the DT work_jqo6bqehefaodeuuboo6oybjq4 25 16 right right NN work_jqo6bqehefaodeuuboo6oybjq4 25 17 of of IN work_jqo6bqehefaodeuuboo6oybjq4 25 18 the the DT work_jqo6bqehefaodeuuboo6oybjq4 25 19 blue blue JJ work_jqo6bqehefaodeuuboo6oybjq4 25 20 mug mug NN work_jqo6bqehefaodeuuboo6oybjq4 25 21 ” " '' work_jqo6bqehefaodeuuboo6oybjq4 25 22 Semantic Semantic NNP work_jqo6bqehefaodeuuboo6oybjq4 25 23 Parse Parse NNP work_jqo6bqehefaodeuuboo6oybjq4 25 24 Grounding grounding NN work_jqo6bqehefaodeuuboo6oybjq4 25 25 : : : work_jqo6bqehefaodeuuboo6oybjq4 25 26 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 25 27 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 25 28 2 2 CD work_jqo6bqehefaodeuuboo6oybjq4 25 29 , , , work_jqo6bqehefaodeuuboo6oybjq4 25 30 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 25 31 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 25 32 , , , work_jqo6bqehefaodeuuboo6oybjq4 25 33 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 25 34 3 3 CD work_jqo6bqehefaodeuuboo6oybjq4 25 35 , , , work_jqo6bqehefaodeuuboo6oybjq4 25 36 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 25 37 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 25 38 } } -RRB- work_jqo6bqehefaodeuuboo6oybjq4 25 39 Denotation denotation NN work_jqo6bqehefaodeuuboo6oybjq4 25 40 : : : work_jqo6bqehefaodeuuboo6oybjq4 25 41 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 25 42 2 2 CD work_jqo6bqehefaodeuuboo6oybjq4 25 43 , , , work_jqo6bqehefaodeuuboo6oybjq4 25 44 3 3 CD work_jqo6bqehefaodeuuboo6oybjq4 25 45 } } -RRB- work_jqo6bqehefaodeuuboo6oybjq4 25 46 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 25 47 b b NN work_jqo6bqehefaodeuuboo6oybjq4 25 48 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 25 49 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 25 50 predicting predict VBG work_jqo6bqehefaodeuuboo6oybjq4 25 51 the the DT work_jqo6bqehefaodeuuboo6oybjq4 25 52 environmental environmental JJ work_jqo6bqehefaodeuuboo6oybjq4 25 53 referents referent NNS work_jqo6bqehefaodeuuboo6oybjq4 25 54 of of IN work_jqo6bqehefaodeuuboo6oybjq4 25 55 a a DT work_jqo6bqehefaodeuuboo6oybjq4 25 56 natural natural JJ work_jqo6bqehefaodeuuboo6oybjq4 25 57 language language NN work_jqo6bqehefaodeuuboo6oybjq4 25 58 query query NN work_jqo6bqehefaodeuuboo6oybjq4 25 59 . . . work_jqo6bqehefaodeuuboo6oybjq4 26 1 Language Language NNP work_jqo6bqehefaodeuuboo6oybjq4 26 2 Denotation Denotation NNP work_jqo6bqehefaodeuuboo6oybjq4 26 3 The the DT work_jqo6bqehefaodeuuboo6oybjq4 26 4 mugs mug NNS work_jqo6bqehefaodeuuboo6oybjq4 26 5 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 26 6 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 26 7 , , , work_jqo6bqehefaodeuuboo6oybjq4 26 8 3 3 LS work_jqo6bqehefaodeuuboo6oybjq4 26 9 } } -RRB- work_jqo6bqehefaodeuuboo6oybjq4 26 10 The the DT work_jqo6bqehefaodeuuboo6oybjq4 26 11 objects object NNS work_jqo6bqehefaodeuuboo6oybjq4 26 12 on on IN work_jqo6bqehefaodeuuboo6oybjq4 26 13 the the DT work_jqo6bqehefaodeuuboo6oybjq4 26 14 table table NN work_jqo6bqehefaodeuuboo6oybjq4 26 15 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 26 16 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 26 17 , , , work_jqo6bqehefaodeuuboo6oybjq4 26 18 2 2 CD work_jqo6bqehefaodeuuboo6oybjq4 26 19 , , , work_jqo6bqehefaodeuuboo6oybjq4 26 20 3 3 LS work_jqo6bqehefaodeuuboo6oybjq4 26 21 } } -RRB- work_jqo6bqehefaodeuuboo6oybjq4 26 22 There there EX work_jqo6bqehefaodeuuboo6oybjq4 26 23 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 26 24 an an DT work_jqo6bqehefaodeuuboo6oybjq4 26 25 LCD lcd NN work_jqo6bqehefaodeuuboo6oybjq4 26 26 monitor monitor NN work_jqo6bqehefaodeuuboo6oybjq4 26 27 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 26 28 2 2 CD work_jqo6bqehefaodeuuboo6oybjq4 26 29 } } -RRB- work_jqo6bqehefaodeuuboo6oybjq4 26 30 Is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 26 31 the the DT work_jqo6bqehefaodeuuboo6oybjq4 26 32 blue blue JJ work_jqo6bqehefaodeuuboo6oybjq4 26 33 mug mug NN work_jqo6bqehefaodeuuboo6oybjq4 26 34 right right NN work_jqo6bqehefaodeuuboo6oybjq4 26 35 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 26 36 } } -RRB- work_jqo6bqehefaodeuuboo6oybjq4 26 37 of of IN work_jqo6bqehefaodeuuboo6oybjq4 26 38 the the DT work_jqo6bqehefaodeuuboo6oybjq4 26 39 monitor monitor NN work_jqo6bqehefaodeuuboo6oybjq4 26 40 ? ? . work_jqo6bqehefaodeuuboo6oybjq4 27 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 27 2 monitor monitor NN work_jqo6bqehefaodeuuboo6oybjq4 27 3 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 27 4 behind behind IN work_jqo6bqehefaodeuuboo6oybjq4 27 5 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 27 6 2 2 CD work_jqo6bqehefaodeuuboo6oybjq4 27 7 } } -RRB- work_jqo6bqehefaodeuuboo6oybjq4 27 8 the the DT work_jqo6bqehefaodeuuboo6oybjq4 27 9 blue blue JJ work_jqo6bqehefaodeuuboo6oybjq4 27 10 cup cup NN work_jqo6bqehefaodeuuboo6oybjq4 27 11 . . . work_jqo6bqehefaodeuuboo6oybjq4 28 1 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 28 2 c c NN work_jqo6bqehefaodeuuboo6oybjq4 28 3 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 28 4 Training training NN work_jqo6bqehefaodeuuboo6oybjq4 28 5 examples example NNS work_jqo6bqehefaodeuuboo6oybjq4 28 6 for for IN work_jqo6bqehefaodeuuboo6oybjq4 28 7 weakly weakly RB work_jqo6bqehefaodeuuboo6oybjq4 28 8 su- su- RB work_jqo6bqehefaodeuuboo6oybjq4 28 9 pervised pervise VBD work_jqo6bqehefaodeuuboo6oybjq4 28 10 training training NN work_jqo6bqehefaodeuuboo6oybjq4 28 11 . . . work_jqo6bqehefaodeuuboo6oybjq4 29 1 Figure figure NN work_jqo6bqehefaodeuuboo6oybjq4 29 2 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 29 3 : : : work_jqo6bqehefaodeuuboo6oybjq4 29 4 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 29 5 applied apply VBD work_jqo6bqehefaodeuuboo6oybjq4 29 6 to to IN work_jqo6bqehefaodeuuboo6oybjq4 29 7 scene scene NN work_jqo6bqehefaodeuuboo6oybjq4 29 8 understanding understanding NN work_jqo6bqehefaodeuuboo6oybjq4 29 9 . . . work_jqo6bqehefaodeuuboo6oybjq4 30 1 Given give VBN work_jqo6bqehefaodeuuboo6oybjq4 30 2 an an DT work_jqo6bqehefaodeuuboo6oybjq4 30 3 environment environment NN work_jqo6bqehefaodeuuboo6oybjq4 30 4 containing contain VBG work_jqo6bqehefaodeuuboo6oybjq4 30 5 a a DT work_jqo6bqehefaodeuuboo6oybjq4 30 6 set set NN work_jqo6bqehefaodeuuboo6oybjq4 30 7 of of IN work_jqo6bqehefaodeuuboo6oybjq4 30 8 objects object NNS work_jqo6bqehefaodeuuboo6oybjq4 30 9 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 30 10 left left RB work_jqo6bqehefaodeuuboo6oybjq4 30 11 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 30 12 , , , work_jqo6bqehefaodeuuboo6oybjq4 30 13 and and CC work_jqo6bqehefaodeuuboo6oybjq4 30 14 a a DT work_jqo6bqehefaodeuuboo6oybjq4 30 15 natural natural JJ work_jqo6bqehefaodeuuboo6oybjq4 30 16 language language NN work_jqo6bqehefaodeuuboo6oybjq4 30 17 query query NN work_jqo6bqehefaodeuuboo6oybjq4 30 18 , , , work_jqo6bqehefaodeuuboo6oybjq4 30 19 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 30 20 produces produce VBZ work_jqo6bqehefaodeuuboo6oybjq4 30 21 a a DT work_jqo6bqehefaodeuuboo6oybjq4 30 22 semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 30 23 parse parse NN work_jqo6bqehefaodeuuboo6oybjq4 30 24 , , , work_jqo6bqehefaodeuuboo6oybjq4 30 25 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 30 26 knowledge knowledge NN work_jqo6bqehefaodeuuboo6oybjq4 30 27 base base NN work_jqo6bqehefaodeuuboo6oybjq4 30 28 , , , work_jqo6bqehefaodeuuboo6oybjq4 30 29 grounding grounding NN work_jqo6bqehefaodeuuboo6oybjq4 30 30 and and CC work_jqo6bqehefaodeuuboo6oybjq4 30 31 denotation denotation NN work_jqo6bqehefaodeuuboo6oybjq4 30 32 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 30 33 middle middle NNP work_jqo6bqehefaodeuuboo6oybjq4 30 34 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 30 35 , , , work_jqo6bqehefaodeuuboo6oybjq4 30 36 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 30 37 only only JJ work_jqo6bqehefaodeuuboo6oybjq4 30 38 language language NN work_jqo6bqehefaodeuuboo6oybjq4 30 39 / / SYM work_jqo6bqehefaodeuuboo6oybjq4 30 40 denotation denotation NN work_jqo6bqehefaodeuuboo6oybjq4 30 41 pairs pair NNS work_jqo6bqehefaodeuuboo6oybjq4 30 42 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 30 43 right right UH work_jqo6bqehefaodeuuboo6oybjq4 30 44 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 30 45 for for IN work_jqo6bqehefaodeuuboo6oybjq4 30 46 training training NN work_jqo6bqehefaodeuuboo6oybjq4 30 47 . . . work_jqo6bqehefaodeuuboo6oybjq4 31 1 mented mente VBN work_jqo6bqehefaodeuuboo6oybjq4 31 2 image image NN work_jqo6bqehefaodeuuboo6oybjq4 31 3 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 31 4 Figure Figure NNP work_jqo6bqehefaodeuuboo6oybjq4 31 5 1a 1a NNP work_jqo6bqehefaodeuuboo6oybjq4 31 6 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 31 7 , , , work_jqo6bqehefaodeuuboo6oybjq4 31 8 and and CC work_jqo6bqehefaodeuuboo6oybjq4 31 9 a a DT work_jqo6bqehefaodeuuboo6oybjq4 31 10 natural natural JJ work_jqo6bqehefaodeuuboo6oybjq4 31 11 language language NN work_jqo6bqehefaodeuuboo6oybjq4 31 12 query query NN work_jqo6bqehefaodeuuboo6oybjq4 31 13 , , , work_jqo6bqehefaodeuuboo6oybjq4 31 14 such such JJ work_jqo6bqehefaodeuuboo6oybjq4 31 15 as as IN work_jqo6bqehefaodeuuboo6oybjq4 31 16 “ " `` work_jqo6bqehefaodeuuboo6oybjq4 31 17 the the DT work_jqo6bqehefaodeuuboo6oybjq4 31 18 things thing NNS work_jqo6bqehefaodeuuboo6oybjq4 31 19 to to IN work_jqo6bqehefaodeuuboo6oybjq4 31 20 the the DT work_jqo6bqehefaodeuuboo6oybjq4 31 21 right right NN work_jqo6bqehefaodeuuboo6oybjq4 31 22 of of IN work_jqo6bqehefaodeuuboo6oybjq4 31 23 the the DT work_jqo6bqehefaodeuuboo6oybjq4 31 24 blue blue JJ work_jqo6bqehefaodeuuboo6oybjq4 31 25 mug mug NN work_jqo6bqehefaodeuuboo6oybjq4 31 26 . . . work_jqo6bqehefaodeuuboo6oybjq4 31 27 ” " '' work_jqo6bqehefaodeuuboo6oybjq4 31 28 Given give VBN work_jqo6bqehefaodeuuboo6oybjq4 31 29 these these DT work_jqo6bqehefaodeuuboo6oybjq4 31 30 inputs input NNS work_jqo6bqehefaodeuuboo6oybjq4 31 31 , , , work_jqo6bqehefaodeuuboo6oybjq4 31 32 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 31 33 produces produce VBZ work_jqo6bqehefaodeuuboo6oybjq4 31 34 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 31 35 1 1 LS work_jqo6bqehefaodeuuboo6oybjq4 31 36 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 31 37 a a DT work_jqo6bqehefaodeuuboo6oybjq4 31 38 logi- logi- FW work_jqo6bqehefaodeuuboo6oybjq4 31 39 cal cal NN work_jqo6bqehefaodeuuboo6oybjq4 31 40 knowledge knowledge NN work_jqo6bqehefaodeuuboo6oybjq4 31 41 base base NN work_jqo6bqehefaodeuuboo6oybjq4 31 42 describing describing NN work_jqo6bqehefaodeuuboo6oybjq4 31 43 objects object NNS work_jqo6bqehefaodeuuboo6oybjq4 31 44 and and CC work_jqo6bqehefaodeuuboo6oybjq4 31 45 relation- relation- NN work_jqo6bqehefaodeuuboo6oybjq4 31 46 ships ship NNS work_jqo6bqehefaodeuuboo6oybjq4 31 47 in in IN work_jqo6bqehefaodeuuboo6oybjq4 31 48 the the DT work_jqo6bqehefaodeuuboo6oybjq4 31 49 environment environment NN work_jqo6bqehefaodeuuboo6oybjq4 31 50 and and CC work_jqo6bqehefaodeuuboo6oybjq4 31 51 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 31 52 2 2 LS work_jqo6bqehefaodeuuboo6oybjq4 31 53 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 31 54 a a DT work_jqo6bqehefaodeuuboo6oybjq4 31 55 semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 31 56 parse parse NN work_jqo6bqehefaodeuuboo6oybjq4 31 57 of of IN work_jqo6bqehefaodeuuboo6oybjq4 31 58 the the DT work_jqo6bqehefaodeuuboo6oybjq4 31 59 query query NN work_jqo6bqehefaodeuuboo6oybjq4 31 60 capturing capture VBG work_jqo6bqehefaodeuuboo6oybjq4 31 61 its -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 31 62 compositional compositional JJ work_jqo6bqehefaodeuuboo6oybjq4 31 63 structure structure NN work_jqo6bqehefaodeuuboo6oybjq4 31 64 . . . work_jqo6bqehefaodeuuboo6oybjq4 32 1 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 32 2 combines combine VBZ work_jqo6bqehefaodeuuboo6oybjq4 32 3 these these DT work_jqo6bqehefaodeuuboo6oybjq4 32 4 two two CD work_jqo6bqehefaodeuuboo6oybjq4 32 5 outputs output NNS work_jqo6bqehefaodeuuboo6oybjq4 32 6 to to TO work_jqo6bqehefaodeuuboo6oybjq4 32 7 produce produce VB work_jqo6bqehefaodeuuboo6oybjq4 32 8 the the DT work_jqo6bqehefaodeuuboo6oybjq4 32 9 query query NN work_jqo6bqehefaodeuuboo6oybjq4 32 10 ’s ’s NN work_jqo6bqehefaodeuuboo6oybjq4 32 11 grounding grounding NN work_jqo6bqehefaodeuuboo6oybjq4 32 12 , , , work_jqo6bqehefaodeuuboo6oybjq4 32 13 which which WDT work_jqo6bqehefaodeuuboo6oybjq4 32 14 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 32 15 the the DT work_jqo6bqehefaodeuuboo6oybjq4 32 16 set set NN work_jqo6bqehefaodeuuboo6oybjq4 32 17 of of IN work_jqo6bqehefaodeuuboo6oybjq4 32 18 object object NN work_jqo6bqehefaodeuuboo6oybjq4 32 19 referents referent NNS work_jqo6bqehefaodeuuboo6oybjq4 32 20 of of IN work_jqo6bqehefaodeuuboo6oybjq4 32 21 the the DT work_jqo6bqehefaodeuuboo6oybjq4 32 22 query query NN work_jqo6bqehefaodeuuboo6oybjq4 32 23 ’s ’s POS work_jqo6bqehefaodeuuboo6oybjq4 32 24 noun noun JJ work_jqo6bqehefaodeuuboo6oybjq4 32 25 phrases phrase NNS work_jqo6bqehefaodeuuboo6oybjq4 32 26 , , , work_jqo6bqehefaodeuuboo6oybjq4 32 27 and and CC work_jqo6bqehefaodeuuboo6oybjq4 32 28 its -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 32 29 denotation denotation NN work_jqo6bqehefaodeuuboo6oybjq4 32 30 , , , work_jqo6bqehefaodeuuboo6oybjq4 32 31 which which WDT work_jqo6bqehefaodeuuboo6oybjq4 32 32 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 32 33 the the DT work_jqo6bqehefaodeuuboo6oybjq4 32 34 query query NN work_jqo6bqehefaodeuuboo6oybjq4 32 35 ’s ’s POS work_jqo6bqehefaodeuuboo6oybjq4 32 36 answer answer NN work_jqo6bqehefaodeuuboo6oybjq4 32 37 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 32 38 Figure Figure NNP work_jqo6bqehefaodeuuboo6oybjq4 32 39 1b).1 1b).1 NNP work_jqo6bqehefaodeuuboo6oybjq4 32 40 Weakly Weakly NNP work_jqo6bqehefaodeuuboo6oybjq4 32 41 supervised supervise VBD work_jqo6bqehefaodeuuboo6oybjq4 32 42 training training NN work_jqo6bqehefaodeuuboo6oybjq4 32 43 estimates estimate NNS work_jqo6bqehefaodeuuboo6oybjq4 32 44 parameters parameter NNS work_jqo6bqehefaodeuuboo6oybjq4 32 45 for for IN work_jqo6bqehefaodeuuboo6oybjq4 32 46 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 32 47 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 32 48 queries query NNS work_jqo6bqehefaodeuuboo6oybjq4 32 49 annotated annotate VBN work_jqo6bqehefaodeuuboo6oybjq4 32 50 with with IN work_jqo6bqehefaodeuuboo6oybjq4 32 51 their -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 32 52 denotations denotation NNS work_jqo6bqehefaodeuuboo6oybjq4 32 53 in in IN work_jqo6bqehefaodeuuboo6oybjq4 32 54 an an DT work_jqo6bqehefaodeuuboo6oybjq4 32 55 environment environment NN work_jqo6bqehefaodeuuboo6oybjq4 32 56 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 32 57 Figure Figure NNP work_jqo6bqehefaodeuuboo6oybjq4 32 58 1c 1c CD work_jqo6bqehefaodeuuboo6oybjq4 32 59 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 32 60 . . . work_jqo6bqehefaodeuuboo6oybjq4 33 1 This this DT work_jqo6bqehefaodeuuboo6oybjq4 33 2 work work NN work_jqo6bqehefaodeuuboo6oybjq4 33 3 has have VBZ work_jqo6bqehefaodeuuboo6oybjq4 33 4 two two CD work_jqo6bqehefaodeuuboo6oybjq4 33 5 contributions contribution NNS work_jqo6bqehefaodeuuboo6oybjq4 33 6 . . . work_jqo6bqehefaodeuuboo6oybjq4 34 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 34 2 first first JJ work_jqo6bqehefaodeuuboo6oybjq4 34 3 con- con- NN work_jqo6bqehefaodeuuboo6oybjq4 34 4 tribution tribution NN work_jqo6bqehefaodeuuboo6oybjq4 34 5 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 34 6 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 34 7 , , , work_jqo6bqehefaodeuuboo6oybjq4 34 8 which which WDT work_jqo6bqehefaodeuuboo6oybjq4 34 9 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 34 10 more more RBR work_jqo6bqehefaodeuuboo6oybjq4 34 11 expressive expressive JJ work_jqo6bqehefaodeuuboo6oybjq4 34 12 than than IN work_jqo6bqehefaodeuuboo6oybjq4 34 13 pre- pre- JJ work_jqo6bqehefaodeuuboo6oybjq4 34 14 vious vious JJ work_jqo6bqehefaodeuuboo6oybjq4 34 15 models model NNS work_jqo6bqehefaodeuuboo6oybjq4 34 16 , , , work_jqo6bqehefaodeuuboo6oybjq4 34 17 representing represent VBG work_jqo6bqehefaodeuuboo6oybjq4 34 18 both both DT work_jqo6bqehefaodeuuboo6oybjq4 34 19 one one CD work_jqo6bqehefaodeuuboo6oybjq4 34 20 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 34 21 argument argument NN work_jqo6bqehefaodeuuboo6oybjq4 34 22 cat- cat- NN work_jqo6bqehefaodeuuboo6oybjq4 34 23 egories egorie NNS work_jqo6bqehefaodeuuboo6oybjq4 34 24 and and CC work_jqo6bqehefaodeuuboo6oybjq4 34 25 two two CD work_jqo6bqehefaodeuuboo6oybjq4 34 26 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 34 27 argument argument NN work_jqo6bqehefaodeuuboo6oybjq4 34 28 relations relation NNS work_jqo6bqehefaodeuuboo6oybjq4 34 29 over over IN work_jqo6bqehefaodeuuboo6oybjq4 34 30 sets set NNS work_jqo6bqehefaodeuuboo6oybjq4 34 31 of of IN work_jqo6bqehefaodeuuboo6oybjq4 34 32 ob- ob- JJ work_jqo6bqehefaodeuuboo6oybjq4 34 33 jects ject NNS work_jqo6bqehefaodeuuboo6oybjq4 34 34 in in IN work_jqo6bqehefaodeuuboo6oybjq4 34 35 the the DT work_jqo6bqehefaodeuuboo6oybjq4 34 36 environment environment NN work_jqo6bqehefaodeuuboo6oybjq4 34 37 . . . work_jqo6bqehefaodeuuboo6oybjq4 35 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 35 2 second second JJ work_jqo6bqehefaodeuuboo6oybjq4 35 3 contribution contribution NN work_jqo6bqehefaodeuuboo6oybjq4 35 4 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 35 5 a a DT work_jqo6bqehefaodeuuboo6oybjq4 35 6 weakly weakly RB work_jqo6bqehefaodeuuboo6oybjq4 35 7 supervised supervised JJ work_jqo6bqehefaodeuuboo6oybjq4 35 8 training training NN work_jqo6bqehefaodeuuboo6oybjq4 35 9 procedure procedure NN work_jqo6bqehefaodeuuboo6oybjq4 35 10 that that WDT work_jqo6bqehefaodeuuboo6oybjq4 35 11 esti- esti- NN work_jqo6bqehefaodeuuboo6oybjq4 35 12 mates mate VBZ work_jqo6bqehefaodeuuboo6oybjq4 35 13 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 35 14 ’s ’s POS work_jqo6bqehefaodeuuboo6oybjq4 35 15 parameters parameter NNS work_jqo6bqehefaodeuuboo6oybjq4 35 16 without without IN work_jqo6bqehefaodeuuboo6oybjq4 35 17 annotated annotate VBN work_jqo6bqehefaodeuuboo6oybjq4 35 18 semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 35 19 parses parse NNS work_jqo6bqehefaodeuuboo6oybjq4 35 20 , , , work_jqo6bqehefaodeuuboo6oybjq4 35 21 noun noun NNP work_jqo6bqehefaodeuuboo6oybjq4 35 22 phrase phrase NNP work_jqo6bqehefaodeuuboo6oybjq4 35 23 / / SYM work_jqo6bqehefaodeuuboo6oybjq4 35 24 object object NN work_jqo6bqehefaodeuuboo6oybjq4 35 25 mappings mapping NNS work_jqo6bqehefaodeuuboo6oybjq4 35 26 , , , work_jqo6bqehefaodeuuboo6oybjq4 35 27 or or CC work_jqo6bqehefaodeuuboo6oybjq4 35 28 manually- manually- RB work_jqo6bqehefaodeuuboo6oybjq4 35 29 constructed construct VBN work_jqo6bqehefaodeuuboo6oybjq4 35 30 knowledge knowledge NN work_jqo6bqehefaodeuuboo6oybjq4 35 31 bases basis NNS work_jqo6bqehefaodeuuboo6oybjq4 35 32 . . . work_jqo6bqehefaodeuuboo6oybjq4 36 1 We -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 36 2 perform perform VBP work_jqo6bqehefaodeuuboo6oybjq4 36 3 experiments experiment NNS work_jqo6bqehefaodeuuboo6oybjq4 36 4 on on IN work_jqo6bqehefaodeuuboo6oybjq4 36 5 two two CD work_jqo6bqehefaodeuuboo6oybjq4 36 6 different different JJ work_jqo6bqehefaodeuuboo6oybjq4 36 7 applica- applica- JJ work_jqo6bqehefaodeuuboo6oybjq4 36 8 tions tion NNS work_jqo6bqehefaodeuuboo6oybjq4 36 9 . . . work_jqo6bqehefaodeuuboo6oybjq4 37 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 37 2 first first JJ work_jqo6bqehefaodeuuboo6oybjq4 37 3 application application NN work_jqo6bqehefaodeuuboo6oybjq4 37 4 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 37 5 scene scene NN work_jqo6bqehefaodeuuboo6oybjq4 37 6 understanding understanding NN work_jqo6bqehefaodeuuboo6oybjq4 37 7 , , , work_jqo6bqehefaodeuuboo6oybjq4 37 8 where where WRB work_jqo6bqehefaodeuuboo6oybjq4 37 9 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 37 10 grounds ground VBZ work_jqo6bqehefaodeuuboo6oybjq4 37 11 descriptions description NNS work_jqo6bqehefaodeuuboo6oybjq4 37 12 of of IN work_jqo6bqehefaodeuuboo6oybjq4 37 13 images image NNS work_jqo6bqehefaodeuuboo6oybjq4 37 14 in in IN work_jqo6bqehefaodeuuboo6oybjq4 37 15 im- im- JJ work_jqo6bqehefaodeuuboo6oybjq4 37 16 age age NN work_jqo6bqehefaodeuuboo6oybjq4 37 17 segments segment NNS work_jqo6bqehefaodeuuboo6oybjq4 37 18 . . . work_jqo6bqehefaodeuuboo6oybjq4 38 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 38 2 second second JJ work_jqo6bqehefaodeuuboo6oybjq4 38 3 application application NN work_jqo6bqehefaodeuuboo6oybjq4 38 4 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 38 5 geograph- geograph- JJ work_jqo6bqehefaodeuuboo6oybjq4 38 6 ical ical JJ work_jqo6bqehefaodeuuboo6oybjq4 38 7 question question NN work_jqo6bqehefaodeuuboo6oybjq4 38 8 answering answering NN work_jqo6bqehefaodeuuboo6oybjq4 38 9 , , , work_jqo6bqehefaodeuuboo6oybjq4 38 10 where where WRB work_jqo6bqehefaodeuuboo6oybjq4 38 11 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 38 12 learns learn VBZ work_jqo6bqehefaodeuuboo6oybjq4 38 13 to to IN work_jqo6bqehefaodeuuboo6oybjq4 38 14 an- an- CC work_jqo6bqehefaodeuuboo6oybjq4 38 15 swer swer NN work_jqo6bqehefaodeuuboo6oybjq4 38 16 questions question NNS work_jqo6bqehefaodeuuboo6oybjq4 38 17 about about IN work_jqo6bqehefaodeuuboo6oybjq4 38 18 locations location NNS work_jqo6bqehefaodeuuboo6oybjq4 38 19 , , , work_jqo6bqehefaodeuuboo6oybjq4 38 20 represented represent VBN work_jqo6bqehefaodeuuboo6oybjq4 38 21 as as IN work_jqo6bqehefaodeuuboo6oybjq4 38 22 poly- poly- NN work_jqo6bqehefaodeuuboo6oybjq4 38 23 gons gon NNS work_jqo6bqehefaodeuuboo6oybjq4 38 24 on on IN work_jqo6bqehefaodeuuboo6oybjq4 38 25 a a DT work_jqo6bqehefaodeuuboo6oybjq4 38 26 map map NN work_jqo6bqehefaodeuuboo6oybjq4 38 27 . . . work_jqo6bqehefaodeuuboo6oybjq4 39 1 In in IN work_jqo6bqehefaodeuuboo6oybjq4 39 2 geographical geographical JJ work_jqo6bqehefaodeuuboo6oybjq4 39 3 question question NN work_jqo6bqehefaodeuuboo6oybjq4 39 4 answering answering NN work_jqo6bqehefaodeuuboo6oybjq4 39 5 , , , work_jqo6bqehefaodeuuboo6oybjq4 39 6 1We 1we CD work_jqo6bqehefaodeuuboo6oybjq4 39 7 treat treat VB work_jqo6bqehefaodeuuboo6oybjq4 39 8 declarative declarative JJ work_jqo6bqehefaodeuuboo6oybjq4 39 9 sentences sentence NNS work_jqo6bqehefaodeuuboo6oybjq4 39 10 as as IN work_jqo6bqehefaodeuuboo6oybjq4 39 11 if if IN work_jqo6bqehefaodeuuboo6oybjq4 39 12 they -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 39 13 were be VBD work_jqo6bqehefaodeuuboo6oybjq4 39 14 queries query NNS work_jqo6bqehefaodeuuboo6oybjq4 39 15 about about IN work_jqo6bqehefaodeuuboo6oybjq4 39 16 their -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 39 17 subject subject NN work_jqo6bqehefaodeuuboo6oybjq4 39 18 , , , work_jqo6bqehefaodeuuboo6oybjq4 39 19 e.g. e.g. RB work_jqo6bqehefaodeuuboo6oybjq4 39 20 , , , work_jqo6bqehefaodeuuboo6oybjq4 39 21 the the DT work_jqo6bqehefaodeuuboo6oybjq4 39 22 denotation denotation NN work_jqo6bqehefaodeuuboo6oybjq4 39 23 of of IN work_jqo6bqehefaodeuuboo6oybjq4 39 24 “ " `` work_jqo6bqehefaodeuuboo6oybjq4 39 25 the the DT work_jqo6bqehefaodeuuboo6oybjq4 39 26 mug mug NNP work_jqo6bqehefaodeuuboo6oybjq4 39 27 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 39 28 on on IN work_jqo6bqehefaodeuuboo6oybjq4 39 29 the the DT work_jqo6bqehefaodeuuboo6oybjq4 39 30 table table NN work_jqo6bqehefaodeuuboo6oybjq4 39 31 ” " '' work_jqo6bqehefaodeuuboo6oybjq4 39 32 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 39 33 the the DT work_jqo6bqehefaodeuuboo6oybjq4 39 34 set set NN work_jqo6bqehefaodeuuboo6oybjq4 39 35 of of IN work_jqo6bqehefaodeuuboo6oybjq4 39 36 mugs mug NNS work_jqo6bqehefaodeuuboo6oybjq4 39 37 on on IN work_jqo6bqehefaodeuuboo6oybjq4 39 38 tables table NNS work_jqo6bqehefaodeuuboo6oybjq4 39 39 . . . work_jqo6bqehefaodeuuboo6oybjq4 40 1 Typically typically RB work_jqo6bqehefaodeuuboo6oybjq4 40 2 , , , work_jqo6bqehefaodeuuboo6oybjq4 40 3 the the DT work_jqo6bqehefaodeuuboo6oybjq4 40 4 denotation denotation NN work_jqo6bqehefaodeuuboo6oybjq4 40 5 of of IN work_jqo6bqehefaodeuuboo6oybjq4 40 6 a a DT work_jqo6bqehefaodeuuboo6oybjq4 40 7 sentence sentence NN work_jqo6bqehefaodeuuboo6oybjq4 40 8 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 40 9 either either CC work_jqo6bqehefaodeuuboo6oybjq4 40 10 true true JJ work_jqo6bqehefaodeuuboo6oybjq4 40 11 or or CC work_jqo6bqehefaodeuuboo6oybjq4 40 12 false false JJ work_jqo6bqehefaodeuuboo6oybjq4 40 13 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 40 14 our -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 40 15 treatment treatment NN work_jqo6bqehefaodeuuboo6oybjq4 40 16 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 40 17 strictly strictly RB work_jqo6bqehefaodeuuboo6oybjq4 40 18 more more RBR work_jqo6bqehefaodeuuboo6oybjq4 40 19 general general JJ work_jqo6bqehefaodeuuboo6oybjq4 40 20 , , , work_jqo6bqehefaodeuuboo6oybjq4 40 21 as as IN work_jqo6bqehefaodeuuboo6oybjq4 40 22 a a DT work_jqo6bqehefaodeuuboo6oybjq4 40 23 sentence sentence NN work_jqo6bqehefaodeuuboo6oybjq4 40 24 ’s ’s POS work_jqo6bqehefaodeuuboo6oybjq4 40 25 denotation denotation NN work_jqo6bqehefaodeuuboo6oybjq4 40 26 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 40 27 nonempty nonempty JJ work_jqo6bqehefaodeuuboo6oybjq4 40 28 if if IN work_jqo6bqehefaodeuuboo6oybjq4 40 29 and and CC work_jqo6bqehefaodeuuboo6oybjq4 40 30 only only RB work_jqo6bqehefaodeuuboo6oybjq4 40 31 if if IN work_jqo6bqehefaodeuuboo6oybjq4 40 32 the the DT work_jqo6bqehefaodeuuboo6oybjq4 40 33 sentence sentence NN work_jqo6bqehefaodeuuboo6oybjq4 40 34 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 40 35 true true JJ work_jqo6bqehefaodeuuboo6oybjq4 40 36 . . . work_jqo6bqehefaodeuuboo6oybjq4 41 1 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 41 2 correctly correctly RB work_jqo6bqehefaodeuuboo6oybjq4 41 3 answers answer VBZ work_jqo6bqehefaodeuuboo6oybjq4 41 4 34 34 CD work_jqo6bqehefaodeuuboo6oybjq4 41 5 % % NN work_jqo6bqehefaodeuuboo6oybjq4 41 6 more more JJR work_jqo6bqehefaodeuuboo6oybjq4 41 7 questions question NNS work_jqo6bqehefaodeuuboo6oybjq4 41 8 than than IN work_jqo6bqehefaodeuuboo6oybjq4 41 9 the the DT work_jqo6bqehefaodeuuboo6oybjq4 41 10 most most RBS work_jqo6bqehefaodeuuboo6oybjq4 41 11 comparable comparable JJ work_jqo6bqehefaodeuuboo6oybjq4 41 12 state state NN work_jqo6bqehefaodeuuboo6oybjq4 41 13 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 41 14 of of IN work_jqo6bqehefaodeuuboo6oybjq4 41 15 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 41 16 the the DT work_jqo6bqehefaodeuuboo6oybjq4 41 17 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 41 18 art art NN work_jqo6bqehefaodeuuboo6oybjq4 41 19 model model NN work_jqo6bqehefaodeuuboo6oybjq4 41 20 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 41 21 Matuszek Matuszek NNP work_jqo6bqehefaodeuuboo6oybjq4 41 22 et et NNP work_jqo6bqehefaodeuuboo6oybjq4 41 23 al al NNP work_jqo6bqehefaodeuuboo6oybjq4 41 24 . . NNP work_jqo6bqehefaodeuuboo6oybjq4 41 25 , , , work_jqo6bqehefaodeuuboo6oybjq4 41 26 2012 2012 CD work_jqo6bqehefaodeuuboo6oybjq4 41 27 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 41 28 . . . work_jqo6bqehefaodeuuboo6oybjq4 42 1 In in IN work_jqo6bqehefaodeuuboo6oybjq4 42 2 scene scene NN work_jqo6bqehefaodeuuboo6oybjq4 42 3 understanding understanding NN work_jqo6bqehefaodeuuboo6oybjq4 42 4 , , , work_jqo6bqehefaodeuuboo6oybjq4 42 5 accuracy accuracy NN work_jqo6bqehefaodeuuboo6oybjq4 42 6 sim- sim- NN work_jqo6bqehefaodeuuboo6oybjq4 42 7 ilarly ilarly RB work_jqo6bqehefaodeuuboo6oybjq4 42 8 improves improve VBZ work_jqo6bqehefaodeuuboo6oybjq4 42 9 by by IN work_jqo6bqehefaodeuuboo6oybjq4 42 10 16 16 CD work_jqo6bqehefaodeuuboo6oybjq4 42 11 % % NN work_jqo6bqehefaodeuuboo6oybjq4 42 12 . . . work_jqo6bqehefaodeuuboo6oybjq4 43 1 Furthermore furthermore RB work_jqo6bqehefaodeuuboo6oybjq4 43 2 , , , work_jqo6bqehefaodeuuboo6oybjq4 43 3 weakly weakly RB work_jqo6bqehefaodeuuboo6oybjq4 43 4 su- su- RB work_jqo6bqehefaodeuuboo6oybjq4 43 5 pervised pervise VBD work_jqo6bqehefaodeuuboo6oybjq4 43 6 training training NN work_jqo6bqehefaodeuuboo6oybjq4 43 7 achieves achieve VBZ work_jqo6bqehefaodeuuboo6oybjq4 43 8 an an DT work_jqo6bqehefaodeuuboo6oybjq4 43 9 accuracy accuracy NN work_jqo6bqehefaodeuuboo6oybjq4 43 10 within within IN work_jqo6bqehefaodeuuboo6oybjq4 43 11 6 6 CD work_jqo6bqehefaodeuuboo6oybjq4 43 12 % % NN work_jqo6bqehefaodeuuboo6oybjq4 43 13 of of IN work_jqo6bqehefaodeuuboo6oybjq4 43 14 that that DT work_jqo6bqehefaodeuuboo6oybjq4 43 15 achieved achieve VBN work_jqo6bqehefaodeuuboo6oybjq4 43 16 by by IN work_jqo6bqehefaodeuuboo6oybjq4 43 17 fully fully RB work_jqo6bqehefaodeuuboo6oybjq4 43 18 supervised supervise VBN work_jqo6bqehefaodeuuboo6oybjq4 43 19 training training NN work_jqo6bqehefaodeuuboo6oybjq4 43 20 , , , work_jqo6bqehefaodeuuboo6oybjq4 43 21 while while IN work_jqo6bqehefaodeuuboo6oybjq4 43 22 re- re- RB work_jqo6bqehefaodeuuboo6oybjq4 43 23 quiring quire VBG work_jqo6bqehefaodeuuboo6oybjq4 43 24 significantly significantly RB work_jqo6bqehefaodeuuboo6oybjq4 43 25 less less JJR work_jqo6bqehefaodeuuboo6oybjq4 43 26 annotation annotation NN work_jqo6bqehefaodeuuboo6oybjq4 43 27 effort effort NN work_jqo6bqehefaodeuuboo6oybjq4 43 28 . . . work_jqo6bqehefaodeuuboo6oybjq4 44 1 2 2 LS work_jqo6bqehefaodeuuboo6oybjq4 44 2 Prior Prior NNP work_jqo6bqehefaodeuuboo6oybjq4 44 3 Work Work NNP work_jqo6bqehefaodeuuboo6oybjq4 44 4 Logical Logical NNP work_jqo6bqehefaodeuuboo6oybjq4 44 5 Semantics Semantics NNPS work_jqo6bqehefaodeuuboo6oybjq4 44 6 with with IN work_jqo6bqehefaodeuuboo6oybjq4 44 7 Perception Perception NNP work_jqo6bqehefaodeuuboo6oybjq4 44 8 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 44 9 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 44 10 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 44 11 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 44 12 related relate VBN work_jqo6bqehefaodeuuboo6oybjq4 44 13 to to IN work_jqo6bqehefaodeuuboo6oybjq4 44 14 work work NN work_jqo6bqehefaodeuuboo6oybjq4 44 15 from from IN work_jqo6bqehefaodeuuboo6oybjq4 44 16 planning planning NN work_jqo6bqehefaodeuuboo6oybjq4 44 17 , , , work_jqo6bqehefaodeuuboo6oybjq4 44 18 natural natural JJ work_jqo6bqehefaodeuuboo6oybjq4 44 19 language language NN work_jqo6bqehefaodeuuboo6oybjq4 44 20 processing processing NN work_jqo6bqehefaodeuuboo6oybjq4 44 21 , , , work_jqo6bqehefaodeuuboo6oybjq4 44 22 computer computer NN work_jqo6bqehefaodeuuboo6oybjq4 44 23 vision vision NN work_jqo6bqehefaodeuuboo6oybjq4 44 24 and and CC work_jqo6bqehefaodeuuboo6oybjq4 44 25 robotics robotic NNS work_jqo6bqehefaodeuuboo6oybjq4 44 26 . . . work_jqo6bqehefaodeuuboo6oybjq4 45 1 Much much JJ work_jqo6bqehefaodeuuboo6oybjq4 45 2 of of IN work_jqo6bqehefaodeuuboo6oybjq4 45 3 the the DT work_jqo6bqehefaodeuuboo6oybjq4 45 4 related related JJ work_jqo6bqehefaodeuuboo6oybjq4 45 5 work work NN work_jqo6bqehefaodeuuboo6oybjq4 45 6 focuses focus VBZ work_jqo6bqehefaodeuuboo6oybjq4 45 7 on on IN work_jqo6bqehefaodeuuboo6oybjq4 45 8 interpreting interpret VBG work_jqo6bqehefaodeuuboo6oybjq4 45 9 natural natural JJ work_jqo6bqehefaodeuuboo6oybjq4 45 10 language language NN work_jqo6bqehefaodeuuboo6oybjq4 45 11 us- us- XX work_jqo6bqehefaodeuuboo6oybjq4 45 12 ing e VBG work_jqo6bqehefaodeuuboo6oybjq4 45 13 a a DT work_jqo6bqehefaodeuuboo6oybjq4 45 14 fixed fix VBN work_jqo6bqehefaodeuuboo6oybjq4 45 15 formal formal JJ work_jqo6bqehefaodeuuboo6oybjq4 45 16 representation representation NN work_jqo6bqehefaodeuuboo6oybjq4 45 17 . . . work_jqo6bqehefaodeuuboo6oybjq4 46 1 Some some DT work_jqo6bqehefaodeuuboo6oybjq4 46 2 work work VBP work_jqo6bqehefaodeuuboo6oybjq4 46 3 con- con- NN work_jqo6bqehefaodeuuboo6oybjq4 46 4 structs struct VBZ work_jqo6bqehefaodeuuboo6oybjq4 46 5 integrated integrate VBN work_jqo6bqehefaodeuuboo6oybjq4 46 6 systems system NNS work_jqo6bqehefaodeuuboo6oybjq4 46 7 which which WDT work_jqo6bqehefaodeuuboo6oybjq4 46 8 execute execute VBP work_jqo6bqehefaodeuuboo6oybjq4 46 9 plans plan NNS work_jqo6bqehefaodeuuboo6oybjq4 46 10 in in IN work_jqo6bqehefaodeuuboo6oybjq4 46 11 re- re- RB work_jqo6bqehefaodeuuboo6oybjq4 46 12 sponse sponse NN work_jqo6bqehefaodeuuboo6oybjq4 46 13 to to IN work_jqo6bqehefaodeuuboo6oybjq4 46 14 natural natural JJ work_jqo6bqehefaodeuuboo6oybjq4 46 15 language language NN work_jqo6bqehefaodeuuboo6oybjq4 46 16 commands command NNS work_jqo6bqehefaodeuuboo6oybjq4 46 17 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 46 18 Winograd Winograd NNP work_jqo6bqehefaodeuuboo6oybjq4 46 19 , , , work_jqo6bqehefaodeuuboo6oybjq4 46 20 1970 1970 CD work_jqo6bqehefaodeuuboo6oybjq4 46 21 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 46 22 Hsiao Hsiao NNP work_jqo6bqehefaodeuuboo6oybjq4 46 23 et et NNP work_jqo6bqehefaodeuuboo6oybjq4 46 24 al al NNP work_jqo6bqehefaodeuuboo6oybjq4 46 25 . . NNP work_jqo6bqehefaodeuuboo6oybjq4 46 26 , , , work_jqo6bqehefaodeuuboo6oybjq4 46 27 2003 2003 CD work_jqo6bqehefaodeuuboo6oybjq4 46 28 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 46 29 Roy Roy NNP work_jqo6bqehefaodeuuboo6oybjq4 46 30 et et NNP work_jqo6bqehefaodeuuboo6oybjq4 46 31 al al NNP work_jqo6bqehefaodeuuboo6oybjq4 46 32 . . NNP work_jqo6bqehefaodeuuboo6oybjq4 46 33 , , , work_jqo6bqehefaodeuuboo6oybjq4 46 34 2003 2003 CD work_jqo6bqehefaodeuuboo6oybjq4 46 35 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 46 36 Skubic Skubic NNP work_jqo6bqehefaodeuuboo6oybjq4 46 37 et et FW work_jqo6bqehefaodeuuboo6oybjq4 46 38 al al NNP work_jqo6bqehefaodeuuboo6oybjq4 46 39 . . NNP work_jqo6bqehefaodeuuboo6oybjq4 46 40 , , , work_jqo6bqehefaodeuuboo6oybjq4 46 41 2004 2004 CD work_jqo6bqehefaodeuuboo6oybjq4 46 42 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 46 43 MacMahon MacMahon NNP work_jqo6bqehefaodeuuboo6oybjq4 46 44 et et NNP work_jqo6bqehefaodeuuboo6oybjq4 46 45 al al NNP work_jqo6bqehefaodeuuboo6oybjq4 46 46 . . NNP work_jqo6bqehefaodeuuboo6oybjq4 46 47 , , , work_jqo6bqehefaodeuuboo6oybjq4 46 48 2006 2006 CD work_jqo6bqehefaodeuuboo6oybjq4 46 49 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 46 50 Levit Levit NNP work_jqo6bqehefaodeuuboo6oybjq4 46 51 and and CC work_jqo6bqehefaodeuuboo6oybjq4 46 52 Roy Roy NNP work_jqo6bqehefaodeuuboo6oybjq4 46 53 , , , work_jqo6bqehefaodeuuboo6oybjq4 46 54 2007 2007 CD work_jqo6bqehefaodeuuboo6oybjq4 46 55 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 46 56 Kruijff Kruijff NNP work_jqo6bqehefaodeuuboo6oybjq4 46 57 et et NNP work_jqo6bqehefaodeuuboo6oybjq4 46 58 al al NNP work_jqo6bqehefaodeuuboo6oybjq4 46 59 . . NNP work_jqo6bqehefaodeuuboo6oybjq4 46 60 , , , work_jqo6bqehefaodeuuboo6oybjq4 46 61 2007 2007 CD work_jqo6bqehefaodeuuboo6oybjq4 46 62 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 46 63 . . . work_jqo6bqehefaodeuuboo6oybjq4 47 1 These these DT work_jqo6bqehefaodeuuboo6oybjq4 47 2 systems system NNS work_jqo6bqehefaodeuuboo6oybjq4 47 3 parse parse VBP work_jqo6bqehefaodeuuboo6oybjq4 47 4 natural natural JJ work_jqo6bqehefaodeuuboo6oybjq4 47 5 language language NN work_jqo6bqehefaodeuuboo6oybjq4 47 6 to to IN work_jqo6bqehefaodeuuboo6oybjq4 47 7 a a DT work_jqo6bqehefaodeuuboo6oybjq4 47 8 formal formal JJ work_jqo6bqehefaodeuuboo6oybjq4 47 9 representation representation NN work_jqo6bqehefaodeuuboo6oybjq4 47 10 which which WDT work_jqo6bqehefaodeuuboo6oybjq4 47 11 can can MD work_jqo6bqehefaodeuuboo6oybjq4 47 12 be be VB work_jqo6bqehefaodeuuboo6oybjq4 47 13 executed execute VBN work_jqo6bqehefaodeuuboo6oybjq4 47 14 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 47 15 a a DT work_jqo6bqehefaodeuuboo6oybjq4 47 16 set set NN work_jqo6bqehefaodeuuboo6oybjq4 47 17 of of IN work_jqo6bqehefaodeuuboo6oybjq4 47 18 fixed fix VBN work_jqo6bqehefaodeuuboo6oybjq4 47 19 control control NN work_jqo6bqehefaodeuuboo6oybjq4 47 20 pro- pro- NN work_jqo6bqehefaodeuuboo6oybjq4 47 21 grams gram NNS work_jqo6bqehefaodeuuboo6oybjq4 47 22 . . . work_jqo6bqehefaodeuuboo6oybjq4 48 1 Similarly similarly RB work_jqo6bqehefaodeuuboo6oybjq4 48 2 , , , work_jqo6bqehefaodeuuboo6oybjq4 48 3 work work NN work_jqo6bqehefaodeuuboo6oybjq4 48 4 on on IN work_jqo6bqehefaodeuuboo6oybjq4 48 5 semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 48 6 parsing parsing NN work_jqo6bqehefaodeuuboo6oybjq4 48 7 learns learn NNS work_jqo6bqehefaodeuuboo6oybjq4 48 8 to to TO work_jqo6bqehefaodeuuboo6oybjq4 48 9 map map VB work_jqo6bqehefaodeuuboo6oybjq4 48 10 natural natural JJ work_jqo6bqehefaodeuuboo6oybjq4 48 11 language language NN work_jqo6bqehefaodeuuboo6oybjq4 48 12 to to IN work_jqo6bqehefaodeuuboo6oybjq4 48 13 a a DT work_jqo6bqehefaodeuuboo6oybjq4 48 14 given give VBN work_jqo6bqehefaodeuuboo6oybjq4 48 15 formal formal JJ work_jqo6bqehefaodeuuboo6oybjq4 48 16 repre- repre- NN work_jqo6bqehefaodeuuboo6oybjq4 48 17 sentation sentation NN work_jqo6bqehefaodeuuboo6oybjq4 48 18 . . . work_jqo6bqehefaodeuuboo6oybjq4 49 1 Semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 49 2 parsers parser NNS work_jqo6bqehefaodeuuboo6oybjq4 49 3 can can MD work_jqo6bqehefaodeuuboo6oybjq4 49 4 be be VB work_jqo6bqehefaodeuuboo6oybjq4 49 5 trained train VBN work_jqo6bqehefaodeuuboo6oybjq4 49 6 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 49 7 sentences sentence NNS work_jqo6bqehefaodeuuboo6oybjq4 49 8 annotated annotate VBN work_jqo6bqehefaodeuuboo6oybjq4 49 9 with with IN work_jqo6bqehefaodeuuboo6oybjq4 49 10 their -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 49 11 formal formal JJ work_jqo6bqehefaodeuuboo6oybjq4 49 12 representation representation NN work_jqo6bqehefaodeuuboo6oybjq4 49 13 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 49 14 Zelle Zelle NNP work_jqo6bqehefaodeuuboo6oybjq4 49 15 and and CC work_jqo6bqehefaodeuuboo6oybjq4 49 16 Mooney Mooney NNP work_jqo6bqehefaodeuuboo6oybjq4 49 17 , , , work_jqo6bqehefaodeuuboo6oybjq4 49 18 1996 1996 CD work_jqo6bqehefaodeuuboo6oybjq4 49 19 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 49 20 Zettlemoyer Zettlemoyer NNP work_jqo6bqehefaodeuuboo6oybjq4 49 21 and and CC work_jqo6bqehefaodeuuboo6oybjq4 49 22 Collins Collins NNP work_jqo6bqehefaodeuuboo6oybjq4 49 23 , , , work_jqo6bqehefaodeuuboo6oybjq4 49 24 2005 2005 CD work_jqo6bqehefaodeuuboo6oybjq4 49 25 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 49 26 Kate Kate NNP work_jqo6bqehefaodeuuboo6oybjq4 49 27 and and CC work_jqo6bqehefaodeuuboo6oybjq4 49 28 Mooney Mooney NNP work_jqo6bqehefaodeuuboo6oybjq4 49 29 , , , work_jqo6bqehefaodeuuboo6oybjq4 49 30 2006 2006 CD work_jqo6bqehefaodeuuboo6oybjq4 49 31 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 49 32 Kwiatkowski Kwiatkowski NNP work_jqo6bqehefaodeuuboo6oybjq4 49 33 et et FW work_jqo6bqehefaodeuuboo6oybjq4 49 34 al al NNP work_jqo6bqehefaodeuuboo6oybjq4 49 35 . . NNP work_jqo6bqehefaodeuuboo6oybjq4 49 36 , , , work_jqo6bqehefaodeuuboo6oybjq4 49 37 2010 2010 CD work_jqo6bqehefaodeuuboo6oybjq4 49 38 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 49 39 or or CC work_jqo6bqehefaodeuuboo6oybjq4 49 40 various various JJ work_jqo6bqehefaodeuuboo6oybjq4 49 41 less less RBR work_jqo6bqehefaodeuuboo6oybjq4 49 42 restrictive restrictive JJ work_jqo6bqehefaodeuuboo6oybjq4 49 43 annotations annotation NNS work_jqo6bqehefaodeuuboo6oybjq4 49 44 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 49 45 Clarke Clarke NNP work_jqo6bqehefaodeuuboo6oybjq4 49 46 et et NNP work_jqo6bqehefaodeuuboo6oybjq4 49 47 al al NNP work_jqo6bqehefaodeuuboo6oybjq4 49 48 . . NNP work_jqo6bqehefaodeuuboo6oybjq4 49 49 , , , work_jqo6bqehefaodeuuboo6oybjq4 49 50 2010 2010 CD work_jqo6bqehefaodeuuboo6oybjq4 49 51 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 49 52 Liang Liang NNP work_jqo6bqehefaodeuuboo6oybjq4 49 53 et et NNP work_jqo6bqehefaodeuuboo6oybjq4 49 54 al al NNP work_jqo6bqehefaodeuuboo6oybjq4 49 55 . . NNP work_jqo6bqehefaodeuuboo6oybjq4 49 56 , , , work_jqo6bqehefaodeuuboo6oybjq4 49 57 2011 2011 CD work_jqo6bqehefaodeuuboo6oybjq4 49 58 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 49 59 Krishnamurthy Krishnamurthy NNP work_jqo6bqehefaodeuuboo6oybjq4 49 60 and and CC work_jqo6bqehefaodeuuboo6oybjq4 49 61 Mitchell Mitchell NNP work_jqo6bqehefaodeuuboo6oybjq4 49 62 , , , work_jqo6bqehefaodeuuboo6oybjq4 49 63 2012 2012 CD work_jqo6bqehefaodeuuboo6oybjq4 49 64 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 49 65 . . . work_jqo6bqehefaodeuuboo6oybjq4 50 1 Finally finally RB work_jqo6bqehefaodeuuboo6oybjq4 50 2 , , , work_jqo6bqehefaodeuuboo6oybjq4 50 3 work work NN work_jqo6bqehefaodeuuboo6oybjq4 50 4 on on IN work_jqo6bqehefaodeuuboo6oybjq4 50 5 grounded grounded JJ work_jqo6bqehefaodeuuboo6oybjq4 50 6 lan- lan- NN work_jqo6bqehefaodeuuboo6oybjq4 50 7 guage guage NN work_jqo6bqehefaodeuuboo6oybjq4 50 8 acquisition acquisition NN work_jqo6bqehefaodeuuboo6oybjq4 50 9 leverages leverage VBZ work_jqo6bqehefaodeuuboo6oybjq4 50 10 semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 50 11 parsing parsing NN work_jqo6bqehefaodeuuboo6oybjq4 50 12 to to TO work_jqo6bqehefaodeuuboo6oybjq4 50 13 map map VB work_jqo6bqehefaodeuuboo6oybjq4 50 14 from from IN work_jqo6bqehefaodeuuboo6oybjq4 50 15 natural natural JJ work_jqo6bqehefaodeuuboo6oybjq4 50 16 language language NN work_jqo6bqehefaodeuuboo6oybjq4 50 17 to to IN work_jqo6bqehefaodeuuboo6oybjq4 50 18 a a DT work_jqo6bqehefaodeuuboo6oybjq4 50 19 formal formal JJ work_jqo6bqehefaodeuuboo6oybjq4 50 20 representation representation NN work_jqo6bqehefaodeuuboo6oybjq4 50 21 of of IN work_jqo6bqehefaodeuuboo6oybjq4 50 22 an an DT work_jqo6bqehefaodeuuboo6oybjq4 50 23 environment environment NN work_jqo6bqehefaodeuuboo6oybjq4 50 24 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 50 25 Kate Kate NNP work_jqo6bqehefaodeuuboo6oybjq4 50 26 and and CC work_jqo6bqehefaodeuuboo6oybjq4 50 27 Mooney Mooney NNP work_jqo6bqehefaodeuuboo6oybjq4 50 28 , , , work_jqo6bqehefaodeuuboo6oybjq4 50 29 2007 2007 CD work_jqo6bqehefaodeuuboo6oybjq4 50 30 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 50 31 Chen Chen NNP work_jqo6bqehefaodeuuboo6oybjq4 50 32 and and CC work_jqo6bqehefaodeuuboo6oybjq4 50 33 Mooney Mooney NNP work_jqo6bqehefaodeuuboo6oybjq4 50 34 , , , work_jqo6bqehefaodeuuboo6oybjq4 50 35 2008 2008 CD work_jqo6bqehefaodeuuboo6oybjq4 50 36 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 50 37 Shimizu Shimizu NNP work_jqo6bqehefaodeuuboo6oybjq4 50 38 and and CC work_jqo6bqehefaodeuuboo6oybjq4 50 39 Haas Haas NNP work_jqo6bqehefaodeuuboo6oybjq4 50 40 , , , work_jqo6bqehefaodeuuboo6oybjq4 50 41 2009 2009 CD work_jqo6bqehefaodeuuboo6oybjq4 50 42 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 50 43 Matuszek Matuszek NNP work_jqo6bqehefaodeuuboo6oybjq4 50 44 194 194 CD work_jqo6bqehefaodeuuboo6oybjq4 50 45 Environment Environment NNP work_jqo6bqehefaodeuuboo6oybjq4 50 46 d d NNP work_jqo6bqehefaodeuuboo6oybjq4 50 47 Know Know NNP work_jqo6bqehefaodeuuboo6oybjq4 50 48 . . . work_jqo6bqehefaodeuuboo6oybjq4 51 1 Base Base NNP work_jqo6bqehefaodeuuboo6oybjq4 51 2 Γ Γ NNP work_jqo6bqehefaodeuuboo6oybjq4 51 3 mug(1 mug(1 NNS work_jqo6bqehefaodeuuboo6oybjq4 51 4 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 51 5 mug(3 mug(3 NFP work_jqo6bqehefaodeuuboo6oybjq4 51 6 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 51 7 blue(1 blue(1 NFP work_jqo6bqehefaodeuuboo6oybjq4 51 8 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 51 9 table(4 table(4 LS work_jqo6bqehefaodeuuboo6oybjq4 51 10 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 51 11 on on IN work_jqo6bqehefaodeuuboo6oybjq4 51 12 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 51 13 rel(1 rel(1 NNP work_jqo6bqehefaodeuuboo6oybjq4 51 14 , , , work_jqo6bqehefaodeuuboo6oybjq4 51 15 4 4 CD work_jqo6bqehefaodeuuboo6oybjq4 51 16 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 51 17 on on IN work_jqo6bqehefaodeuuboo6oybjq4 51 18 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 51 19 rel(3 rel(3 NN work_jqo6bqehefaodeuuboo6oybjq4 51 20 , , , work_jqo6bqehefaodeuuboo6oybjq4 51 21 4 4 CD work_jqo6bqehefaodeuuboo6oybjq4 51 22 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 51 23 ... ... . work_jqo6bqehefaodeuuboo6oybjq4 51 24 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 51 25 a a LS work_jqo6bqehefaodeuuboo6oybjq4 51 26 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 51 27 Perception perception NN work_jqo6bqehefaodeuuboo6oybjq4 51 28 fper fper NN work_jqo6bqehefaodeuuboo6oybjq4 51 29 produces produce VBZ work_jqo6bqehefaodeuuboo6oybjq4 51 30 a a DT work_jqo6bqehefaodeuuboo6oybjq4 51 31 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 51 32 knowl- knowl- NN work_jqo6bqehefaodeuuboo6oybjq4 51 33 edge edge NN work_jqo6bqehefaodeuuboo6oybjq4 51 34 base base NN work_jqo6bqehefaodeuuboo6oybjq4 51 35 Γ Γ NNP work_jqo6bqehefaodeuuboo6oybjq4 51 36 from from IN work_jqo6bqehefaodeuuboo6oybjq4 51 37 the the DT work_jqo6bqehefaodeuuboo6oybjq4 51 38 environment environment NN work_jqo6bqehefaodeuuboo6oybjq4 51 39 d d NN work_jqo6bqehefaodeuuboo6oybjq4 51 40 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 51 41 an an DT work_jqo6bqehefaodeuuboo6oybjq4 51 42 independent independent JJ work_jqo6bqehefaodeuuboo6oybjq4 51 43 classifier classifier NN work_jqo6bqehefaodeuuboo6oybjq4 51 44 for for IN work_jqo6bqehefaodeuuboo6oybjq4 51 45 each each DT work_jqo6bqehefaodeuuboo6oybjq4 51 46 category category NN work_jqo6bqehefaodeuuboo6oybjq4 51 47 and and CC work_jqo6bqehefaodeuuboo6oybjq4 51 48 relation relation NN work_jqo6bqehefaodeuuboo6oybjq4 51 49 . . . work_jqo6bqehefaodeuuboo6oybjq4 52 1 Language language NN work_jqo6bqehefaodeuuboo6oybjq4 52 2 z z NNP work_jqo6bqehefaodeuuboo6oybjq4 52 3 “ " `` work_jqo6bqehefaodeuuboo6oybjq4 52 4 blue blue JJ work_jqo6bqehefaodeuuboo6oybjq4 52 5 mug mug NN work_jqo6bqehefaodeuuboo6oybjq4 52 6 on on IN work_jqo6bqehefaodeuuboo6oybjq4 52 7 table table NN work_jqo6bqehefaodeuuboo6oybjq4 52 8 ” " '' work_jqo6bqehefaodeuuboo6oybjq4 52 9 Logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 52 10 form form NN work_jqo6bqehefaodeuuboo6oybjq4 52 11 ` ` '' work_jqo6bqehefaodeuuboo6oybjq4 52 12 λx.∃y.blue(x λx.∃y.blue(x PRP work_jqo6bqehefaodeuuboo6oybjq4 52 13 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 52 14 ∧ ∧ NNP work_jqo6bqehefaodeuuboo6oybjq4 52 15 mug(x mug(x NFP work_jqo6bqehefaodeuuboo6oybjq4 52 16 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 52 17 ∧ ∧ NNP work_jqo6bqehefaodeuuboo6oybjq4 52 18 on on IN work_jqo6bqehefaodeuuboo6oybjq4 52 19 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 52 20 rel(x rel(x NNP work_jqo6bqehefaodeuuboo6oybjq4 52 21 , , , work_jqo6bqehefaodeuuboo6oybjq4 52 22 y y NNP work_jqo6bqehefaodeuuboo6oybjq4 52 23 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 52 24 ∧ ∧ NNP work_jqo6bqehefaodeuuboo6oybjq4 52 25 table(y table(y NN work_jqo6bqehefaodeuuboo6oybjq4 52 26 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 52 27 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 52 28 b b NN work_jqo6bqehefaodeuuboo6oybjq4 52 29 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 52 30 Semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 52 31 parsing parsing JJ work_jqo6bqehefaodeuuboo6oybjq4 52 32 fprs fprs NN work_jqo6bqehefaodeuuboo6oybjq4 52 33 maps map NNS work_jqo6bqehefaodeuuboo6oybjq4 52 34 language language NN work_jqo6bqehefaodeuuboo6oybjq4 52 35 z z NNP work_jqo6bqehefaodeuuboo6oybjq4 52 36 to to IN work_jqo6bqehefaodeuuboo6oybjq4 52 37 a a DT work_jqo6bqehefaodeuuboo6oybjq4 52 38 log- log- DT work_jqo6bqehefaodeuuboo6oybjq4 52 39 ical ical JJ work_jqo6bqehefaodeuuboo6oybjq4 52 40 form form NN work_jqo6bqehefaodeuuboo6oybjq4 52 41 ` ` '' work_jqo6bqehefaodeuuboo6oybjq4 52 42 . . . work_jqo6bqehefaodeuuboo6oybjq4 53 1 Grounding ground VBG work_jqo6bqehefaodeuuboo6oybjq4 53 2 : : : work_jqo6bqehefaodeuuboo6oybjq4 53 3 g g LS work_jqo6bqehefaodeuuboo6oybjq4 53 4 = = NFP work_jqo6bqehefaodeuuboo6oybjq4 53 5 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 53 6 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 53 7 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 53 8 , , , work_jqo6bqehefaodeuuboo6oybjq4 53 9 4 4 CD work_jqo6bqehefaodeuuboo6oybjq4 53 10 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 53 11 } } -RRB- work_jqo6bqehefaodeuuboo6oybjq4 53 12 , , , work_jqo6bqehefaodeuuboo6oybjq4 53 13 Denotation denotation NN work_jqo6bqehefaodeuuboo6oybjq4 53 14 : : : work_jqo6bqehefaodeuuboo6oybjq4 53 15 γ γ NNP work_jqo6bqehefaodeuuboo6oybjq4 53 16 = = SYM work_jqo6bqehefaodeuuboo6oybjq4 53 17 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 53 18 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 53 19 } } -RRB- work_jqo6bqehefaodeuuboo6oybjq4 53 20 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 53 21 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 53 22 } } -RRB- work_jqo6bqehefaodeuuboo6oybjq4 53 23 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 53 24 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 53 25 } } -RRB- work_jqo6bqehefaodeuuboo6oybjq4 53 26 blue(x blue(x NN work_jqo6bqehefaodeuuboo6oybjq4 53 27 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 53 28 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 53 29 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 53 30 , , , work_jqo6bqehefaodeuuboo6oybjq4 53 31 3 3 CD work_jqo6bqehefaodeuuboo6oybjq4 53 32 } } -RRB- work_jqo6bqehefaodeuuboo6oybjq4 53 33 mug(x mug(x NFP work_jqo6bqehefaodeuuboo6oybjq4 53 34 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 53 35 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 53 36 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 53 37 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 53 38 , , , work_jqo6bqehefaodeuuboo6oybjq4 53 39 4 4 CD work_jqo6bqehefaodeuuboo6oybjq4 53 40 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 53 41 , , , work_jqo6bqehefaodeuuboo6oybjq4 53 42 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 53 43 3 3 CD work_jqo6bqehefaodeuuboo6oybjq4 53 44 , , , work_jqo6bqehefaodeuuboo6oybjq4 53 45 4 4 CD work_jqo6bqehefaodeuuboo6oybjq4 53 46 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 53 47 } } -RRB- work_jqo6bqehefaodeuuboo6oybjq4 53 48 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 53 49 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 53 50 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 53 51 , , , work_jqo6bqehefaodeuuboo6oybjq4 53 52 4 4 CD work_jqo6bqehefaodeuuboo6oybjq4 53 53 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 53 54 , , , work_jqo6bqehefaodeuuboo6oybjq4 53 55 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 53 56 3 3 CD work_jqo6bqehefaodeuuboo6oybjq4 53 57 , , , work_jqo6bqehefaodeuuboo6oybjq4 53 58 4 4 CD work_jqo6bqehefaodeuuboo6oybjq4 53 59 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 53 60 } } -RRB- work_jqo6bqehefaodeuuboo6oybjq4 53 61 on on IN work_jqo6bqehefaodeuuboo6oybjq4 53 62 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 53 63 rel(x rel(x NNP work_jqo6bqehefaodeuuboo6oybjq4 53 64 , , , work_jqo6bqehefaodeuuboo6oybjq4 53 65 y y NNP work_jqo6bqehefaodeuuboo6oybjq4 53 66 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 53 67 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 53 68 4 4 CD work_jqo6bqehefaodeuuboo6oybjq4 53 69 } } -RRB- work_jqo6bqehefaodeuuboo6oybjq4 53 70 table(y table(y NN work_jqo6bqehefaodeuuboo6oybjq4 53 71 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 53 72 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 53 73 c c NN work_jqo6bqehefaodeuuboo6oybjq4 53 74 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 53 75 Evaluation evaluation NN work_jqo6bqehefaodeuuboo6oybjq4 53 76 feval feval NN work_jqo6bqehefaodeuuboo6oybjq4 53 77 evaluates evaluate VBZ work_jqo6bqehefaodeuuboo6oybjq4 53 78 a a DT work_jqo6bqehefaodeuuboo6oybjq4 53 79 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 53 80 form form NN work_jqo6bqehefaodeuuboo6oybjq4 53 81 ` ` '' work_jqo6bqehefaodeuuboo6oybjq4 53 82 on on IN work_jqo6bqehefaodeuuboo6oybjq4 53 83 a a DT work_jqo6bqehefaodeuuboo6oybjq4 53 84 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 53 85 knowledge knowledge NN work_jqo6bqehefaodeuuboo6oybjq4 53 86 base base NN work_jqo6bqehefaodeuuboo6oybjq4 53 87 Γ Γ NNP work_jqo6bqehefaodeuuboo6oybjq4 53 88 to to TO work_jqo6bqehefaodeuuboo6oybjq4 53 89 produce produce VB work_jqo6bqehefaodeuuboo6oybjq4 53 90 a a DT work_jqo6bqehefaodeuuboo6oybjq4 53 91 grounding ground VBG work_jqo6bqehefaodeuuboo6oybjq4 53 92 g g NN work_jqo6bqehefaodeuuboo6oybjq4 53 93 and and CC work_jqo6bqehefaodeuuboo6oybjq4 53 94 denotation denotation NNP work_jqo6bqehefaodeuuboo6oybjq4 53 95 γ γ NNP work_jqo6bqehefaodeuuboo6oybjq4 53 96 . . . work_jqo6bqehefaodeuuboo6oybjq4 54 1 Figure figure NN work_jqo6bqehefaodeuuboo6oybjq4 54 2 2 2 CD work_jqo6bqehefaodeuuboo6oybjq4 54 3 : : : work_jqo6bqehefaodeuuboo6oybjq4 54 4 Overview overview NN work_jqo6bqehefaodeuuboo6oybjq4 54 5 of of IN work_jqo6bqehefaodeuuboo6oybjq4 54 6 Logical Logical NNP work_jqo6bqehefaodeuuboo6oybjq4 54 7 Semantics Semantics NNPS work_jqo6bqehefaodeuuboo6oybjq4 54 8 with with IN work_jqo6bqehefaodeuuboo6oybjq4 54 9 Perception Perception NNP work_jqo6bqehefaodeuuboo6oybjq4 54 10 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 54 11 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 54 12 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 54 13 . . . work_jqo6bqehefaodeuuboo6oybjq4 55 1 et et NNP work_jqo6bqehefaodeuuboo6oybjq4 55 2 al al NNP work_jqo6bqehefaodeuuboo6oybjq4 55 3 . . NNP work_jqo6bqehefaodeuuboo6oybjq4 55 4 , , , work_jqo6bqehefaodeuuboo6oybjq4 55 5 2010 2010 CD work_jqo6bqehefaodeuuboo6oybjq4 55 6 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 55 7 Dzifcak Dzifcak NNP work_jqo6bqehefaodeuuboo6oybjq4 55 8 et et NNP work_jqo6bqehefaodeuuboo6oybjq4 55 9 al al NNP work_jqo6bqehefaodeuuboo6oybjq4 55 10 . . NNP work_jqo6bqehefaodeuuboo6oybjq4 55 11 , , , work_jqo6bqehefaodeuuboo6oybjq4 55 12 2009 2009 CD work_jqo6bqehefaodeuuboo6oybjq4 55 13 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 55 14 Cantrell Cantrell NNP work_jqo6bqehefaodeuuboo6oybjq4 55 15 et et NNP work_jqo6bqehefaodeuuboo6oybjq4 55 16 al al NNP work_jqo6bqehefaodeuuboo6oybjq4 55 17 . . NNP work_jqo6bqehefaodeuuboo6oybjq4 55 18 , , , work_jqo6bqehefaodeuuboo6oybjq4 55 19 2010 2010 CD work_jqo6bqehefaodeuuboo6oybjq4 55 20 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 55 21 Chen Chen NNP work_jqo6bqehefaodeuuboo6oybjq4 55 22 and and CC work_jqo6bqehefaodeuuboo6oybjq4 55 23 Mooney Mooney NNP work_jqo6bqehefaodeuuboo6oybjq4 55 24 , , , work_jqo6bqehefaodeuuboo6oybjq4 55 25 2011 2011 CD work_jqo6bqehefaodeuuboo6oybjq4 55 26 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 55 27 . . . work_jqo6bqehefaodeuuboo6oybjq4 56 1 All all DT work_jqo6bqehefaodeuuboo6oybjq4 56 2 of of IN work_jqo6bqehefaodeuuboo6oybjq4 56 3 this this DT work_jqo6bqehefaodeuuboo6oybjq4 56 4 work work NN work_jqo6bqehefaodeuuboo6oybjq4 56 5 as- as- NNP work_jqo6bqehefaodeuuboo6oybjq4 56 6 sumes sum VBZ work_jqo6bqehefaodeuuboo6oybjq4 56 7 that that IN work_jqo6bqehefaodeuuboo6oybjq4 56 8 the the DT work_jqo6bqehefaodeuuboo6oybjq4 56 9 formal formal JJ work_jqo6bqehefaodeuuboo6oybjq4 56 10 environment environment NN work_jqo6bqehefaodeuuboo6oybjq4 56 11 representation representation NN work_jqo6bqehefaodeuuboo6oybjq4 56 12 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 56 13 given give VBN work_jqo6bqehefaodeuuboo6oybjq4 56 14 , , , work_jqo6bqehefaodeuuboo6oybjq4 56 15 while while IN work_jqo6bqehefaodeuuboo6oybjq4 56 16 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 56 17 learns learn VBZ work_jqo6bqehefaodeuuboo6oybjq4 56 18 to to TO work_jqo6bqehefaodeuuboo6oybjq4 56 19 produce produce VB work_jqo6bqehefaodeuuboo6oybjq4 56 20 this this DT work_jqo6bqehefaodeuuboo6oybjq4 56 21 formal formal JJ work_jqo6bqehefaodeuuboo6oybjq4 56 22 rep- rep- NN work_jqo6bqehefaodeuuboo6oybjq4 56 23 resentation resentation NN work_jqo6bqehefaodeuuboo6oybjq4 56 24 from from IN work_jqo6bqehefaodeuuboo6oybjq4 56 25 raw raw JJ work_jqo6bqehefaodeuuboo6oybjq4 56 26 sensor sensor NN work_jqo6bqehefaodeuuboo6oybjq4 56 27 input input NN work_jqo6bqehefaodeuuboo6oybjq4 56 28 . . . work_jqo6bqehefaodeuuboo6oybjq4 57 1 Most most RBS work_jqo6bqehefaodeuuboo6oybjq4 57 2 similar similar JJ work_jqo6bqehefaodeuuboo6oybjq4 57 3 to to IN work_jqo6bqehefaodeuuboo6oybjq4 57 4 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 57 5 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 57 6 work work NN work_jqo6bqehefaodeuuboo6oybjq4 57 7 on on IN work_jqo6bqehefaodeuuboo6oybjq4 57 8 simultaneously simultaneously RB work_jqo6bqehefaodeuuboo6oybjq4 57 9 understanding understand VBG work_jqo6bqehefaodeuuboo6oybjq4 57 10 natural natural JJ work_jqo6bqehefaodeuuboo6oybjq4 57 11 language language NN work_jqo6bqehefaodeuuboo6oybjq4 57 12 and and CC work_jqo6bqehefaodeuuboo6oybjq4 57 13 perceiving perceive VBG work_jqo6bqehefaodeuuboo6oybjq4 57 14 the the DT work_jqo6bqehefaodeuuboo6oybjq4 57 15 environment environment NN work_jqo6bqehefaodeuuboo6oybjq4 57 16 . . . work_jqo6bqehefaodeuuboo6oybjq4 58 1 This this DT work_jqo6bqehefaodeuuboo6oybjq4 58 2 problem problem NN work_jqo6bqehefaodeuuboo6oybjq4 58 3 has have VBZ work_jqo6bqehefaodeuuboo6oybjq4 58 4 been be VBN work_jqo6bqehefaodeuuboo6oybjq4 58 5 addressed address VBN work_jqo6bqehefaodeuuboo6oybjq4 58 6 in in IN work_jqo6bqehefaodeuuboo6oybjq4 58 7 the the DT work_jqo6bqehefaodeuuboo6oybjq4 58 8 context context NN work_jqo6bqehefaodeuuboo6oybjq4 58 9 of of IN work_jqo6bqehefaodeuuboo6oybjq4 58 10 robot robot NN work_jqo6bqehefaodeuuboo6oybjq4 58 11 direction direction NN work_jqo6bqehefaodeuuboo6oybjq4 58 12 following follow VBG work_jqo6bqehefaodeuuboo6oybjq4 58 13 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 58 14 Kollar Kollar NNP work_jqo6bqehefaodeuuboo6oybjq4 58 15 et et FW work_jqo6bqehefaodeuuboo6oybjq4 58 16 al al NNP work_jqo6bqehefaodeuuboo6oybjq4 58 17 . . NNP work_jqo6bqehefaodeuuboo6oybjq4 58 18 , , , work_jqo6bqehefaodeuuboo6oybjq4 58 19 2010 2010 CD work_jqo6bqehefaodeuuboo6oybjq4 58 20 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 58 21 Tellex Tellex NNP work_jqo6bqehefaodeuuboo6oybjq4 58 22 et et NNP work_jqo6bqehefaodeuuboo6oybjq4 58 23 al al NNP work_jqo6bqehefaodeuuboo6oybjq4 58 24 . . NNP work_jqo6bqehefaodeuuboo6oybjq4 58 25 , , , work_jqo6bqehefaodeuuboo6oybjq4 58 26 2011 2011 CD work_jqo6bqehefaodeuuboo6oybjq4 58 27 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 58 28 and and CC work_jqo6bqehefaodeuuboo6oybjq4 58 29 visual visual JJ work_jqo6bqehefaodeuuboo6oybjq4 58 30 attribute attribute NN work_jqo6bqehefaodeuuboo6oybjq4 58 31 learning learning NN work_jqo6bqehefaodeuuboo6oybjq4 58 32 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 58 33 Matuszek Matuszek NNP work_jqo6bqehefaodeuuboo6oybjq4 58 34 et et NNP work_jqo6bqehefaodeuuboo6oybjq4 58 35 al al NNP work_jqo6bqehefaodeuuboo6oybjq4 58 36 . . NNP work_jqo6bqehefaodeuuboo6oybjq4 58 37 , , , work_jqo6bqehefaodeuuboo6oybjq4 58 38 2012 2012 CD work_jqo6bqehefaodeuuboo6oybjq4 58 39 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 58 40 . . . work_jqo6bqehefaodeuuboo6oybjq4 59 1 However however RB work_jqo6bqehefaodeuuboo6oybjq4 59 2 , , , work_jqo6bqehefaodeuuboo6oybjq4 59 3 this this DT work_jqo6bqehefaodeuuboo6oybjq4 59 4 work work NN work_jqo6bqehefaodeuuboo6oybjq4 59 5 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 59 6 less less JJR work_jqo6bqehefaodeuuboo6oybjq4 59 7 semantically semantically RB work_jqo6bqehefaodeuuboo6oybjq4 59 8 expressive expressive JJ work_jqo6bqehefaodeuuboo6oybjq4 59 9 than than IN work_jqo6bqehefaodeuuboo6oybjq4 59 10 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 59 11 and and CC work_jqo6bqehefaodeuuboo6oybjq4 59 12 trained train VBD work_jqo6bqehefaodeuuboo6oybjq4 59 13 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 59 14 more more JJR work_jqo6bqehefaodeuuboo6oybjq4 59 15 supervision supervision NN work_jqo6bqehefaodeuuboo6oybjq4 59 16 . . . work_jqo6bqehefaodeuuboo6oybjq4 60 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 60 2 G3 G3 NNP work_jqo6bqehefaodeuuboo6oybjq4 60 3 model model NN work_jqo6bqehefaodeuuboo6oybjq4 60 4 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 60 5 Kol- Kol- NNP work_jqo6bqehefaodeuuboo6oybjq4 60 6 lar lar NN work_jqo6bqehefaodeuuboo6oybjq4 60 7 et et NNP work_jqo6bqehefaodeuuboo6oybjq4 60 8 al al NNP work_jqo6bqehefaodeuuboo6oybjq4 60 9 . . NNP work_jqo6bqehefaodeuuboo6oybjq4 60 10 , , , work_jqo6bqehefaodeuuboo6oybjq4 60 11 2010 2010 CD work_jqo6bqehefaodeuuboo6oybjq4 60 12 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 60 13 Tellex Tellex NNP work_jqo6bqehefaodeuuboo6oybjq4 60 14 et et NNP work_jqo6bqehefaodeuuboo6oybjq4 60 15 al al NNP work_jqo6bqehefaodeuuboo6oybjq4 60 16 . . NNP work_jqo6bqehefaodeuuboo6oybjq4 60 17 , , , work_jqo6bqehefaodeuuboo6oybjq4 60 18 2011 2011 CD work_jqo6bqehefaodeuuboo6oybjq4 60 19 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 60 20 assumes assume VBZ work_jqo6bqehefaodeuuboo6oybjq4 60 21 a a DT work_jqo6bqehefaodeuuboo6oybjq4 60 22 one- one- NN work_jqo6bqehefaodeuuboo6oybjq4 60 23 to to IN work_jqo6bqehefaodeuuboo6oybjq4 60 24 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 60 25 one one CD work_jqo6bqehefaodeuuboo6oybjq4 60 26 mapping mapping NN work_jqo6bqehefaodeuuboo6oybjq4 60 27 from from IN work_jqo6bqehefaodeuuboo6oybjq4 60 28 noun noun JJ work_jqo6bqehefaodeuuboo6oybjq4 60 29 phrases phrase NNS work_jqo6bqehefaodeuuboo6oybjq4 60 30 to to IN work_jqo6bqehefaodeuuboo6oybjq4 60 31 entities entity NNS work_jqo6bqehefaodeuuboo6oybjq4 60 32 and and CC work_jqo6bqehefaodeuuboo6oybjq4 60 33 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 60 34 trained train VBN work_jqo6bqehefaodeuuboo6oybjq4 60 35 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 60 36 full full JJ work_jqo6bqehefaodeuuboo6oybjq4 60 37 supervision supervision NN work_jqo6bqehefaodeuuboo6oybjq4 60 38 , , , work_jqo6bqehefaodeuuboo6oybjq4 60 39 while while IN work_jqo6bqehefaodeuuboo6oybjq4 60 40 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 60 41 allows allow VBZ work_jqo6bqehefaodeuuboo6oybjq4 60 42 one one CD work_jqo6bqehefaodeuuboo6oybjq4 60 43 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 60 44 to to IN work_jqo6bqehefaodeuuboo6oybjq4 60 45 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 60 46 many many JJ work_jqo6bqehefaodeuuboo6oybjq4 60 47 mappings mapping NNS work_jqo6bqehefaodeuuboo6oybjq4 60 48 from from IN work_jqo6bqehefaodeuuboo6oybjq4 60 49 noun noun JJ work_jqo6bqehefaodeuuboo6oybjq4 60 50 phrases phrase NNS work_jqo6bqehefaodeuuboo6oybjq4 60 51 to to IN work_jqo6bqehefaodeuuboo6oybjq4 60 52 entities entity NNS work_jqo6bqehefaodeuuboo6oybjq4 60 53 and and CC work_jqo6bqehefaodeuuboo6oybjq4 60 54 can can MD work_jqo6bqehefaodeuuboo6oybjq4 60 55 be be VB work_jqo6bqehefaodeuuboo6oybjq4 60 56 trained train VBN work_jqo6bqehefaodeuuboo6oybjq4 60 57 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 60 58 minimal minimal JJ work_jqo6bqehefaodeuuboo6oybjq4 60 59 annotation annotation NN work_jqo6bqehefaodeuuboo6oybjq4 60 60 . . . work_jqo6bqehefaodeuuboo6oybjq4 61 1 Ma- ma- RB work_jqo6bqehefaodeuuboo6oybjq4 61 2 tuszek tuszek NNP work_jqo6bqehefaodeuuboo6oybjq4 61 3 et et NNP work_jqo6bqehefaodeuuboo6oybjq4 61 4 al al NNP work_jqo6bqehefaodeuuboo6oybjq4 61 5 . . . work_jqo6bqehefaodeuuboo6oybjq4 62 1 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 62 2 2012 2012 CD work_jqo6bqehefaodeuuboo6oybjq4 62 3 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 62 4 learns learn VBZ work_jqo6bqehefaodeuuboo6oybjq4 62 5 only only RB work_jqo6bqehefaodeuuboo6oybjq4 62 6 one one CD work_jqo6bqehefaodeuuboo6oybjq4 62 7 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 62 8 argument argument NN work_jqo6bqehefaodeuuboo6oybjq4 62 9 cate- cate- FW work_jqo6bqehefaodeuuboo6oybjq4 62 10 gories gorie NNS work_jqo6bqehefaodeuuboo6oybjq4 62 11 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 62 12 “ " `` work_jqo6bqehefaodeuuboo6oybjq4 62 13 attributes attribute NNS work_jqo6bqehefaodeuuboo6oybjq4 62 14 ” " '' work_jqo6bqehefaodeuuboo6oybjq4 62 15 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 62 16 and and CC work_jqo6bqehefaodeuuboo6oybjq4 62 17 requires require VBZ work_jqo6bqehefaodeuuboo6oybjq4 62 18 a a DT work_jqo6bqehefaodeuuboo6oybjq4 62 19 fully fully RB work_jqo6bqehefaodeuuboo6oybjq4 62 20 supervised supervised JJ work_jqo6bqehefaodeuuboo6oybjq4 62 21 initial initial JJ work_jqo6bqehefaodeuuboo6oybjq4 62 22 training training NN work_jqo6bqehefaodeuuboo6oybjq4 62 23 phase phase NN work_jqo6bqehefaodeuuboo6oybjq4 62 24 . . . work_jqo6bqehefaodeuuboo6oybjq4 63 1 In in IN work_jqo6bqehefaodeuuboo6oybjq4 63 2 contrast contrast NN work_jqo6bqehefaodeuuboo6oybjq4 63 3 , , , work_jqo6bqehefaodeuuboo6oybjq4 63 4 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 63 5 models model NNS work_jqo6bqehefaodeuuboo6oybjq4 63 6 two- two- VBP work_jqo6bqehefaodeuuboo6oybjq4 63 7 argument argument NN work_jqo6bqehefaodeuuboo6oybjq4 63 8 relations relation NNS work_jqo6bqehefaodeuuboo6oybjq4 63 9 and and CC work_jqo6bqehefaodeuuboo6oybjq4 63 10 allows allow VBZ work_jqo6bqehefaodeuuboo6oybjq4 63 11 for for IN work_jqo6bqehefaodeuuboo6oybjq4 63 12 weakly weakly RB work_jqo6bqehefaodeuuboo6oybjq4 63 13 supervised supervise VBN work_jqo6bqehefaodeuuboo6oybjq4 63 14 supervised supervised JJ work_jqo6bqehefaodeuuboo6oybjq4 63 15 training training NN work_jqo6bqehefaodeuuboo6oybjq4 63 16 throughout throughout IN work_jqo6bqehefaodeuuboo6oybjq4 63 17 . . . work_jqo6bqehefaodeuuboo6oybjq4 64 1 3 3 CD work_jqo6bqehefaodeuuboo6oybjq4 64 2 Logical Logical NNP work_jqo6bqehefaodeuuboo6oybjq4 64 3 Semantics Semantics NNPS work_jqo6bqehefaodeuuboo6oybjq4 64 4 with with IN work_jqo6bqehefaodeuuboo6oybjq4 64 5 Perception Perception NNP work_jqo6bqehefaodeuuboo6oybjq4 64 6 Logical Logical NNP work_jqo6bqehefaodeuuboo6oybjq4 64 7 Semantics Semantics NNPS work_jqo6bqehefaodeuuboo6oybjq4 64 8 with with IN work_jqo6bqehefaodeuuboo6oybjq4 64 9 Perception Perception NNP work_jqo6bqehefaodeuuboo6oybjq4 64 10 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 64 11 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 64 12 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 64 13 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 64 14 a a DT work_jqo6bqehefaodeuuboo6oybjq4 64 15 model model NN work_jqo6bqehefaodeuuboo6oybjq4 64 16 for for IN work_jqo6bqehefaodeuuboo6oybjq4 64 17 grounded ground VBN work_jqo6bqehefaodeuuboo6oybjq4 64 18 language language NN work_jqo6bqehefaodeuuboo6oybjq4 64 19 acquisition acquisition NN work_jqo6bqehefaodeuuboo6oybjq4 64 20 . . . work_jqo6bqehefaodeuuboo6oybjq4 65 1 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 65 2 accepts accept VBZ work_jqo6bqehefaodeuuboo6oybjq4 65 3 as as IN work_jqo6bqehefaodeuuboo6oybjq4 65 4 input input NN work_jqo6bqehefaodeuuboo6oybjq4 65 5 a a DT work_jqo6bqehefaodeuuboo6oybjq4 65 6 natural natural JJ work_jqo6bqehefaodeuuboo6oybjq4 65 7 language language NN work_jqo6bqehefaodeuuboo6oybjq4 65 8 statement statement NN work_jqo6bqehefaodeuuboo6oybjq4 65 9 and and CC work_jqo6bqehefaodeuuboo6oybjq4 65 10 an an DT work_jqo6bqehefaodeuuboo6oybjq4 65 11 environ- environ- NN work_jqo6bqehefaodeuuboo6oybjq4 65 12 ment ment NN work_jqo6bqehefaodeuuboo6oybjq4 65 13 and and CC work_jqo6bqehefaodeuuboo6oybjq4 65 14 outputs output VBZ work_jqo6bqehefaodeuuboo6oybjq4 65 15 the the DT work_jqo6bqehefaodeuuboo6oybjq4 65 16 objects object NNS work_jqo6bqehefaodeuuboo6oybjq4 65 17 in in IN work_jqo6bqehefaodeuuboo6oybjq4 65 18 the the DT work_jqo6bqehefaodeuuboo6oybjq4 65 19 environment environment NN work_jqo6bqehefaodeuuboo6oybjq4 65 20 de- de- PRP work_jqo6bqehefaodeuuboo6oybjq4 65 21 noted note VBN work_jqo6bqehefaodeuuboo6oybjq4 65 22 by by IN work_jqo6bqehefaodeuuboo6oybjq4 65 23 the the DT work_jqo6bqehefaodeuuboo6oybjq4 65 24 statement statement NN work_jqo6bqehefaodeuuboo6oybjq4 65 25 . . . work_jqo6bqehefaodeuuboo6oybjq4 66 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 66 2 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 66 3 model model NN work_jqo6bqehefaodeuuboo6oybjq4 66 4 has have VBZ work_jqo6bqehefaodeuuboo6oybjq4 66 5 three three CD work_jqo6bqehefaodeuuboo6oybjq4 66 6 components component NNS work_jqo6bqehefaodeuuboo6oybjq4 66 7 : : : work_jqo6bqehefaodeuuboo6oybjq4 66 8 perception perception NN work_jqo6bqehefaodeuuboo6oybjq4 66 9 , , , work_jqo6bqehefaodeuuboo6oybjq4 66 10 parsing parsing NN work_jqo6bqehefaodeuuboo6oybjq4 66 11 and and CC work_jqo6bqehefaodeuuboo6oybjq4 66 12 evaluation evaluation NN work_jqo6bqehefaodeuuboo6oybjq4 66 13 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 66 14 see see VB work_jqo6bqehefaodeuuboo6oybjq4 66 15 Figure Figure NNP work_jqo6bqehefaodeuuboo6oybjq4 66 16 2 2 CD work_jqo6bqehefaodeuuboo6oybjq4 66 17 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 66 18 . . . work_jqo6bqehefaodeuuboo6oybjq4 67 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 67 2 perception perception NN work_jqo6bqehefaodeuuboo6oybjq4 67 3 component component NN work_jqo6bqehefaodeuuboo6oybjq4 67 4 constructs construct VBZ work_jqo6bqehefaodeuuboo6oybjq4 67 5 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 67 6 knowledge knowledge NN work_jqo6bqehefaodeuuboo6oybjq4 67 7 bases basis NNS work_jqo6bqehefaodeuuboo6oybjq4 67 8 from from IN work_jqo6bqehefaodeuuboo6oybjq4 67 9 low low JJ work_jqo6bqehefaodeuuboo6oybjq4 67 10 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 67 11 level level NN work_jqo6bqehefaodeuuboo6oybjq4 67 12 feature- feature- NN work_jqo6bqehefaodeuuboo6oybjq4 67 13 based base VBN work_jqo6bqehefaodeuuboo6oybjq4 67 14 representations representation NNS work_jqo6bqehefaodeuuboo6oybjq4 67 15 of of IN work_jqo6bqehefaodeuuboo6oybjq4 67 16 environments environment NNS work_jqo6bqehefaodeuuboo6oybjq4 67 17 . . . work_jqo6bqehefaodeuuboo6oybjq4 68 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 68 2 pars- pars- NN work_jqo6bqehefaodeuuboo6oybjq4 68 3 ing ing NN work_jqo6bqehefaodeuuboo6oybjq4 68 4 component component NN work_jqo6bqehefaodeuuboo6oybjq4 68 5 semantically semantically RB work_jqo6bqehefaodeuuboo6oybjq4 68 6 parses parse VBZ work_jqo6bqehefaodeuuboo6oybjq4 68 7 natural natural JJ work_jqo6bqehefaodeuuboo6oybjq4 68 8 language language NN work_jqo6bqehefaodeuuboo6oybjq4 68 9 into into IN work_jqo6bqehefaodeuuboo6oybjq4 68 10 lambda lambda NN work_jqo6bqehefaodeuuboo6oybjq4 68 11 calculus calculus NN work_jqo6bqehefaodeuuboo6oybjq4 68 12 queries query NNS work_jqo6bqehefaodeuuboo6oybjq4 68 13 against against IN work_jqo6bqehefaodeuuboo6oybjq4 68 14 the the DT work_jqo6bqehefaodeuuboo6oybjq4 68 15 constructed construct VBN work_jqo6bqehefaodeuuboo6oybjq4 68 16 knowledge knowledge NN work_jqo6bqehefaodeuuboo6oybjq4 68 17 base base NN work_jqo6bqehefaodeuuboo6oybjq4 68 18 . . . work_jqo6bqehefaodeuuboo6oybjq4 69 1 Finally finally RB work_jqo6bqehefaodeuuboo6oybjq4 69 2 , , , work_jqo6bqehefaodeuuboo6oybjq4 69 3 the the DT work_jqo6bqehefaodeuuboo6oybjq4 69 4 evaluation evaluation NN work_jqo6bqehefaodeuuboo6oybjq4 69 5 compo- compo- NNP work_jqo6bqehefaodeuuboo6oybjq4 69 6 nent nent NNP work_jqo6bqehefaodeuuboo6oybjq4 69 7 deterministically deterministically RB work_jqo6bqehefaodeuuboo6oybjq4 69 8 executes execute VBZ work_jqo6bqehefaodeuuboo6oybjq4 69 9 this this DT work_jqo6bqehefaodeuuboo6oybjq4 69 10 query query NN work_jqo6bqehefaodeuuboo6oybjq4 69 11 against against IN work_jqo6bqehefaodeuuboo6oybjq4 69 12 the the DT work_jqo6bqehefaodeuuboo6oybjq4 69 13 knowledge knowledge NN work_jqo6bqehefaodeuuboo6oybjq4 69 14 base base NN work_jqo6bqehefaodeuuboo6oybjq4 69 15 to to TO work_jqo6bqehefaodeuuboo6oybjq4 69 16 produce produce VB work_jqo6bqehefaodeuuboo6oybjq4 69 17 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 69 18 ’s ’s POS work_jqo6bqehefaodeuuboo6oybjq4 69 19 output output NN work_jqo6bqehefaodeuuboo6oybjq4 69 20 . . . work_jqo6bqehefaodeuuboo6oybjq4 70 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 70 2 output output NN work_jqo6bqehefaodeuuboo6oybjq4 70 3 of of IN work_jqo6bqehefaodeuuboo6oybjq4 70 4 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 70 5 can can MD work_jqo6bqehefaodeuuboo6oybjq4 70 6 be be VB work_jqo6bqehefaodeuuboo6oybjq4 70 7 either either CC work_jqo6bqehefaodeuuboo6oybjq4 70 8 a a DT work_jqo6bqehefaodeuuboo6oybjq4 70 9 denotation denotation NN work_jqo6bqehefaodeuuboo6oybjq4 70 10 or or CC work_jqo6bqehefaodeuuboo6oybjq4 70 11 a a DT work_jqo6bqehefaodeuuboo6oybjq4 70 12 grounding grounding NN work_jqo6bqehefaodeuuboo6oybjq4 70 13 . . . work_jqo6bqehefaodeuuboo6oybjq4 71 1 A a DT work_jqo6bqehefaodeuuboo6oybjq4 71 2 denotation denotation NN work_jqo6bqehefaodeuuboo6oybjq4 71 3 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 71 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 71 5 set set NN work_jqo6bqehefaodeuuboo6oybjq4 71 6 of of IN work_jqo6bqehefaodeuuboo6oybjq4 71 7 entity entity NN work_jqo6bqehefaodeuuboo6oybjq4 71 8 refer- refer- JJ work_jqo6bqehefaodeuuboo6oybjq4 71 9 ents ent NNS work_jqo6bqehefaodeuuboo6oybjq4 71 10 for for IN work_jqo6bqehefaodeuuboo6oybjq4 71 11 the the DT work_jqo6bqehefaodeuuboo6oybjq4 71 12 phrase phrase NN work_jqo6bqehefaodeuuboo6oybjq4 71 13 as as IN work_jqo6bqehefaodeuuboo6oybjq4 71 14 a a DT work_jqo6bqehefaodeuuboo6oybjq4 71 15 whole whole NN work_jqo6bqehefaodeuuboo6oybjq4 71 16 , , , work_jqo6bqehefaodeuuboo6oybjq4 71 17 while while IN work_jqo6bqehefaodeuuboo6oybjq4 71 18 a a DT work_jqo6bqehefaodeuuboo6oybjq4 71 19 grounding grounding NN work_jqo6bqehefaodeuuboo6oybjq4 71 20 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 71 21 the the DT work_jqo6bqehefaodeuuboo6oybjq4 71 22 set set NN work_jqo6bqehefaodeuuboo6oybjq4 71 23 of of IN work_jqo6bqehefaodeuuboo6oybjq4 71 24 entity entity NN work_jqo6bqehefaodeuuboo6oybjq4 71 25 referents referent NNS work_jqo6bqehefaodeuuboo6oybjq4 71 26 for for IN work_jqo6bqehefaodeuuboo6oybjq4 71 27 each each DT work_jqo6bqehefaodeuuboo6oybjq4 71 28 component component NN work_jqo6bqehefaodeuuboo6oybjq4 71 29 of of IN work_jqo6bqehefaodeuuboo6oybjq4 71 30 the the DT work_jqo6bqehefaodeuuboo6oybjq4 71 31 phrase phrase NN work_jqo6bqehefaodeuuboo6oybjq4 71 32 . . . work_jqo6bqehefaodeuuboo6oybjq4 72 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 72 2 distinction distinction NN work_jqo6bqehefaodeuuboo6oybjq4 72 3 between between IN work_jqo6bqehefaodeuuboo6oybjq4 72 4 these these DT work_jqo6bqehefaodeuuboo6oybjq4 72 5 two two CD work_jqo6bqehefaodeuuboo6oybjq4 72 6 outputs output NNS work_jqo6bqehefaodeuuboo6oybjq4 72 7 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 72 8 shown show VBN work_jqo6bqehefaodeuuboo6oybjq4 72 9 in in IN work_jqo6bqehefaodeuuboo6oybjq4 72 10 Figure Figure NNP work_jqo6bqehefaodeuuboo6oybjq4 72 11 1b 1b NN work_jqo6bqehefaodeuuboo6oybjq4 72 12 . . . work_jqo6bqehefaodeuuboo6oybjq4 73 1 In in IN work_jqo6bqehefaodeuuboo6oybjq4 73 2 this this DT work_jqo6bqehefaodeuuboo6oybjq4 73 3 example example NN work_jqo6bqehefaodeuuboo6oybjq4 73 4 , , , work_jqo6bqehefaodeuuboo6oybjq4 73 5 the the DT work_jqo6bqehefaodeuuboo6oybjq4 73 6 denotation denotation NN work_jqo6bqehefaodeuuboo6oybjq4 73 7 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 73 8 the the DT work_jqo6bqehefaodeuuboo6oybjq4 73 9 set set NN work_jqo6bqehefaodeuuboo6oybjq4 73 10 of of IN work_jqo6bqehefaodeuuboo6oybjq4 73 11 “ " `` work_jqo6bqehefaodeuuboo6oybjq4 73 12 things thing NNS work_jqo6bqehefaodeuuboo6oybjq4 73 13 to to IN work_jqo6bqehefaodeuuboo6oybjq4 73 14 the the DT work_jqo6bqehefaodeuuboo6oybjq4 73 15 right right NN work_jqo6bqehefaodeuuboo6oybjq4 73 16 of of IN work_jqo6bqehefaodeuuboo6oybjq4 73 17 the the DT work_jqo6bqehefaodeuuboo6oybjq4 73 18 blue blue JJ work_jqo6bqehefaodeuuboo6oybjq4 73 19 mug mug NNP work_jqo6bqehefaodeuuboo6oybjq4 73 20 , , , work_jqo6bqehefaodeuuboo6oybjq4 73 21 ” " '' work_jqo6bqehefaodeuuboo6oybjq4 73 22 which which WDT work_jqo6bqehefaodeuuboo6oybjq4 73 23 does do VBZ work_jqo6bqehefaodeuuboo6oybjq4 73 24 not not RB work_jqo6bqehefaodeuuboo6oybjq4 73 25 include include VB work_jqo6bqehefaodeuuboo6oybjq4 73 26 the the DT work_jqo6bqehefaodeuuboo6oybjq4 73 27 blue blue JJ work_jqo6bqehefaodeuuboo6oybjq4 73 28 mug mug NNP work_jqo6bqehefaodeuuboo6oybjq4 73 29 itself -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 73 30 . . . work_jqo6bqehefaodeuuboo6oybjq4 74 1 On on IN work_jqo6bqehefaodeuuboo6oybjq4 74 2 the the DT work_jqo6bqehefaodeuuboo6oybjq4 74 3 other other JJ work_jqo6bqehefaodeuuboo6oybjq4 74 4 hand hand NN work_jqo6bqehefaodeuuboo6oybjq4 74 5 , , , work_jqo6bqehefaodeuuboo6oybjq4 74 6 the the DT work_jqo6bqehefaodeuuboo6oybjq4 74 7 grounding grounding NN work_jqo6bqehefaodeuuboo6oybjq4 74 8 includes include VBZ work_jqo6bqehefaodeuuboo6oybjq4 74 9 both both DT work_jqo6bqehefaodeuuboo6oybjq4 74 10 the the DT work_jqo6bqehefaodeuuboo6oybjq4 74 11 refer- refer- JJ work_jqo6bqehefaodeuuboo6oybjq4 74 12 ents ent NNS work_jqo6bqehefaodeuuboo6oybjq4 74 13 of of IN work_jqo6bqehefaodeuuboo6oybjq4 74 14 “ " `` work_jqo6bqehefaodeuuboo6oybjq4 74 15 things thing NNS work_jqo6bqehefaodeuuboo6oybjq4 74 16 ” " '' work_jqo6bqehefaodeuuboo6oybjq4 74 17 and and CC work_jqo6bqehefaodeuuboo6oybjq4 74 18 “ " `` work_jqo6bqehefaodeuuboo6oybjq4 74 19 blue blue NNP work_jqo6bqehefaodeuuboo6oybjq4 74 20 mug mug NN work_jqo6bqehefaodeuuboo6oybjq4 74 21 . . . work_jqo6bqehefaodeuuboo6oybjq4 74 22 ” " '' work_jqo6bqehefaodeuuboo6oybjq4 74 23 Only only RB work_jqo6bqehefaodeuuboo6oybjq4 74 24 denotations denotation NNS work_jqo6bqehefaodeuuboo6oybjq4 74 25 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 74 26 used use VBN work_jqo6bqehefaodeuuboo6oybjq4 74 27 during during IN work_jqo6bqehefaodeuuboo6oybjq4 74 28 training training NN work_jqo6bqehefaodeuuboo6oybjq4 74 29 , , , work_jqo6bqehefaodeuuboo6oybjq4 74 30 so so IN work_jqo6bqehefaodeuuboo6oybjq4 74 31 we -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 74 32 ignore ignore VBP work_jqo6bqehefaodeuuboo6oybjq4 74 33 groundings grounding NNS work_jqo6bqehefaodeuuboo6oybjq4 74 34 in in IN work_jqo6bqehefaodeuuboo6oybjq4 74 35 the the DT work_jqo6bqehefaodeuuboo6oybjq4 74 36 following follow VBG work_jqo6bqehefaodeuuboo6oybjq4 74 37 model model NN work_jqo6bqehefaodeuuboo6oybjq4 74 38 description description NN work_jqo6bqehefaodeuuboo6oybjq4 74 39 . . . work_jqo6bqehefaodeuuboo6oybjq4 75 1 However however RB work_jqo6bqehefaodeuuboo6oybjq4 75 2 , , , work_jqo6bqehefaodeuuboo6oybjq4 75 3 ground- ground- JJ work_jqo6bqehefaodeuuboo6oybjq4 75 4 ings ing NNS work_jqo6bqehefaodeuuboo6oybjq4 75 5 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 75 6 used use VBN work_jqo6bqehefaodeuuboo6oybjq4 75 7 in in IN work_jqo6bqehefaodeuuboo6oybjq4 75 8 our -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 75 9 evaluation evaluation NN work_jqo6bqehefaodeuuboo6oybjq4 75 10 , , , work_jqo6bqehefaodeuuboo6oybjq4 75 11 as as IN work_jqo6bqehefaodeuuboo6oybjq4 75 12 they -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 75 13 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 75 14 a a DT work_jqo6bqehefaodeuuboo6oybjq4 75 15 more more RBR work_jqo6bqehefaodeuuboo6oybjq4 75 16 complete complete JJ work_jqo6bqehefaodeuuboo6oybjq4 75 17 description description NN work_jqo6bqehefaodeuuboo6oybjq4 75 18 of of IN work_jqo6bqehefaodeuuboo6oybjq4 75 19 the the DT work_jqo6bqehefaodeuuboo6oybjq4 75 20 model model NN work_jqo6bqehefaodeuuboo6oybjq4 75 21 ’s ’s POS work_jqo6bqehefaodeuuboo6oybjq4 75 22 understanding understanding NN work_jqo6bqehefaodeuuboo6oybjq4 75 23 . . . work_jqo6bqehefaodeuuboo6oybjq4 76 1 Formally formally RB work_jqo6bqehefaodeuuboo6oybjq4 76 2 , , , work_jqo6bqehefaodeuuboo6oybjq4 76 3 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 76 4 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 76 5 a a DT work_jqo6bqehefaodeuuboo6oybjq4 76 6 linear linear JJ work_jqo6bqehefaodeuuboo6oybjq4 76 7 model model NN work_jqo6bqehefaodeuuboo6oybjq4 76 8 f f NN work_jqo6bqehefaodeuuboo6oybjq4 76 9 that that WDT work_jqo6bqehefaodeuuboo6oybjq4 76 10 predicts predict VBZ work_jqo6bqehefaodeuuboo6oybjq4 76 11 a a DT work_jqo6bqehefaodeuuboo6oybjq4 76 12 denotation denotation NN work_jqo6bqehefaodeuuboo6oybjq4 76 13 γ γ IN work_jqo6bqehefaodeuuboo6oybjq4 76 14 given give VBN work_jqo6bqehefaodeuuboo6oybjq4 76 15 a a DT work_jqo6bqehefaodeuuboo6oybjq4 76 16 natural natural JJ work_jqo6bqehefaodeuuboo6oybjq4 76 17 language language NN work_jqo6bqehefaodeuuboo6oybjq4 76 18 statement statement NN work_jqo6bqehefaodeuuboo6oybjq4 76 19 z z NNP work_jqo6bqehefaodeuuboo6oybjq4 76 20 in in IN work_jqo6bqehefaodeuuboo6oybjq4 76 21 an an DT work_jqo6bqehefaodeuuboo6oybjq4 76 22 environment environment NN work_jqo6bqehefaodeuuboo6oybjq4 76 23 d. d. NN work_jqo6bqehefaodeuuboo6oybjq4 76 24 As as IN work_jqo6bqehefaodeuuboo6oybjq4 76 25 shown show VBN work_jqo6bqehefaodeuuboo6oybjq4 76 26 in in IN work_jqo6bqehefaodeuuboo6oybjq4 76 27 Figure Figure NNP work_jqo6bqehefaodeuuboo6oybjq4 76 28 3 3 CD work_jqo6bqehefaodeuuboo6oybjq4 76 29 , , , work_jqo6bqehefaodeuuboo6oybjq4 76 30 the the DT work_jqo6bqehefaodeuuboo6oybjq4 76 31 struc- struc- JJ work_jqo6bqehefaodeuuboo6oybjq4 76 32 ture ture NN work_jqo6bqehefaodeuuboo6oybjq4 76 33 of of IN work_jqo6bqehefaodeuuboo6oybjq4 76 34 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 76 35 factors factor NNS work_jqo6bqehefaodeuuboo6oybjq4 76 36 into into IN work_jqo6bqehefaodeuuboo6oybjq4 76 37 perception perception NN work_jqo6bqehefaodeuuboo6oybjq4 76 38 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 76 39 fper fper NN work_jqo6bqehefaodeuuboo6oybjq4 76 40 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 76 41 , , , work_jqo6bqehefaodeuuboo6oybjq4 76 42 semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 76 43 parsing parsing NN work_jqo6bqehefaodeuuboo6oybjq4 76 44 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 76 45 fprs fprs NNP work_jqo6bqehefaodeuuboo6oybjq4 76 46 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 76 47 and and CC work_jqo6bqehefaodeuuboo6oybjq4 76 48 evaluation evaluation NN work_jqo6bqehefaodeuuboo6oybjq4 76 49 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 76 50 feval feval NN work_jqo6bqehefaodeuuboo6oybjq4 76 51 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 76 52 components component NNS work_jqo6bqehefaodeuuboo6oybjq4 76 53 us- us- VBP work_jqo6bqehefaodeuuboo6oybjq4 76 54 ing e VBG work_jqo6bqehefaodeuuboo6oybjq4 76 55 several several JJ work_jqo6bqehefaodeuuboo6oybjq4 76 56 latent latent NN work_jqo6bqehefaodeuuboo6oybjq4 76 57 variables variable NNS work_jqo6bqehefaodeuuboo6oybjq4 76 58 : : : work_jqo6bqehefaodeuuboo6oybjq4 76 59 f(γ f(γ CD work_jqo6bqehefaodeuuboo6oybjq4 76 60 , , , work_jqo6bqehefaodeuuboo6oybjq4 76 61 Γ,`,t γ,`,t NN work_jqo6bqehefaodeuuboo6oybjq4 76 62 , , , work_jqo6bqehefaodeuuboo6oybjq4 76 63 z z NN work_jqo6bqehefaodeuuboo6oybjq4 76 64 , , , work_jqo6bqehefaodeuuboo6oybjq4 76 65 d d NNP work_jqo6bqehefaodeuuboo6oybjq4 76 66 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 76 67 θ θ NNP work_jqo6bqehefaodeuuboo6oybjq4 76 68 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 76 69 = = NFP work_jqo6bqehefaodeuuboo6oybjq4 76 70 fper(Γ fper(γ NN work_jqo6bqehefaodeuuboo6oybjq4 76 71 , , , work_jqo6bqehefaodeuuboo6oybjq4 76 72 d d NN work_jqo6bqehefaodeuuboo6oybjq4 76 73 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 76 74 θper)+ θper)+ NNP work_jqo6bqehefaodeuuboo6oybjq4 76 75 fprs(`,t fprs(`,t NNP work_jqo6bqehefaodeuuboo6oybjq4 76 76 , , , work_jqo6bqehefaodeuuboo6oybjq4 76 77 z z NN work_jqo6bqehefaodeuuboo6oybjq4 76 78 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 76 79 θprs θpr NNS work_jqo6bqehefaodeuuboo6oybjq4 76 80 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 76 81 + + CC work_jqo6bqehefaodeuuboo6oybjq4 76 82 feval(γ feval(γ NNP work_jqo6bqehefaodeuuboo6oybjq4 76 83 , , , work_jqo6bqehefaodeuuboo6oybjq4 76 84 Γ Γ NNP work_jqo6bqehefaodeuuboo6oybjq4 76 85 , , , work_jqo6bqehefaodeuuboo6oybjq4 76 86 ` ` '' work_jqo6bqehefaodeuuboo6oybjq4 76 87 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 76 88 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 76 89 assumes assume VBZ work_jqo6bqehefaodeuuboo6oybjq4 76 90 access access NN work_jqo6bqehefaodeuuboo6oybjq4 76 91 to to IN work_jqo6bqehefaodeuuboo6oybjq4 76 92 a a DT work_jqo6bqehefaodeuuboo6oybjq4 76 93 set set NN work_jqo6bqehefaodeuuboo6oybjq4 76 94 of of IN work_jqo6bqehefaodeuuboo6oybjq4 76 95 predicates predicate NNS work_jqo6bqehefaodeuuboo6oybjq4 76 96 that that WDT work_jqo6bqehefaodeuuboo6oybjq4 76 97 take take VBP work_jqo6bqehefaodeuuboo6oybjq4 76 98 either either DT work_jqo6bqehefaodeuuboo6oybjq4 76 99 one one CD work_jqo6bqehefaodeuuboo6oybjq4 76 100 argument argument NN work_jqo6bqehefaodeuuboo6oybjq4 76 101 , , , work_jqo6bqehefaodeuuboo6oybjq4 76 102 called call VBN work_jqo6bqehefaodeuuboo6oybjq4 76 103 categories category NNS work_jqo6bqehefaodeuuboo6oybjq4 76 104 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 76 105 c c NN work_jqo6bqehefaodeuuboo6oybjq4 76 106 ∈ ∈ NNP work_jqo6bqehefaodeuuboo6oybjq4 76 107 C C NNP work_jqo6bqehefaodeuuboo6oybjq4 76 108 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 76 109 or or CC work_jqo6bqehefaodeuuboo6oybjq4 76 110 two two CD work_jqo6bqehefaodeuuboo6oybjq4 76 111 arguments argument NNS work_jqo6bqehefaodeuuboo6oybjq4 76 112 , , , work_jqo6bqehefaodeuuboo6oybjq4 76 113 called call VBN work_jqo6bqehefaodeuuboo6oybjq4 76 114 relations relation NNS work_jqo6bqehefaodeuuboo6oybjq4 76 115 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 76 116 r r NN work_jqo6bqehefaodeuuboo6oybjq4 76 117 ∈ ∈ NNP work_jqo6bqehefaodeuuboo6oybjq4 76 118 R).2 r).2 NN work_jqo6bqehefaodeuuboo6oybjq4 76 119 These these DT work_jqo6bqehefaodeuuboo6oybjq4 76 120 predicates predicate NNS work_jqo6bqehefaodeuuboo6oybjq4 76 121 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 76 122 the the DT work_jqo6bqehefaodeuuboo6oybjq4 76 123 interface interface NN work_jqo6bqehefaodeuuboo6oybjq4 76 124 between between IN work_jqo6bqehefaodeuuboo6oybjq4 76 125 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 76 126 ’s ’s POS work_jqo6bqehefaodeuuboo6oybjq4 76 127 percep- percep- NN work_jqo6bqehefaodeuuboo6oybjq4 76 128 tion tion NN work_jqo6bqehefaodeuuboo6oybjq4 76 129 and and CC work_jqo6bqehefaodeuuboo6oybjq4 76 130 parsing parse VBG work_jqo6bqehefaodeuuboo6oybjq4 76 131 components component NNS work_jqo6bqehefaodeuuboo6oybjq4 76 132 . . . work_jqo6bqehefaodeuuboo6oybjq4 77 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 77 2 perception perception NN work_jqo6bqehefaodeuuboo6oybjq4 77 3 func- func- JJ work_jqo6bqehefaodeuuboo6oybjq4 77 4 tion tion NN work_jqo6bqehefaodeuuboo6oybjq4 77 5 fper fper NN work_jqo6bqehefaodeuuboo6oybjq4 77 6 takes take VBZ work_jqo6bqehefaodeuuboo6oybjq4 77 7 an an DT work_jqo6bqehefaodeuuboo6oybjq4 77 8 environment environment NN work_jqo6bqehefaodeuuboo6oybjq4 77 9 d d NN work_jqo6bqehefaodeuuboo6oybjq4 77 10 and and CC work_jqo6bqehefaodeuuboo6oybjq4 77 11 produces produce VBZ work_jqo6bqehefaodeuuboo6oybjq4 77 12 a a DT work_jqo6bqehefaodeuuboo6oybjq4 77 13 log- log- NN work_jqo6bqehefaodeuuboo6oybjq4 77 14 2The 2the CD work_jqo6bqehefaodeuuboo6oybjq4 77 15 set set NN work_jqo6bqehefaodeuuboo6oybjq4 77 16 of of IN work_jqo6bqehefaodeuuboo6oybjq4 77 17 predicates predicate NNS work_jqo6bqehefaodeuuboo6oybjq4 77 18 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 77 19 derived derive VBN work_jqo6bqehefaodeuuboo6oybjq4 77 20 from from IN work_jqo6bqehefaodeuuboo6oybjq4 77 21 our -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 77 22 training training NN work_jqo6bqehefaodeuuboo6oybjq4 77 23 data datum NNS work_jqo6bqehefaodeuuboo6oybjq4 77 24 . . . work_jqo6bqehefaodeuuboo6oybjq4 78 1 See see VB work_jqo6bqehefaodeuuboo6oybjq4 78 2 Section section NN work_jqo6bqehefaodeuuboo6oybjq4 78 3 5.3 5.3 CD work_jqo6bqehefaodeuuboo6oybjq4 78 4 . . . work_jqo6bqehefaodeuuboo6oybjq4 79 1 195 195 CD work_jqo6bqehefaodeuuboo6oybjq4 79 2 γ γ CD work_jqo6bqehefaodeuuboo6oybjq4 79 3 feval feval NN work_jqo6bqehefaodeuuboo6oybjq4 79 4 Γd Γd NNP work_jqo6bqehefaodeuuboo6oybjq4 79 5 fper fper NN work_jqo6bqehefaodeuuboo6oybjq4 79 6 ℓ ℓ NNP work_jqo6bqehefaodeuuboo6oybjq4 79 7 z z NN work_jqo6bqehefaodeuuboo6oybjq4 79 8 fprs fprs NNP work_jqo6bqehefaodeuuboo6oybjq4 79 9 t t NNP work_jqo6bqehefaodeuuboo6oybjq4 79 10 Figure Figure NNP work_jqo6bqehefaodeuuboo6oybjq4 79 11 3 3 CD work_jqo6bqehefaodeuuboo6oybjq4 79 12 : : : work_jqo6bqehefaodeuuboo6oybjq4 79 13 Factor factor NN work_jqo6bqehefaodeuuboo6oybjq4 79 14 graph graph NN work_jqo6bqehefaodeuuboo6oybjq4 79 15 of of IN work_jqo6bqehefaodeuuboo6oybjq4 79 16 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 79 17 . . . work_jqo6bqehefaodeuuboo6oybjq4 80 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 80 2 environment environment NN work_jqo6bqehefaodeuuboo6oybjq4 80 3 d d NN work_jqo6bqehefaodeuuboo6oybjq4 80 4 and and CC work_jqo6bqehefaodeuuboo6oybjq4 80 5 language language NN work_jqo6bqehefaodeuuboo6oybjq4 80 6 z z NNP work_jqo6bqehefaodeuuboo6oybjq4 80 7 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 80 8 given give VBN work_jqo6bqehefaodeuuboo6oybjq4 80 9 as as IN work_jqo6bqehefaodeuuboo6oybjq4 80 10 input input NN work_jqo6bqehefaodeuuboo6oybjq4 80 11 , , , work_jqo6bqehefaodeuuboo6oybjq4 80 12 from from IN work_jqo6bqehefaodeuuboo6oybjq4 80 13 which which WDT work_jqo6bqehefaodeuuboo6oybjq4 80 14 the the DT work_jqo6bqehefaodeuuboo6oybjq4 80 15 model model NN work_jqo6bqehefaodeuuboo6oybjq4 80 16 predicts predict VBZ work_jqo6bqehefaodeuuboo6oybjq4 80 17 a a DT work_jqo6bqehefaodeuuboo6oybjq4 80 18 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 80 19 knowledge knowledge NN work_jqo6bqehefaodeuuboo6oybjq4 80 20 base base NN work_jqo6bqehefaodeuuboo6oybjq4 80 21 Γ Γ NNP work_jqo6bqehefaodeuuboo6oybjq4 80 22 , , , work_jqo6bqehefaodeuuboo6oybjq4 80 23 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 80 24 form form NN work_jqo6bqehefaodeuuboo6oybjq4 80 25 ` ` '' work_jqo6bqehefaodeuuboo6oybjq4 80 26 , , , work_jqo6bqehefaodeuuboo6oybjq4 80 27 syntactic syntactic JJ work_jqo6bqehefaodeuuboo6oybjq4 80 28 tree tree NN work_jqo6bqehefaodeuuboo6oybjq4 80 29 t t NN work_jqo6bqehefaodeuuboo6oybjq4 80 30 and and CC work_jqo6bqehefaodeuuboo6oybjq4 80 31 denotation denotation NNP work_jqo6bqehefaodeuuboo6oybjq4 80 32 γ γ NNP work_jqo6bqehefaodeuuboo6oybjq4 80 33 . . . work_jqo6bqehefaodeuuboo6oybjq4 80 34 ical ical JJ work_jqo6bqehefaodeuuboo6oybjq4 80 35 knowledge knowledge NN work_jqo6bqehefaodeuuboo6oybjq4 80 36 base base NN work_jqo6bqehefaodeuuboo6oybjq4 80 37 Γ γ IN work_jqo6bqehefaodeuuboo6oybjq4 80 38 that that DT work_jqo6bqehefaodeuuboo6oybjq4 80 39 assigns assign VBZ work_jqo6bqehefaodeuuboo6oybjq4 80 40 truth truth NN work_jqo6bqehefaodeuuboo6oybjq4 80 41 values value NNS work_jqo6bqehefaodeuuboo6oybjq4 80 42 to to IN work_jqo6bqehefaodeuuboo6oybjq4 80 43 instances instance NNS work_jqo6bqehefaodeuuboo6oybjq4 80 44 of of IN work_jqo6bqehefaodeuuboo6oybjq4 80 45 these these DT work_jqo6bqehefaodeuuboo6oybjq4 80 46 predicates predicate NNS work_jqo6bqehefaodeuuboo6oybjq4 80 47 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 80 48 parameters parameter NNS work_jqo6bqehefaodeuuboo6oybjq4 80 49 θper θper NN work_jqo6bqehefaodeuuboo6oybjq4 80 50 . . . work_jqo6bqehefaodeuuboo6oybjq4 81 1 This this DT work_jqo6bqehefaodeuuboo6oybjq4 81 2 function function NN work_jqo6bqehefaodeuuboo6oybjq4 81 3 uses use VBZ work_jqo6bqehefaodeuuboo6oybjq4 81 4 an an DT work_jqo6bqehefaodeuuboo6oybjq4 81 5 independent independent JJ work_jqo6bqehefaodeuuboo6oybjq4 81 6 classifier classifier NN work_jqo6bqehefaodeuuboo6oybjq4 81 7 to to TO work_jqo6bqehefaodeuuboo6oybjq4 81 8 pre- pre- VB work_jqo6bqehefaodeuuboo6oybjq4 81 9 dict dict VB work_jqo6bqehefaodeuuboo6oybjq4 81 10 the the DT work_jqo6bqehefaodeuuboo6oybjq4 81 11 instances instance NNS work_jqo6bqehefaodeuuboo6oybjq4 81 12 of of IN work_jqo6bqehefaodeuuboo6oybjq4 81 13 each each DT work_jqo6bqehefaodeuuboo6oybjq4 81 14 predicate predicate NN work_jqo6bqehefaodeuuboo6oybjq4 81 15 . . . work_jqo6bqehefaodeuuboo6oybjq4 82 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 82 2 seman- seman- NN work_jqo6bqehefaodeuuboo6oybjq4 82 3 tic tic NNP work_jqo6bqehefaodeuuboo6oybjq4 82 4 parser parser NNP work_jqo6bqehefaodeuuboo6oybjq4 82 5 fprs fprs NNP work_jqo6bqehefaodeuuboo6oybjq4 82 6 takes take VBZ work_jqo6bqehefaodeuuboo6oybjq4 82 7 a a DT work_jqo6bqehefaodeuuboo6oybjq4 82 8 natural natural JJ work_jqo6bqehefaodeuuboo6oybjq4 82 9 language language NN work_jqo6bqehefaodeuuboo6oybjq4 82 10 statement statement NN work_jqo6bqehefaodeuuboo6oybjq4 82 11 z z NNP work_jqo6bqehefaodeuuboo6oybjq4 82 12 and and CC work_jqo6bqehefaodeuuboo6oybjq4 82 13 produces produce VBZ work_jqo6bqehefaodeuuboo6oybjq4 82 14 a a DT work_jqo6bqehefaodeuuboo6oybjq4 82 15 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 82 16 form form NN work_jqo6bqehefaodeuuboo6oybjq4 82 17 ` ` '' work_jqo6bqehefaodeuuboo6oybjq4 82 18 and and CC work_jqo6bqehefaodeuuboo6oybjq4 82 19 syntactic syntactic JJ work_jqo6bqehefaodeuuboo6oybjq4 82 20 parse parse NN work_jqo6bqehefaodeuuboo6oybjq4 82 21 t t NN work_jqo6bqehefaodeuuboo6oybjq4 82 22 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 82 23 parameters parameter NNS work_jqo6bqehefaodeuuboo6oybjq4 82 24 θprs θpr NNS work_jqo6bqehefaodeuuboo6oybjq4 82 25 . . . work_jqo6bqehefaodeuuboo6oybjq4 83 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 83 2 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 83 3 form form NN work_jqo6bqehefaodeuuboo6oybjq4 83 4 ` ` '' work_jqo6bqehefaodeuuboo6oybjq4 83 5 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 83 6 a a DT work_jqo6bqehefaodeuuboo6oybjq4 83 7 database database NN work_jqo6bqehefaodeuuboo6oybjq4 83 8 query query NN work_jqo6bqehefaodeuuboo6oybjq4 83 9 expressed express VBN work_jqo6bqehefaodeuuboo6oybjq4 83 10 in in IN work_jqo6bqehefaodeuuboo6oybjq4 83 11 lambda lambda NNP work_jqo6bqehefaodeuuboo6oybjq4 83 12 calculus calculus NN work_jqo6bqehefaodeuuboo6oybjq4 83 13 nota- nota- NNP work_jqo6bqehefaodeuuboo6oybjq4 83 14 tion tion NNP work_jqo6bqehefaodeuuboo6oybjq4 83 15 , , , work_jqo6bqehefaodeuuboo6oybjq4 83 16 constructed construct VBN work_jqo6bqehefaodeuuboo6oybjq4 83 17 by by IN work_jqo6bqehefaodeuuboo6oybjq4 83 18 logically logically RB work_jqo6bqehefaodeuuboo6oybjq4 83 19 combining combine VBG work_jqo6bqehefaodeuuboo6oybjq4 83 20 the the DT work_jqo6bqehefaodeuuboo6oybjq4 83 21 given given JJ work_jqo6bqehefaodeuuboo6oybjq4 83 22 predicates predicate NNS work_jqo6bqehefaodeuuboo6oybjq4 83 23 . . . work_jqo6bqehefaodeuuboo6oybjq4 84 1 Finally finally RB work_jqo6bqehefaodeuuboo6oybjq4 84 2 , , , work_jqo6bqehefaodeuuboo6oybjq4 84 3 the the DT work_jqo6bqehefaodeuuboo6oybjq4 84 4 evaluation evaluation NN work_jqo6bqehefaodeuuboo6oybjq4 84 5 function function NN work_jqo6bqehefaodeuuboo6oybjq4 84 6 feval feval NN work_jqo6bqehefaodeuuboo6oybjq4 84 7 de- de- RB work_jqo6bqehefaodeuuboo6oybjq4 84 8 terministically terministically RB work_jqo6bqehefaodeuuboo6oybjq4 84 9 evaluates evaluate VBZ work_jqo6bqehefaodeuuboo6oybjq4 84 10 the the DT work_jqo6bqehefaodeuuboo6oybjq4 84 11 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 84 12 form form NN work_jqo6bqehefaodeuuboo6oybjq4 84 13 ` ` '' work_jqo6bqehefaodeuuboo6oybjq4 84 14 on on IN work_jqo6bqehefaodeuuboo6oybjq4 84 15 the the DT work_jqo6bqehefaodeuuboo6oybjq4 84 16 knowledge knowledge NN work_jqo6bqehefaodeuuboo6oybjq4 84 17 base base NN work_jqo6bqehefaodeuuboo6oybjq4 84 18 Γ Γ NNP work_jqo6bqehefaodeuuboo6oybjq4 84 19 to to TO work_jqo6bqehefaodeuuboo6oybjq4 84 20 produce produce VB work_jqo6bqehefaodeuuboo6oybjq4 84 21 a a DT work_jqo6bqehefaodeuuboo6oybjq4 84 22 denotation denotation NN work_jqo6bqehefaodeuuboo6oybjq4 84 23 γ γ NN work_jqo6bqehefaodeuuboo6oybjq4 84 24 . . . work_jqo6bqehefaodeuuboo6oybjq4 85 1 These these DT work_jqo6bqehefaodeuuboo6oybjq4 85 2 components component NNS work_jqo6bqehefaodeuuboo6oybjq4 85 3 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 85 4 illustrated illustrate VBN work_jqo6bqehefaodeuuboo6oybjq4 85 5 in in IN work_jqo6bqehefaodeuuboo6oybjq4 85 6 Figure Figure NNP work_jqo6bqehefaodeuuboo6oybjq4 85 7 2 2 CD work_jqo6bqehefaodeuuboo6oybjq4 85 8 . . . work_jqo6bqehefaodeuuboo6oybjq4 86 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 86 2 following follow VBG work_jqo6bqehefaodeuuboo6oybjq4 86 3 sections section NNS work_jqo6bqehefaodeuuboo6oybjq4 86 4 describe describe VBP work_jqo6bqehefaodeuuboo6oybjq4 86 5 the the DT work_jqo6bqehefaodeuuboo6oybjq4 86 6 percep- percep- NNP work_jqo6bqehefaodeuuboo6oybjq4 86 7 tion tion NN work_jqo6bqehefaodeuuboo6oybjq4 86 8 function function NN work_jqo6bqehefaodeuuboo6oybjq4 86 9 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 86 10 Section section NN work_jqo6bqehefaodeuuboo6oybjq4 86 11 3.1 3.1 CD work_jqo6bqehefaodeuuboo6oybjq4 86 12 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 86 13 , , , work_jqo6bqehefaodeuuboo6oybjq4 86 14 semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 86 15 parser parser NN work_jqo6bqehefaodeuuboo6oybjq4 86 16 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 86 17 Sec- Sec- NNP work_jqo6bqehefaodeuuboo6oybjq4 86 18 tion tion NN work_jqo6bqehefaodeuuboo6oybjq4 86 19 3.2 3.2 CD work_jqo6bqehefaodeuuboo6oybjq4 86 20 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 86 21 , , , work_jqo6bqehefaodeuuboo6oybjq4 86 22 evaluation evaluation NN work_jqo6bqehefaodeuuboo6oybjq4 86 23 function function NN work_jqo6bqehefaodeuuboo6oybjq4 86 24 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 86 25 Section section NN work_jqo6bqehefaodeuuboo6oybjq4 86 26 3.3 3.3 CD work_jqo6bqehefaodeuuboo6oybjq4 86 27 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 86 28 , , , work_jqo6bqehefaodeuuboo6oybjq4 86 29 and and CC work_jqo6bqehefaodeuuboo6oybjq4 86 30 in- in- JJ work_jqo6bqehefaodeuuboo6oybjq4 86 31 ference ference NN work_jqo6bqehefaodeuuboo6oybjq4 86 32 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 86 33 Section section NN work_jqo6bqehefaodeuuboo6oybjq4 86 34 3.4 3.4 CD work_jqo6bqehefaodeuuboo6oybjq4 86 35 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 86 36 in in IN work_jqo6bqehefaodeuuboo6oybjq4 86 37 more more JJR work_jqo6bqehefaodeuuboo6oybjq4 86 38 detail detail NN work_jqo6bqehefaodeuuboo6oybjq4 86 39 . . . work_jqo6bqehefaodeuuboo6oybjq4 87 1 3.1 3.1 CD work_jqo6bqehefaodeuuboo6oybjq4 87 2 Perception perception NN work_jqo6bqehefaodeuuboo6oybjq4 87 3 Function function NN work_jqo6bqehefaodeuuboo6oybjq4 87 4 The the DT work_jqo6bqehefaodeuuboo6oybjq4 87 5 perception perception NN work_jqo6bqehefaodeuuboo6oybjq4 87 6 function function NN work_jqo6bqehefaodeuuboo6oybjq4 87 7 fper fper NN work_jqo6bqehefaodeuuboo6oybjq4 87 8 constructs construct VBZ work_jqo6bqehefaodeuuboo6oybjq4 87 9 a a DT work_jqo6bqehefaodeuuboo6oybjq4 87 10 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 87 11 knowledge knowledge NN work_jqo6bqehefaodeuuboo6oybjq4 87 12 base base NN work_jqo6bqehefaodeuuboo6oybjq4 87 13 Γ γ IN work_jqo6bqehefaodeuuboo6oybjq4 87 14 given give VBN work_jqo6bqehefaodeuuboo6oybjq4 87 15 an an DT work_jqo6bqehefaodeuuboo6oybjq4 87 16 environment environment NN work_jqo6bqehefaodeuuboo6oybjq4 87 17 d. d. NN work_jqo6bqehefaodeuuboo6oybjq4 87 18 The the DT work_jqo6bqehefaodeuuboo6oybjq4 87 19 per- per- NN work_jqo6bqehefaodeuuboo6oybjq4 87 20 ception ception NN work_jqo6bqehefaodeuuboo6oybjq4 87 21 function function NN work_jqo6bqehefaodeuuboo6oybjq4 87 22 assumes assume VBZ work_jqo6bqehefaodeuuboo6oybjq4 87 23 that that IN work_jqo6bqehefaodeuuboo6oybjq4 87 24 an an DT work_jqo6bqehefaodeuuboo6oybjq4 87 25 environment environment NN work_jqo6bqehefaodeuuboo6oybjq4 87 26 con- con- NN work_jqo6bqehefaodeuuboo6oybjq4 87 27 tains tain VBZ work_jqo6bqehefaodeuuboo6oybjq4 87 28 a a DT work_jqo6bqehefaodeuuboo6oybjq4 87 29 collection collection NN work_jqo6bqehefaodeuuboo6oybjq4 87 30 of of IN work_jqo6bqehefaodeuuboo6oybjq4 87 31 entities entity NNS work_jqo6bqehefaodeuuboo6oybjq4 87 32 e e XX work_jqo6bqehefaodeuuboo6oybjq4 87 33 ∈ ∈ NNP work_jqo6bqehefaodeuuboo6oybjq4 87 34 Ed Ed NNP work_jqo6bqehefaodeuuboo6oybjq4 87 35 . . . work_jqo6bqehefaodeuuboo6oybjq4 88 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 88 2 knowl- knowl- JJ work_jqo6bqehefaodeuuboo6oybjq4 88 3 edge edge NN work_jqo6bqehefaodeuuboo6oybjq4 88 4 base base NN work_jqo6bqehefaodeuuboo6oybjq4 88 5 produced produce VBN work_jqo6bqehefaodeuuboo6oybjq4 88 6 by by IN work_jqo6bqehefaodeuuboo6oybjq4 88 7 perception perception NN work_jqo6bqehefaodeuuboo6oybjq4 88 8 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 88 9 a a DT work_jqo6bqehefaodeuuboo6oybjq4 88 10 collection collection NN work_jqo6bqehefaodeuuboo6oybjq4 88 11 of of IN work_jqo6bqehefaodeuuboo6oybjq4 88 12 ground ground NN work_jqo6bqehefaodeuuboo6oybjq4 88 13 predicate predicate NN work_jqo6bqehefaodeuuboo6oybjq4 88 14 instances instance NNS work_jqo6bqehefaodeuuboo6oybjq4 88 15 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 88 16 these these DT work_jqo6bqehefaodeuuboo6oybjq4 88 17 entities entity NNS work_jqo6bqehefaodeuuboo6oybjq4 88 18 . . . work_jqo6bqehefaodeuuboo6oybjq4 89 1 For for IN work_jqo6bqehefaodeuuboo6oybjq4 89 2 example example NN work_jqo6bqehefaodeuuboo6oybjq4 89 3 , , , work_jqo6bqehefaodeuuboo6oybjq4 89 4 in in IN work_jqo6bqehefaodeuuboo6oybjq4 89 5 Figure Figure NNP work_jqo6bqehefaodeuuboo6oybjq4 89 6 2a 2a NNP work_jqo6bqehefaodeuuboo6oybjq4 89 7 , , , work_jqo6bqehefaodeuuboo6oybjq4 89 8 the the DT work_jqo6bqehefaodeuuboo6oybjq4 89 9 entire entire JJ work_jqo6bqehefaodeuuboo6oybjq4 89 10 image image NN work_jqo6bqehefaodeuuboo6oybjq4 89 11 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 89 12 the the DT work_jqo6bqehefaodeuuboo6oybjq4 89 13 envi- envi- NNP work_jqo6bqehefaodeuuboo6oybjq4 89 14 ronment ronment NN work_jqo6bqehefaodeuuboo6oybjq4 89 15 , , , work_jqo6bqehefaodeuuboo6oybjq4 89 16 and and CC work_jqo6bqehefaodeuuboo6oybjq4 89 17 each each DT work_jqo6bqehefaodeuuboo6oybjq4 89 18 image image NN work_jqo6bqehefaodeuuboo6oybjq4 89 19 segment segment NN work_jqo6bqehefaodeuuboo6oybjq4 89 20 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 89 21 an an DT work_jqo6bqehefaodeuuboo6oybjq4 89 22 entity entity NN work_jqo6bqehefaodeuuboo6oybjq4 89 23 . . . work_jqo6bqehefaodeuuboo6oybjq4 90 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 90 2 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 90 3 knowledge knowledge NN work_jqo6bqehefaodeuuboo6oybjq4 90 4 base base NN work_jqo6bqehefaodeuuboo6oybjq4 90 5 Γ Γ NNP work_jqo6bqehefaodeuuboo6oybjq4 90 6 contains contain VBZ work_jqo6bqehefaodeuuboo6oybjq4 90 7 the the DT work_jqo6bqehefaodeuuboo6oybjq4 90 8 shown show VBN work_jqo6bqehefaodeuuboo6oybjq4 90 9 pred- pred- JJ work_jqo6bqehefaodeuuboo6oybjq4 90 10 icate icate JJ work_jqo6bqehefaodeuuboo6oybjq4 90 11 instances instance NNS work_jqo6bqehefaodeuuboo6oybjq4 90 12 , , , work_jqo6bqehefaodeuuboo6oybjq4 90 13 where where WRB work_jqo6bqehefaodeuuboo6oybjq4 90 14 the the DT work_jqo6bqehefaodeuuboo6oybjq4 90 15 categories category NNS work_jqo6bqehefaodeuuboo6oybjq4 90 16 include include VBP work_jqo6bqehefaodeuuboo6oybjq4 90 17 blue blue NNP work_jqo6bqehefaodeuuboo6oybjq4 90 18 , , , work_jqo6bqehefaodeuuboo6oybjq4 90 19 mug mug NN work_jqo6bqehefaodeuuboo6oybjq4 90 20 and and CC work_jqo6bqehefaodeuuboo6oybjq4 90 21 table table NN work_jqo6bqehefaodeuuboo6oybjq4 90 22 , , , work_jqo6bqehefaodeuuboo6oybjq4 90 23 and and CC work_jqo6bqehefaodeuuboo6oybjq4 90 24 the the DT work_jqo6bqehefaodeuuboo6oybjq4 90 25 relations relation NNS work_jqo6bqehefaodeuuboo6oybjq4 90 26 include include VBP work_jqo6bqehefaodeuuboo6oybjq4 90 27 on on IN work_jqo6bqehefaodeuuboo6oybjq4 90 28 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 90 29 rel rel NN work_jqo6bqehefaodeuuboo6oybjq4 90 30 . . . work_jqo6bqehefaodeuuboo6oybjq4 91 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 91 2 perception perception NN work_jqo6bqehefaodeuuboo6oybjq4 91 3 function function NN work_jqo6bqehefaodeuuboo6oybjq4 91 4 scores score VBZ work_jqo6bqehefaodeuuboo6oybjq4 91 5 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 91 6 knowledge knowledge NN work_jqo6bqehefaodeuuboo6oybjq4 91 7 bases basis NNS work_jqo6bqehefaodeuuboo6oybjq4 91 8 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 91 9 a a DT work_jqo6bqehefaodeuuboo6oybjq4 91 10 set set NN work_jqo6bqehefaodeuuboo6oybjq4 91 11 of of IN work_jqo6bqehefaodeuuboo6oybjq4 91 12 per per IN work_jqo6bqehefaodeuuboo6oybjq4 91 13 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 91 14 predicate predicate NN work_jqo6bqehefaodeuuboo6oybjq4 91 15 binary binary JJ work_jqo6bqehefaodeuuboo6oybjq4 91 16 classifiers classifier NNS work_jqo6bqehefaodeuuboo6oybjq4 91 17 . . . work_jqo6bqehefaodeuuboo6oybjq4 92 1 These these DT work_jqo6bqehefaodeuuboo6oybjq4 92 2 classifiers classifier NNS work_jqo6bqehefaodeuuboo6oybjq4 92 3 independently independently RB work_jqo6bqehefaodeuuboo6oybjq4 92 4 assign assign VBP work_jqo6bqehefaodeuuboo6oybjq4 92 5 a a DT work_jqo6bqehefaodeuuboo6oybjq4 92 6 score score NN work_jqo6bqehefaodeuuboo6oybjq4 92 7 to to IN work_jqo6bqehefaodeuuboo6oybjq4 92 8 whether whether IN work_jqo6bqehefaodeuuboo6oybjq4 92 9 each each DT work_jqo6bqehefaodeuuboo6oybjq4 92 10 entity entity NN work_jqo6bqehefaodeuuboo6oybjq4 92 11 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 92 12 entity entity NN work_jqo6bqehefaodeuuboo6oybjq4 92 13 pair pair NN work_jqo6bqehefaodeuuboo6oybjq4 92 14 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 92 15 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 92 16 an an DT work_jqo6bqehefaodeuuboo6oybjq4 92 17 element element NN work_jqo6bqehefaodeuuboo6oybjq4 92 18 of of IN work_jqo6bqehefaodeuuboo6oybjq4 92 19 each each DT work_jqo6bqehefaodeuuboo6oybjq4 92 20 category category NN work_jqo6bqehefaodeuuboo6oybjq4 92 21 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 92 22 relation relation NN work_jqo6bqehefaodeuuboo6oybjq4 92 23 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 92 24 . . . work_jqo6bqehefaodeuuboo6oybjq4 93 1 Let let VB work_jqo6bqehefaodeuuboo6oybjq4 93 2 γc γc NNP work_jqo6bqehefaodeuuboo6oybjq4 93 3 ∈ ∈ NNP work_jqo6bqehefaodeuuboo6oybjq4 93 4 Γ Γ NNP work_jqo6bqehefaodeuuboo6oybjq4 93 5 denote denote VB work_jqo6bqehefaodeuuboo6oybjq4 93 6 the the DT work_jqo6bqehefaodeuuboo6oybjq4 93 7 set set NN work_jqo6bqehefaodeuuboo6oybjq4 93 8 of of IN work_jqo6bqehefaodeuuboo6oybjq4 93 9 entities entity NNS work_jqo6bqehefaodeuuboo6oybjq4 93 10 which which WDT work_jqo6bqehefaodeuuboo6oybjq4 93 11 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 93 12 elements element NNS work_jqo6bqehefaodeuuboo6oybjq4 93 13 of of IN work_jqo6bqehefaodeuuboo6oybjq4 93 14 category category NN work_jqo6bqehefaodeuuboo6oybjq4 93 15 c c NNP work_jqo6bqehefaodeuuboo6oybjq4 93 16 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 93 17 simi- simi- NNP work_jqo6bqehefaodeuuboo6oybjq4 93 18 larly larly RB work_jqo6bqehefaodeuuboo6oybjq4 93 19 , , , work_jqo6bqehefaodeuuboo6oybjq4 93 20 let let VB work_jqo6bqehefaodeuuboo6oybjq4 93 21 γr γr PRP work_jqo6bqehefaodeuuboo6oybjq4 93 22 ∈ ∈ NNP work_jqo6bqehefaodeuuboo6oybjq4 93 23 Γ Γ NNP work_jqo6bqehefaodeuuboo6oybjq4 93 24 denote denote VB work_jqo6bqehefaodeuuboo6oybjq4 93 25 the the DT work_jqo6bqehefaodeuuboo6oybjq4 93 26 set set NN work_jqo6bqehefaodeuuboo6oybjq4 93 27 of of IN work_jqo6bqehefaodeuuboo6oybjq4 93 28 entity entity NN work_jqo6bqehefaodeuuboo6oybjq4 93 29 pairs pair NNS work_jqo6bqehefaodeuuboo6oybjq4 93 30 which which WDT work_jqo6bqehefaodeuuboo6oybjq4 93 31 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 93 32 elements element NNS work_jqo6bqehefaodeuuboo6oybjq4 93 33 of of IN work_jqo6bqehefaodeuuboo6oybjq4 93 34 the the DT work_jqo6bqehefaodeuuboo6oybjq4 93 35 relation relation NN work_jqo6bqehefaodeuuboo6oybjq4 93 36 r. r. NNP work_jqo6bqehefaodeuuboo6oybjq4 93 37 Given give VBN work_jqo6bqehefaodeuuboo6oybjq4 93 38 these these DT work_jqo6bqehefaodeuuboo6oybjq4 93 39 sets set NNS work_jqo6bqehefaodeuuboo6oybjq4 93 40 , , , work_jqo6bqehefaodeuuboo6oybjq4 93 41 the the DT work_jqo6bqehefaodeuuboo6oybjq4 93 42 score score NN work_jqo6bqehefaodeuuboo6oybjq4 93 43 of of IN work_jqo6bqehefaodeuuboo6oybjq4 93 44 a a DT work_jqo6bqehefaodeuuboo6oybjq4 93 45 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 93 46 knowledge knowledge NN work_jqo6bqehefaodeuuboo6oybjq4 93 47 base base NN work_jqo6bqehefaodeuuboo6oybjq4 93 48 Γ γ IN work_jqo6bqehefaodeuuboo6oybjq4 93 49 factors factor NNS work_jqo6bqehefaodeuuboo6oybjq4 93 50 into into IN work_jqo6bqehefaodeuuboo6oybjq4 93 51 per- per- NN work_jqo6bqehefaodeuuboo6oybjq4 93 52 relation relation NN work_jqo6bqehefaodeuuboo6oybjq4 93 53 and and CC work_jqo6bqehefaodeuuboo6oybjq4 93 54 per per IN work_jqo6bqehefaodeuuboo6oybjq4 93 55 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 93 56 category category NN work_jqo6bqehefaodeuuboo6oybjq4 93 57 scores score NNS work_jqo6bqehefaodeuuboo6oybjq4 93 58 h h NN work_jqo6bqehefaodeuuboo6oybjq4 93 59 : : : work_jqo6bqehefaodeuuboo6oybjq4 93 60 fper(Γ fper(γ NN work_jqo6bqehefaodeuuboo6oybjq4 93 61 , , , work_jqo6bqehefaodeuuboo6oybjq4 93 62 d d NN work_jqo6bqehefaodeuuboo6oybjq4 93 63 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 93 64 θper θper NN work_jqo6bqehefaodeuuboo6oybjq4 93 65 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 93 66 = = NFP work_jqo6bqehefaodeuuboo6oybjq4 93 67 ∑ ∑ NFP work_jqo6bqehefaodeuuboo6oybjq4 93 68 c∈C c∈c UH work_jqo6bqehefaodeuuboo6oybjq4 93 69 h(γc h(γc NNP work_jqo6bqehefaodeuuboo6oybjq4 93 70 , , , work_jqo6bqehefaodeuuboo6oybjq4 93 71 d d NN work_jqo6bqehefaodeuuboo6oybjq4 93 72 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 93 73 θcper θcper NN work_jqo6bqehefaodeuuboo6oybjq4 93 74 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 93 75 + + CC work_jqo6bqehefaodeuuboo6oybjq4 93 76 ∑ ∑ NFP work_jqo6bqehefaodeuuboo6oybjq4 93 77 r∈R r∈R NNP work_jqo6bqehefaodeuuboo6oybjq4 93 78 h(γr h(γr NNP work_jqo6bqehefaodeuuboo6oybjq4 93 79 , , , work_jqo6bqehefaodeuuboo6oybjq4 93 80 d d NN work_jqo6bqehefaodeuuboo6oybjq4 93 81 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 93 82 θrper θrper NN work_jqo6bqehefaodeuuboo6oybjq4 93 83 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 93 84 The the DT work_jqo6bqehefaodeuuboo6oybjq4 93 85 per per IN work_jqo6bqehefaodeuuboo6oybjq4 93 86 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 93 87 predicate predicate NN work_jqo6bqehefaodeuuboo6oybjq4 93 88 scores score NNS work_jqo6bqehefaodeuuboo6oybjq4 93 89 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 93 90 in in IN work_jqo6bqehefaodeuuboo6oybjq4 93 91 turn turn NN work_jqo6bqehefaodeuuboo6oybjq4 93 92 given give VBN work_jqo6bqehefaodeuuboo6oybjq4 93 93 by by IN work_jqo6bqehefaodeuuboo6oybjq4 93 94 a a DT work_jqo6bqehefaodeuuboo6oybjq4 93 95 sum sum NN work_jqo6bqehefaodeuuboo6oybjq4 93 96 of of IN work_jqo6bqehefaodeuuboo6oybjq4 93 97 per per IN work_jqo6bqehefaodeuuboo6oybjq4 93 98 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 93 99 element element NN work_jqo6bqehefaodeuuboo6oybjq4 93 100 classification classification NN work_jqo6bqehefaodeuuboo6oybjq4 93 101 scores score NNS work_jqo6bqehefaodeuuboo6oybjq4 93 102 : : : work_jqo6bqehefaodeuuboo6oybjq4 93 103 h(γc h(γc NNP work_jqo6bqehefaodeuuboo6oybjq4 93 104 , , , work_jqo6bqehefaodeuuboo6oybjq4 93 105 d d NN work_jqo6bqehefaodeuuboo6oybjq4 93 106 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 93 107 θcper θcper NN work_jqo6bqehefaodeuuboo6oybjq4 93 108 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 93 109 = = NFP work_jqo6bqehefaodeuuboo6oybjq4 93 110 ∑ ∑ . work_jqo6bqehefaodeuuboo6oybjq4 93 111 e∈Ed e∈Ed : work_jqo6bqehefaodeuuboo6oybjq4 93 112 γc(e)(θcper γc(e)(θcper NNP work_jqo6bqehefaodeuuboo6oybjq4 93 113 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 93 114 Tφcat(e Tφcat(e NFP work_jqo6bqehefaodeuuboo6oybjq4 93 115 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 93 116 h(γr h(γr NNP work_jqo6bqehefaodeuuboo6oybjq4 93 117 , , , work_jqo6bqehefaodeuuboo6oybjq4 93 118 d d NN work_jqo6bqehefaodeuuboo6oybjq4 93 119 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 93 120 θrper θrper NN work_jqo6bqehefaodeuuboo6oybjq4 93 121 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 93 122 = = NFP work_jqo6bqehefaodeuuboo6oybjq4 93 123 ∑ ∑ . work_jqo6bqehefaodeuuboo6oybjq4 93 124 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 93 125 e1,e2)∈Ed e1,e2)∈Ed NNP work_jqo6bqehefaodeuuboo6oybjq4 93 126 γr(e1,e2)(θ γr(e1,e2)(θ NN work_jqo6bqehefaodeuuboo6oybjq4 93 127 r r NN work_jqo6bqehefaodeuuboo6oybjq4 93 128 per per IN work_jqo6bqehefaodeuuboo6oybjq4 93 129 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 93 130 Tφrel(e1,e2 tφrel(e1,e2 UH work_jqo6bqehefaodeuuboo6oybjq4 93 131 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 93 132 Each each DT work_jqo6bqehefaodeuuboo6oybjq4 93 133 term term NN work_jqo6bqehefaodeuuboo6oybjq4 93 134 in in IN work_jqo6bqehefaodeuuboo6oybjq4 93 135 the the DT work_jqo6bqehefaodeuuboo6oybjq4 93 136 above above JJ work_jqo6bqehefaodeuuboo6oybjq4 93 137 sums sum NNS work_jqo6bqehefaodeuuboo6oybjq4 93 138 represents represent VBZ work_jqo6bqehefaodeuuboo6oybjq4 93 139 a a DT work_jqo6bqehefaodeuuboo6oybjq4 93 140 single single JJ work_jqo6bqehefaodeuuboo6oybjq4 93 141 binary binary JJ work_jqo6bqehefaodeuuboo6oybjq4 93 142 classification classification NN work_jqo6bqehefaodeuuboo6oybjq4 93 143 , , , work_jqo6bqehefaodeuuboo6oybjq4 93 144 determining determine VBG work_jqo6bqehefaodeuuboo6oybjq4 93 145 the the DT work_jqo6bqehefaodeuuboo6oybjq4 93 146 score score NN work_jqo6bqehefaodeuuboo6oybjq4 93 147 for for IN work_jqo6bqehefaodeuuboo6oybjq4 93 148 a a DT work_jqo6bqehefaodeuuboo6oybjq4 93 149 sin- sin- JJ work_jqo6bqehefaodeuuboo6oybjq4 93 150 gle gle JJ work_jqo6bqehefaodeuuboo6oybjq4 93 151 entity entity NN work_jqo6bqehefaodeuuboo6oybjq4 93 152 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 93 153 entity entity NN work_jqo6bqehefaodeuuboo6oybjq4 93 154 pair pair NN work_jqo6bqehefaodeuuboo6oybjq4 93 155 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 93 156 belonging belong VBG work_jqo6bqehefaodeuuboo6oybjq4 93 157 to to IN work_jqo6bqehefaodeuuboo6oybjq4 93 158 a a DT work_jqo6bqehefaodeuuboo6oybjq4 93 159 particular particular JJ work_jqo6bqehefaodeuuboo6oybjq4 93 160 cat- cat- NN work_jqo6bqehefaodeuuboo6oybjq4 93 161 egory egory NN work_jqo6bqehefaodeuuboo6oybjq4 93 162 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 93 163 relation relation NN work_jqo6bqehefaodeuuboo6oybjq4 93 164 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 93 165 . . . work_jqo6bqehefaodeuuboo6oybjq4 94 1 We -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 94 2 treat treat VBP work_jqo6bqehefaodeuuboo6oybjq4 94 3 γc γc NNP work_jqo6bqehefaodeuuboo6oybjq4 94 4 and and CC work_jqo6bqehefaodeuuboo6oybjq4 94 5 γr γr NNP work_jqo6bqehefaodeuuboo6oybjq4 94 6 as as IN work_jqo6bqehefaodeuuboo6oybjq4 94 7 indicator indicator NN work_jqo6bqehefaodeuuboo6oybjq4 94 8 functions function NNS work_jqo6bqehefaodeuuboo6oybjq4 94 9 for for IN work_jqo6bqehefaodeuuboo6oybjq4 94 10 the the DT work_jqo6bqehefaodeuuboo6oybjq4 94 11 sets set NNS work_jqo6bqehefaodeuuboo6oybjq4 94 12 they -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 94 13 denote denote VBP work_jqo6bqehefaodeuuboo6oybjq4 94 14 , , , work_jqo6bqehefaodeuuboo6oybjq4 94 15 i.e. i.e. FW work_jqo6bqehefaodeuuboo6oybjq4 94 16 , , , work_jqo6bqehefaodeuuboo6oybjq4 94 17 γc(e γc(e NNP work_jqo6bqehefaodeuuboo6oybjq4 94 18 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 94 19 = = SYM work_jqo6bqehefaodeuuboo6oybjq4 94 20 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 94 21 for for IN work_jqo6bqehefaodeuuboo6oybjq4 94 22 entities entity NNS work_jqo6bqehefaodeuuboo6oybjq4 94 23 e e XX work_jqo6bqehefaodeuuboo6oybjq4 94 24 in in IN work_jqo6bqehefaodeuuboo6oybjq4 94 25 the the DT work_jqo6bqehefaodeuuboo6oybjq4 94 26 set set NN work_jqo6bqehefaodeuuboo6oybjq4 94 27 , , , work_jqo6bqehefaodeuuboo6oybjq4 94 28 and and CC work_jqo6bqehefaodeuuboo6oybjq4 94 29 0 0 CD work_jqo6bqehefaodeuuboo6oybjq4 94 30 otherwise otherwise RB work_jqo6bqehefaodeuuboo6oybjq4 94 31 . . . work_jqo6bqehefaodeuuboo6oybjq4 95 1 Similarly similarly RB work_jqo6bqehefaodeuuboo6oybjq4 95 2 , , , work_jqo6bqehefaodeuuboo6oybjq4 95 3 γr(e1,e2 γr(e1,e2 NNP work_jqo6bqehefaodeuuboo6oybjq4 95 4 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 95 5 = = NFP work_jqo6bqehefaodeuuboo6oybjq4 95 6 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 95 7 for for IN work_jqo6bqehefaodeuuboo6oybjq4 95 8 entity entity NN work_jqo6bqehefaodeuuboo6oybjq4 95 9 pairs pair NNS work_jqo6bqehefaodeuuboo6oybjq4 95 10 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 95 11 e1,e2 e1,e2 NN work_jqo6bqehefaodeuuboo6oybjq4 95 12 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 95 13 in in IN work_jqo6bqehefaodeuuboo6oybjq4 95 14 the the DT work_jqo6bqehefaodeuuboo6oybjq4 95 15 set set NN work_jqo6bqehefaodeuuboo6oybjq4 95 16 , , , work_jqo6bqehefaodeuuboo6oybjq4 95 17 and and CC work_jqo6bqehefaodeuuboo6oybjq4 95 18 0 0 CD work_jqo6bqehefaodeuuboo6oybjq4 95 19 otherwise otherwise RB work_jqo6bqehefaodeuuboo6oybjq4 95 20 . . . work_jqo6bqehefaodeuuboo6oybjq4 96 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 96 2 features feature NNS work_jqo6bqehefaodeuuboo6oybjq4 96 3 of of IN work_jqo6bqehefaodeuuboo6oybjq4 96 4 these these DT work_jqo6bqehefaodeuuboo6oybjq4 96 5 classifiers classifier NNS work_jqo6bqehefaodeuuboo6oybjq4 96 6 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 96 7 given give VBN work_jqo6bqehefaodeuuboo6oybjq4 96 8 by by IN work_jqo6bqehefaodeuuboo6oybjq4 96 9 φcat φcat NNS work_jqo6bqehefaodeuuboo6oybjq4 96 10 and and CC work_jqo6bqehefaodeuuboo6oybjq4 96 11 φrel φrel NN work_jqo6bqehefaodeuuboo6oybjq4 96 12 , , , work_jqo6bqehefaodeuuboo6oybjq4 96 13 which which WDT work_jqo6bqehefaodeuuboo6oybjq4 96 14 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 96 15 feature feature NN work_jqo6bqehefaodeuuboo6oybjq4 96 16 functions function NNS work_jqo6bqehefaodeuuboo6oybjq4 96 17 that that WDT work_jqo6bqehefaodeuuboo6oybjq4 96 18 map map VBP work_jqo6bqehefaodeuuboo6oybjq4 96 19 entities entity NNS work_jqo6bqehefaodeuuboo6oybjq4 96 20 and and CC work_jqo6bqehefaodeuuboo6oybjq4 96 21 entity entity NN work_jqo6bqehefaodeuuboo6oybjq4 96 22 pairs pair NNS work_jqo6bqehefaodeuuboo6oybjq4 96 23 to to TO work_jqo6bqehefaodeuuboo6oybjq4 96 24 feature feature VB work_jqo6bqehefaodeuuboo6oybjq4 96 25 vectors vector NNS work_jqo6bqehefaodeuuboo6oybjq4 96 26 . . . work_jqo6bqehefaodeuuboo6oybjq4 97 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 97 2 parameters parameter NNS work_jqo6bqehefaodeuuboo6oybjq4 97 3 of of IN work_jqo6bqehefaodeuuboo6oybjq4 97 4 these these DT work_jqo6bqehefaodeuuboo6oybjq4 97 5 classifiers classifier NNS work_jqo6bqehefaodeuuboo6oybjq4 97 6 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 97 7 given give VBN work_jqo6bqehefaodeuuboo6oybjq4 97 8 by by IN work_jqo6bqehefaodeuuboo6oybjq4 97 9 θcper θcper NN work_jqo6bqehefaodeuuboo6oybjq4 97 10 and and CC work_jqo6bqehefaodeuuboo6oybjq4 97 11 θrper θrper NN work_jqo6bqehefaodeuuboo6oybjq4 97 12 . . . work_jqo6bqehefaodeuuboo6oybjq4 98 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 98 2 perception perception NN work_jqo6bqehefaodeuuboo6oybjq4 98 3 parameters parameter VBZ work_jqo6bqehefaodeuuboo6oybjq4 98 4 θper θper NN work_jqo6bqehefaodeuuboo6oybjq4 98 5 contain contain VBP work_jqo6bqehefaodeuuboo6oybjq4 98 6 one one CD work_jqo6bqehefaodeuuboo6oybjq4 98 7 such such JJ work_jqo6bqehefaodeuuboo6oybjq4 98 8 set set NN work_jqo6bqehefaodeuuboo6oybjq4 98 9 of of IN work_jqo6bqehefaodeuuboo6oybjq4 98 10 parameters parameter NNS work_jqo6bqehefaodeuuboo6oybjq4 98 11 for for IN work_jqo6bqehefaodeuuboo6oybjq4 98 12 every every DT work_jqo6bqehefaodeuuboo6oybjq4 98 13 category category NN work_jqo6bqehefaodeuuboo6oybjq4 98 14 and and CC work_jqo6bqehefaodeuuboo6oybjq4 98 15 re- re- JJ work_jqo6bqehefaodeuuboo6oybjq4 98 16 lation lation NN work_jqo6bqehefaodeuuboo6oybjq4 98 17 , , , work_jqo6bqehefaodeuuboo6oybjq4 98 18 i.e. i.e. FW work_jqo6bqehefaodeuuboo6oybjq4 98 19 , , , work_jqo6bqehefaodeuuboo6oybjq4 98 20 θper θper NN work_jqo6bqehefaodeuuboo6oybjq4 98 21 = = NFP work_jqo6bqehefaodeuuboo6oybjq4 98 22 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 98 23 θcper θcper NN work_jqo6bqehefaodeuuboo6oybjq4 98 24 : : : work_jqo6bqehefaodeuuboo6oybjq4 98 25 c c LS work_jqo6bqehefaodeuuboo6oybjq4 98 26 ∈ ∈ NNP work_jqo6bqehefaodeuuboo6oybjq4 98 27 C}∪{θrper C}∪{θrper NNP work_jqo6bqehefaodeuuboo6oybjq4 98 28 : : : work_jqo6bqehefaodeuuboo6oybjq4 98 29 r r LS work_jqo6bqehefaodeuuboo6oybjq4 98 30 ∈ ∈ NNP work_jqo6bqehefaodeuuboo6oybjq4 98 31 R R NNP work_jqo6bqehefaodeuuboo6oybjq4 98 32 } } -RRB- work_jqo6bqehefaodeuuboo6oybjq4 98 33 . . . work_jqo6bqehefaodeuuboo6oybjq4 99 1 3.2 3.2 CD work_jqo6bqehefaodeuuboo6oybjq4 99 2 Semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 99 3 Parser parser NN work_jqo6bqehefaodeuuboo6oybjq4 99 4 The the DT work_jqo6bqehefaodeuuboo6oybjq4 99 5 goal goal NN work_jqo6bqehefaodeuuboo6oybjq4 99 6 of of IN work_jqo6bqehefaodeuuboo6oybjq4 99 7 semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 99 8 parsing parsing NN work_jqo6bqehefaodeuuboo6oybjq4 99 9 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 99 10 to to TO work_jqo6bqehefaodeuuboo6oybjq4 99 11 identify identify VB work_jqo6bqehefaodeuuboo6oybjq4 99 12 which which WDT work_jqo6bqehefaodeuuboo6oybjq4 99 13 portions portion NNS work_jqo6bqehefaodeuuboo6oybjq4 99 14 of of IN work_jqo6bqehefaodeuuboo6oybjq4 99 15 the the DT work_jqo6bqehefaodeuuboo6oybjq4 99 16 input input NN work_jqo6bqehefaodeuuboo6oybjq4 99 17 natural natural JJ work_jqo6bqehefaodeuuboo6oybjq4 99 18 language language NN work_jqo6bqehefaodeuuboo6oybjq4 99 19 denote denote NNP work_jqo6bqehefaodeuuboo6oybjq4 99 20 enti- enti- NNP work_jqo6bqehefaodeuuboo6oybjq4 99 21 ties tie NNS work_jqo6bqehefaodeuuboo6oybjq4 99 22 and and CC work_jqo6bqehefaodeuuboo6oybjq4 99 23 relationships relationship NNS work_jqo6bqehefaodeuuboo6oybjq4 99 24 between between IN work_jqo6bqehefaodeuuboo6oybjq4 99 25 entities entity NNS work_jqo6bqehefaodeuuboo6oybjq4 99 26 in in IN work_jqo6bqehefaodeuuboo6oybjq4 99 27 the the DT work_jqo6bqehefaodeuuboo6oybjq4 99 28 envi- envi- NNP work_jqo6bqehefaodeuuboo6oybjq4 99 29 ronment ronment NN work_jqo6bqehefaodeuuboo6oybjq4 99 30 . . . work_jqo6bqehefaodeuuboo6oybjq4 100 1 Semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 100 2 parsing parsing NN work_jqo6bqehefaodeuuboo6oybjq4 100 3 accomplishes accomplish VBZ work_jqo6bqehefaodeuuboo6oybjq4 100 4 this this DT work_jqo6bqehefaodeuuboo6oybjq4 100 5 goal goal NN work_jqo6bqehefaodeuuboo6oybjq4 100 6 by by IN work_jqo6bqehefaodeuuboo6oybjq4 100 7 mapping map VBG work_jqo6bqehefaodeuuboo6oybjq4 100 8 from from IN work_jqo6bqehefaodeuuboo6oybjq4 100 9 natural natural JJ work_jqo6bqehefaodeuuboo6oybjq4 100 10 language language NN work_jqo6bqehefaodeuuboo6oybjq4 100 11 to to IN work_jqo6bqehefaodeuuboo6oybjq4 100 12 a a DT work_jqo6bqehefaodeuuboo6oybjq4 100 13 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 100 14 form form NN work_jqo6bqehefaodeuuboo6oybjq4 100 15 that that WDT work_jqo6bqehefaodeuuboo6oybjq4 100 16 explicitly explicitly RB work_jqo6bqehefaodeuuboo6oybjq4 100 17 describes describe VBZ work_jqo6bqehefaodeuuboo6oybjq4 100 18 the the DT work_jqo6bqehefaodeuuboo6oybjq4 100 19 language language NN work_jqo6bqehefaodeuuboo6oybjq4 100 20 ’s ’s POS work_jqo6bqehefaodeuuboo6oybjq4 100 21 entity entity NN work_jqo6bqehefaodeuuboo6oybjq4 100 22 refer- refer- JJ work_jqo6bqehefaodeuuboo6oybjq4 100 23 ents ent NNS work_jqo6bqehefaodeuuboo6oybjq4 100 24 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 100 25 one- one- JJ work_jqo6bqehefaodeuuboo6oybjq4 100 26 and and CC work_jqo6bqehefaodeuuboo6oybjq4 100 27 two two CD work_jqo6bqehefaodeuuboo6oybjq4 100 28 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 100 29 argument argument NN work_jqo6bqehefaodeuuboo6oybjq4 100 30 predicates predicate NNS work_jqo6bqehefaodeuuboo6oybjq4 100 31 . . . work_jqo6bqehefaodeuuboo6oybjq4 101 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 101 2 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 101 3 form form NN work_jqo6bqehefaodeuuboo6oybjq4 101 4 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 101 5 combined combine VBN work_jqo6bqehefaodeuuboo6oybjq4 101 6 with with IN work_jqo6bqehefaodeuuboo6oybjq4 101 7 instances instance NNS work_jqo6bqehefaodeuuboo6oybjq4 101 8 of of IN work_jqo6bqehefaodeuuboo6oybjq4 101 9 these these DT work_jqo6bqehefaodeuuboo6oybjq4 101 10 predicates predicate NNS work_jqo6bqehefaodeuuboo6oybjq4 101 11 to to TO work_jqo6bqehefaodeuuboo6oybjq4 101 12 produce produce VB work_jqo6bqehefaodeuuboo6oybjq4 101 13 the the DT work_jqo6bqehefaodeuuboo6oybjq4 101 14 statement statement NN work_jqo6bqehefaodeuuboo6oybjq4 101 15 ’s ’s POS work_jqo6bqehefaodeuuboo6oybjq4 101 16 denotation denotation NN work_jqo6bqehefaodeuuboo6oybjq4 101 17 . . . work_jqo6bqehefaodeuuboo6oybjq4 102 1 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 102 2 ’s ’s POS work_jqo6bqehefaodeuuboo6oybjq4 102 3 semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 102 4 parser parser NN work_jqo6bqehefaodeuuboo6oybjq4 102 5 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 102 6 defined define VBN work_jqo6bqehefaodeuuboo6oybjq4 102 7 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 102 8 Combina- Combina- NNP work_jqo6bqehefaodeuuboo6oybjq4 102 9 tory tory NN work_jqo6bqehefaodeuuboo6oybjq4 102 10 Categorial Categorial NNP work_jqo6bqehefaodeuuboo6oybjq4 102 11 Grammar Grammar NNP work_jqo6bqehefaodeuuboo6oybjq4 102 12 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 102 13 CCG CCG NNP work_jqo6bqehefaodeuuboo6oybjq4 102 14 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 102 15 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 102 16 Steedman Steedman NNP work_jqo6bqehefaodeuuboo6oybjq4 102 17 , , , work_jqo6bqehefaodeuuboo6oybjq4 102 18 1996 1996 CD work_jqo6bqehefaodeuuboo6oybjq4 102 19 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 102 20 . . . work_jqo6bqehefaodeuuboo6oybjq4 103 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 103 2 grammar grammar NN work_jqo6bqehefaodeuuboo6oybjq4 103 3 of of IN work_jqo6bqehefaodeuuboo6oybjq4 103 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 103 5 parser parser NN work_jqo6bqehefaodeuuboo6oybjq4 103 6 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 103 7 given give VBN work_jqo6bqehefaodeuuboo6oybjq4 103 8 by by IN work_jqo6bqehefaodeuuboo6oybjq4 103 9 a a DT work_jqo6bqehefaodeuuboo6oybjq4 103 10 lexicon lexicon NN work_jqo6bqehefaodeuuboo6oybjq4 103 11 Λ λ NN work_jqo6bqehefaodeuuboo6oybjq4 103 12 which which WDT work_jqo6bqehefaodeuuboo6oybjq4 103 13 maps map VBZ work_jqo6bqehefaodeuuboo6oybjq4 103 14 words word NNS work_jqo6bqehefaodeuuboo6oybjq4 103 15 to to IN work_jqo6bqehefaodeuuboo6oybjq4 103 16 syntactic syntactic JJ work_jqo6bqehefaodeuuboo6oybjq4 103 17 categories category NNS work_jqo6bqehefaodeuuboo6oybjq4 103 18 and and CC work_jqo6bqehefaodeuuboo6oybjq4 103 19 logi- logi- NNP work_jqo6bqehefaodeuuboo6oybjq4 103 20 cal cal NNP work_jqo6bqehefaodeuuboo6oybjq4 103 21 forms form NNS work_jqo6bqehefaodeuuboo6oybjq4 103 22 . . . work_jqo6bqehefaodeuuboo6oybjq4 104 1 For for IN work_jqo6bqehefaodeuuboo6oybjq4 104 2 example example NN work_jqo6bqehefaodeuuboo6oybjq4 104 3 , , , work_jqo6bqehefaodeuuboo6oybjq4 104 4 “ " `` work_jqo6bqehefaodeuuboo6oybjq4 104 5 mug mug NN work_jqo6bqehefaodeuuboo6oybjq4 104 6 ” " '' work_jqo6bqehefaodeuuboo6oybjq4 104 7 may may MD work_jqo6bqehefaodeuuboo6oybjq4 104 8 have have VB work_jqo6bqehefaodeuuboo6oybjq4 104 9 the the DT work_jqo6bqehefaodeuuboo6oybjq4 104 10 syn- syn- JJ work_jqo6bqehefaodeuuboo6oybjq4 104 11 tactic tactic JJ work_jqo6bqehefaodeuuboo6oybjq4 104 12 category category NN work_jqo6bqehefaodeuuboo6oybjq4 104 13 N N NNP work_jqo6bqehefaodeuuboo6oybjq4 104 14 for for IN work_jqo6bqehefaodeuuboo6oybjq4 104 15 noun noun NN work_jqo6bqehefaodeuuboo6oybjq4 104 16 , , , work_jqo6bqehefaodeuuboo6oybjq4 104 17 and and CC work_jqo6bqehefaodeuuboo6oybjq4 104 18 the the DT work_jqo6bqehefaodeuuboo6oybjq4 104 19 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 104 20 form form NN work_jqo6bqehefaodeuuboo6oybjq4 104 21 λx.mug(x λx.mug(x NNP work_jqo6bqehefaodeuuboo6oybjq4 104 22 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 104 23 , , , work_jqo6bqehefaodeuuboo6oybjq4 104 24 denoting denote VBG work_jqo6bqehefaodeuuboo6oybjq4 104 25 the the DT work_jqo6bqehefaodeuuboo6oybjq4 104 26 set set NN work_jqo6bqehefaodeuuboo6oybjq4 104 27 of of IN work_jqo6bqehefaodeuuboo6oybjq4 104 28 all all DT work_jqo6bqehefaodeuuboo6oybjq4 104 29 entities entity NNS work_jqo6bqehefaodeuuboo6oybjq4 104 30 x x SYM work_jqo6bqehefaodeuuboo6oybjq4 104 31 such such JJ work_jqo6bqehefaodeuuboo6oybjq4 104 32 that that IN work_jqo6bqehefaodeuuboo6oybjq4 104 33 mug mug NNP work_jqo6bqehefaodeuuboo6oybjq4 104 34 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 104 35 true true JJ work_jqo6bqehefaodeuuboo6oybjq4 104 36 . . . work_jqo6bqehefaodeuuboo6oybjq4 105 1 During during IN work_jqo6bqehefaodeuuboo6oybjq4 105 2 parsing parse VBG work_jqo6bqehefaodeuuboo6oybjq4 105 3 , , , work_jqo6bqehefaodeuuboo6oybjq4 105 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 105 5 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 105 6 forms form NNS work_jqo6bqehefaodeuuboo6oybjq4 105 7 for for IN work_jqo6bqehefaodeuuboo6oybjq4 105 8 adjacent adjacent JJ work_jqo6bqehefaodeuuboo6oybjq4 105 9 phrases phrase NNS work_jqo6bqehefaodeuuboo6oybjq4 105 10 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 105 11 combined combine VBN work_jqo6bqehefaodeuuboo6oybjq4 105 12 to to TO work_jqo6bqehefaodeuuboo6oybjq4 105 13 produce produce VB work_jqo6bqehefaodeuuboo6oybjq4 105 14 the the DT work_jqo6bqehefaodeuuboo6oybjq4 105 15 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 105 16 form form NN work_jqo6bqehefaodeuuboo6oybjq4 105 17 for for IN work_jqo6bqehefaodeuuboo6oybjq4 105 18 the the DT work_jqo6bqehefaodeuuboo6oybjq4 105 19 complete complete JJ work_jqo6bqehefaodeuuboo6oybjq4 105 20 statement statement NN work_jqo6bqehefaodeuuboo6oybjq4 105 21 . . . work_jqo6bqehefaodeuuboo6oybjq4 106 1 196 196 CD work_jqo6bqehefaodeuuboo6oybjq4 106 2 the the DT work_jqo6bqehefaodeuuboo6oybjq4 106 3 N N NNP work_jqo6bqehefaodeuuboo6oybjq4 106 4 / / SYM work_jqo6bqehefaodeuuboo6oybjq4 106 5 N n CD work_jqo6bqehefaodeuuboo6oybjq4 106 6 λf.f λf.f NN work_jqo6bqehefaodeuuboo6oybjq4 106 7 mugs mug NNS work_jqo6bqehefaodeuuboo6oybjq4 106 8 N n NN work_jqo6bqehefaodeuuboo6oybjq4 106 9 λx.mug(x λx.mug(x NNP work_jqo6bqehefaodeuuboo6oybjq4 106 10 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 106 11 N n NN work_jqo6bqehefaodeuuboo6oybjq4 106 12 : : : work_jqo6bqehefaodeuuboo6oybjq4 106 13 λx.mug(x λx.mug(x ADD work_jqo6bqehefaodeuuboo6oybjq4 106 14 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 106 15 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 106 16 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 106 17 S\N)/N S\N)/N NNP work_jqo6bqehefaodeuuboo6oybjq4 106 18 λf.λg.λx.g(x λf.λg.λx.g(x NNP work_jqo6bqehefaodeuuboo6oybjq4 106 19 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 106 20 ∧f(x ∧f(x LS work_jqo6bqehefaodeuuboo6oybjq4 106 21 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 106 22 right right JJ work_jqo6bqehefaodeuuboo6oybjq4 106 23 N n NN work_jqo6bqehefaodeuuboo6oybjq4 106 24 / / SYM work_jqo6bqehefaodeuuboo6oybjq4 106 25 PP PP NNP work_jqo6bqehefaodeuuboo6oybjq4 106 26 λf.λx.∃y.right λf.λx.∃y.right NNP work_jqo6bqehefaodeuuboo6oybjq4 106 27 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 106 28 rel(x rel(x NNP work_jqo6bqehefaodeuuboo6oybjq4 106 29 , , , work_jqo6bqehefaodeuuboo6oybjq4 106 30 y y NNP work_jqo6bqehefaodeuuboo6oybjq4 106 31 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 106 32 ∧f(y ∧f(y NNP work_jqo6bqehefaodeuuboo6oybjq4 106 33 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 106 34 of of IN work_jqo6bqehefaodeuuboo6oybjq4 106 35 PP PP NNP work_jqo6bqehefaodeuuboo6oybjq4 106 36 / / SYM work_jqo6bqehefaodeuuboo6oybjq4 106 37 N N NNP work_jqo6bqehefaodeuuboo6oybjq4 106 38 λf.f λf.f VBD work_jqo6bqehefaodeuuboo6oybjq4 106 39 the the DT work_jqo6bqehefaodeuuboo6oybjq4 106 40 N n NN work_jqo6bqehefaodeuuboo6oybjq4 106 41 / / SYM work_jqo6bqehefaodeuuboo6oybjq4 106 42 N n CD work_jqo6bqehefaodeuuboo6oybjq4 106 43 λf.f λf.f NN work_jqo6bqehefaodeuuboo6oybjq4 106 44 monitor monitor NN work_jqo6bqehefaodeuuboo6oybjq4 106 45 N n NN work_jqo6bqehefaodeuuboo6oybjq4 106 46 λx.monitor(x λx.monitor(x NNP work_jqo6bqehefaodeuuboo6oybjq4 106 47 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 106 48 N N NNP work_jqo6bqehefaodeuuboo6oybjq4 106 49 : : : work_jqo6bqehefaodeuuboo6oybjq4 106 50 λx.monitor(x λx.monitor(x NNP work_jqo6bqehefaodeuuboo6oybjq4 106 51 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 106 52 PP PP NNP work_jqo6bqehefaodeuuboo6oybjq4 106 53 : : : work_jqo6bqehefaodeuuboo6oybjq4 106 54 λx.monitor(x λx.monitor(x NNP work_jqo6bqehefaodeuuboo6oybjq4 106 55 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 106 56 N N NNP work_jqo6bqehefaodeuuboo6oybjq4 106 57 : : : work_jqo6bqehefaodeuuboo6oybjq4 106 58 λx.∃y.right λx.∃y.right CD work_jqo6bqehefaodeuuboo6oybjq4 106 59 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 106 60 rel(x rel(x NNP work_jqo6bqehefaodeuuboo6oybjq4 106 61 , , , work_jqo6bqehefaodeuuboo6oybjq4 106 62 y y NNP work_jqo6bqehefaodeuuboo6oybjq4 106 63 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 106 64 ∧monitor(y ∧monitor(y NNP work_jqo6bqehefaodeuuboo6oybjq4 106 65 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 106 66 S\N S\N NNP work_jqo6bqehefaodeuuboo6oybjq4 106 67 : : : work_jqo6bqehefaodeuuboo6oybjq4 106 68 λg.λx.∃y.g(x λg.λx.∃y.g(x LS work_jqo6bqehefaodeuuboo6oybjq4 106 69 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 106 70 ∧right ∧right NNP work_jqo6bqehefaodeuuboo6oybjq4 106 71 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 106 72 rel(x rel(x NNP work_jqo6bqehefaodeuuboo6oybjq4 106 73 , , , work_jqo6bqehefaodeuuboo6oybjq4 106 74 y y NNP work_jqo6bqehefaodeuuboo6oybjq4 106 75 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 106 76 ∧monitor(y ∧monitor(y ADD work_jqo6bqehefaodeuuboo6oybjq4 106 77 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 106 78 S s NN work_jqo6bqehefaodeuuboo6oybjq4 106 79 : : : work_jqo6bqehefaodeuuboo6oybjq4 106 80 λx.∃y.mug(x λx.∃y.mug(x NNP work_jqo6bqehefaodeuuboo6oybjq4 106 81 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 106 82 ∧right ∧right CD work_jqo6bqehefaodeuuboo6oybjq4 106 83 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 106 84 rel(x rel(x NNP work_jqo6bqehefaodeuuboo6oybjq4 106 85 , , , work_jqo6bqehefaodeuuboo6oybjq4 106 86 y y NNP work_jqo6bqehefaodeuuboo6oybjq4 106 87 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 106 88 ∧monitor(y ∧monitor(y ADD work_jqo6bqehefaodeuuboo6oybjq4 106 89 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 106 90 Figure figure NN work_jqo6bqehefaodeuuboo6oybjq4 106 91 4 4 CD work_jqo6bqehefaodeuuboo6oybjq4 106 92 : : : work_jqo6bqehefaodeuuboo6oybjq4 106 93 Example example NN work_jqo6bqehefaodeuuboo6oybjq4 106 94 parse parse NN work_jqo6bqehefaodeuuboo6oybjq4 106 95 of of IN work_jqo6bqehefaodeuuboo6oybjq4 106 96 “ " `` work_jqo6bqehefaodeuuboo6oybjq4 106 97 the the DT work_jqo6bqehefaodeuuboo6oybjq4 106 98 mugs mug NNS work_jqo6bqehefaodeuuboo6oybjq4 106 99 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 106 100 right right JJ work_jqo6bqehefaodeuuboo6oybjq4 106 101 of of IN work_jqo6bqehefaodeuuboo6oybjq4 106 102 the the DT work_jqo6bqehefaodeuuboo6oybjq4 106 103 monitor monitor NN work_jqo6bqehefaodeuuboo6oybjq4 106 104 . . . work_jqo6bqehefaodeuuboo6oybjq4 106 105 ” " '' work_jqo6bqehefaodeuuboo6oybjq4 106 106 The the DT work_jqo6bqehefaodeuuboo6oybjq4 106 107 first first JJ work_jqo6bqehefaodeuuboo6oybjq4 106 108 row row NN work_jqo6bqehefaodeuuboo6oybjq4 106 109 of of IN work_jqo6bqehefaodeuuboo6oybjq4 106 110 the the DT work_jqo6bqehefaodeuuboo6oybjq4 106 111 derivation derivation NN work_jqo6bqehefaodeuuboo6oybjq4 106 112 retrieves retrieve VBZ work_jqo6bqehefaodeuuboo6oybjq4 106 113 lexical lexical JJ work_jqo6bqehefaodeuuboo6oybjq4 106 114 categories category NNS work_jqo6bqehefaodeuuboo6oybjq4 106 115 from from IN work_jqo6bqehefaodeuuboo6oybjq4 106 116 the the DT work_jqo6bqehefaodeuuboo6oybjq4 106 117 lexicon lexicon NN work_jqo6bqehefaodeuuboo6oybjq4 106 118 , , , work_jqo6bqehefaodeuuboo6oybjq4 106 119 while while IN work_jqo6bqehefaodeuuboo6oybjq4 106 120 the the DT work_jqo6bqehefaodeuuboo6oybjq4 106 121 remaining remain VBG work_jqo6bqehefaodeuuboo6oybjq4 106 122 rows row NNS work_jqo6bqehefaodeuuboo6oybjq4 106 123 represent represent VBP work_jqo6bqehefaodeuuboo6oybjq4 106 124 applications application NNS work_jqo6bqehefaodeuuboo6oybjq4 106 125 of of IN work_jqo6bqehefaodeuuboo6oybjq4 106 126 CCG CCG NNP work_jqo6bqehefaodeuuboo6oybjq4 106 127 combinators combinator NNS work_jqo6bqehefaodeuuboo6oybjq4 106 128 . . . work_jqo6bqehefaodeuuboo6oybjq4 107 1 Figure figure NN work_jqo6bqehefaodeuuboo6oybjq4 107 2 4 4 CD work_jqo6bqehefaodeuuboo6oybjq4 107 3 illustrates illustrate VBZ work_jqo6bqehefaodeuuboo6oybjq4 107 4 how how WRB work_jqo6bqehefaodeuuboo6oybjq4 107 5 CCG CCG NNP work_jqo6bqehefaodeuuboo6oybjq4 107 6 parsing parse VBG work_jqo6bqehefaodeuuboo6oybjq4 107 7 produces produce VBZ work_jqo6bqehefaodeuuboo6oybjq4 107 8 a a DT work_jqo6bqehefaodeuuboo6oybjq4 107 9 syntactic syntactic JJ work_jqo6bqehefaodeuuboo6oybjq4 107 10 tree tree NN work_jqo6bqehefaodeuuboo6oybjq4 107 11 t t NN work_jqo6bqehefaodeuuboo6oybjq4 107 12 and and CC work_jqo6bqehefaodeuuboo6oybjq4 107 13 a a DT work_jqo6bqehefaodeuuboo6oybjq4 107 14 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 107 15 form form NN work_jqo6bqehefaodeuuboo6oybjq4 107 16 ` ` '' work_jqo6bqehefaodeuuboo6oybjq4 107 17 . . . work_jqo6bqehefaodeuuboo6oybjq4 108 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 108 2 top top JJ work_jqo6bqehefaodeuuboo6oybjq4 108 3 row row NN work_jqo6bqehefaodeuuboo6oybjq4 108 4 of of IN work_jqo6bqehefaodeuuboo6oybjq4 108 5 the the DT work_jqo6bqehefaodeuuboo6oybjq4 108 6 parse parse NN work_jqo6bqehefaodeuuboo6oybjq4 108 7 represents represent VBZ work_jqo6bqehefaodeuuboo6oybjq4 108 8 retrieving retrieve VBG work_jqo6bqehefaodeuuboo6oybjq4 108 9 a a DT work_jqo6bqehefaodeuuboo6oybjq4 108 10 lexicon lexicon NN work_jqo6bqehefaodeuuboo6oybjq4 108 11 entry entry NN work_jqo6bqehefaodeuuboo6oybjq4 108 12 for for IN work_jqo6bqehefaodeuuboo6oybjq4 108 13 each each DT work_jqo6bqehefaodeuuboo6oybjq4 108 14 word word NN work_jqo6bqehefaodeuuboo6oybjq4 108 15 . . . work_jqo6bqehefaodeuuboo6oybjq4 109 1 Each each DT work_jqo6bqehefaodeuuboo6oybjq4 109 2 successive successive JJ work_jqo6bqehefaodeuuboo6oybjq4 109 3 row row NN work_jqo6bqehefaodeuuboo6oybjq4 109 4 combines combine VBZ work_jqo6bqehefaodeuuboo6oybjq4 109 5 a a DT work_jqo6bqehefaodeuuboo6oybjq4 109 6 pair pair NN work_jqo6bqehefaodeuuboo6oybjq4 109 7 of of IN work_jqo6bqehefaodeuuboo6oybjq4 109 8 entries entry NNS work_jqo6bqehefaodeuuboo6oybjq4 109 9 by by IN work_jqo6bqehefaodeuuboo6oybjq4 109 10 applying apply VBG work_jqo6bqehefaodeuuboo6oybjq4 109 11 a a DT work_jqo6bqehefaodeuuboo6oybjq4 109 12 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 109 13 form form NN work_jqo6bqehefaodeuuboo6oybjq4 109 14 to to IN work_jqo6bqehefaodeuuboo6oybjq4 109 15 an an DT work_jqo6bqehefaodeuuboo6oybjq4 109 16 adjacent adjacent JJ work_jqo6bqehefaodeuuboo6oybjq4 109 17 ar- ar- NN work_jqo6bqehefaodeuuboo6oybjq4 109 18 gument gument NN work_jqo6bqehefaodeuuboo6oybjq4 109 19 . . . work_jqo6bqehefaodeuuboo6oybjq4 110 1 A a DT work_jqo6bqehefaodeuuboo6oybjq4 110 2 given give VBN work_jqo6bqehefaodeuuboo6oybjq4 110 3 sentence sentence NN work_jqo6bqehefaodeuuboo6oybjq4 110 4 may may MD work_jqo6bqehefaodeuuboo6oybjq4 110 5 have have VB work_jqo6bqehefaodeuuboo6oybjq4 110 6 multiple multiple JJ work_jqo6bqehefaodeuuboo6oybjq4 110 7 parses parse NNS work_jqo6bqehefaodeuuboo6oybjq4 110 8 like like IN work_jqo6bqehefaodeuuboo6oybjq4 110 9 the the DT work_jqo6bqehefaodeuuboo6oybjq4 110 10 one one CD work_jqo6bqehefaodeuuboo6oybjq4 110 11 shown show VBN work_jqo6bqehefaodeuuboo6oybjq4 110 12 , , , work_jqo6bqehefaodeuuboo6oybjq4 110 13 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 110 14 a a DT work_jqo6bqehefaodeuuboo6oybjq4 110 15 different different JJ work_jqo6bqehefaodeuuboo6oybjq4 110 16 set set NN work_jqo6bqehefaodeuuboo6oybjq4 110 17 of of IN work_jqo6bqehefaodeuuboo6oybjq4 110 18 lexicon lexicon NN work_jqo6bqehefaodeuuboo6oybjq4 110 19 entries entry NNS work_jqo6bqehefaodeuuboo6oybjq4 110 20 or or CC work_jqo6bqehefaodeuuboo6oybjq4 110 21 a a DT work_jqo6bqehefaodeuuboo6oybjq4 110 22 different different JJ work_jqo6bqehefaodeuuboo6oybjq4 110 23 order order NN work_jqo6bqehefaodeuuboo6oybjq4 110 24 of of IN work_jqo6bqehefaodeuuboo6oybjq4 110 25 function function NN work_jqo6bqehefaodeuuboo6oybjq4 110 26 applications application NNS work_jqo6bqehefaodeuuboo6oybjq4 110 27 . . . work_jqo6bqehefaodeuuboo6oybjq4 111 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 111 2 semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 111 3 parser parser NN work_jqo6bqehefaodeuuboo6oybjq4 111 4 scores score VBZ work_jqo6bqehefaodeuuboo6oybjq4 111 5 each each DT work_jqo6bqehefaodeuuboo6oybjq4 111 6 such such JJ work_jqo6bqehefaodeuuboo6oybjq4 111 7 parse parse NN work_jqo6bqehefaodeuuboo6oybjq4 111 8 , , , work_jqo6bqehefaodeuuboo6oybjq4 111 9 learning learn VBG work_jqo6bqehefaodeuuboo6oybjq4 111 10 to to TO work_jqo6bqehefaodeuuboo6oybjq4 111 11 distinguish distinguish VB work_jqo6bqehefaodeuuboo6oybjq4 111 12 correct correct JJ work_jqo6bqehefaodeuuboo6oybjq4 111 13 and and CC work_jqo6bqehefaodeuuboo6oybjq4 111 14 incorrect incorrect JJ work_jqo6bqehefaodeuuboo6oybjq4 111 15 parses parse NNS work_jqo6bqehefaodeuuboo6oybjq4 111 16 . . . work_jqo6bqehefaodeuuboo6oybjq4 112 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 112 2 semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 112 3 parser parser NN work_jqo6bqehefaodeuuboo6oybjq4 112 4 in in IN work_jqo6bqehefaodeuuboo6oybjq4 112 5 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 112 6 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 112 7 a a DT work_jqo6bqehefaodeuuboo6oybjq4 112 8 linear linear JJ work_jqo6bqehefaodeuuboo6oybjq4 112 9 model model NN work_jqo6bqehefaodeuuboo6oybjq4 112 10 over over IN work_jqo6bqehefaodeuuboo6oybjq4 112 11 CCG CCG NNP work_jqo6bqehefaodeuuboo6oybjq4 112 12 parses parse NNS work_jqo6bqehefaodeuuboo6oybjq4 112 13 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 112 14 ` ` '' work_jqo6bqehefaodeuuboo6oybjq4 112 15 , , , work_jqo6bqehefaodeuuboo6oybjq4 112 16 t t LS work_jqo6bqehefaodeuuboo6oybjq4 112 17 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 112 18 given give VBN work_jqo6bqehefaodeuuboo6oybjq4 112 19 language language NN work_jqo6bqehefaodeuuboo6oybjq4 112 20 z z NN work_jqo6bqehefaodeuuboo6oybjq4 112 21 : : : work_jqo6bqehefaodeuuboo6oybjq4 112 22 fprs(`,t fprs(`,t NNP work_jqo6bqehefaodeuuboo6oybjq4 112 23 , , , work_jqo6bqehefaodeuuboo6oybjq4 112 24 z z NN work_jqo6bqehefaodeuuboo6oybjq4 112 25 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 112 26 θprs θprs NNP work_jqo6bqehefaodeuuboo6oybjq4 112 27 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 112 28 = = NFP work_jqo6bqehefaodeuuboo6oybjq4 112 29 θ θ NNP work_jqo6bqehefaodeuuboo6oybjq4 112 30 T T NNP work_jqo6bqehefaodeuuboo6oybjq4 112 31 prsφprs(`,t prsφprs(`,t NN work_jqo6bqehefaodeuuboo6oybjq4 112 32 , , , work_jqo6bqehefaodeuuboo6oybjq4 112 33 z z LS work_jqo6bqehefaodeuuboo6oybjq4 112 34 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 112 35 Here here RB work_jqo6bqehefaodeuuboo6oybjq4 112 36 , , , work_jqo6bqehefaodeuuboo6oybjq4 112 37 φprs(`,t φprs(`,t NNP work_jqo6bqehefaodeuuboo6oybjq4 112 38 , , , work_jqo6bqehefaodeuuboo6oybjq4 112 39 z z NN work_jqo6bqehefaodeuuboo6oybjq4 112 40 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 112 41 represents represent VBZ work_jqo6bqehefaodeuuboo6oybjq4 112 42 a a DT work_jqo6bqehefaodeuuboo6oybjq4 112 43 feature feature NN work_jqo6bqehefaodeuuboo6oybjq4 112 44 function function NN work_jqo6bqehefaodeuuboo6oybjq4 112 45 map- map- NN work_jqo6bqehefaodeuuboo6oybjq4 112 46 ping pe VBG work_jqo6bqehefaodeuuboo6oybjq4 112 47 CCG CCG NNP work_jqo6bqehefaodeuuboo6oybjq4 112 48 parses parse NNS work_jqo6bqehefaodeuuboo6oybjq4 112 49 to to IN work_jqo6bqehefaodeuuboo6oybjq4 112 50 vectors vector NNS work_jqo6bqehefaodeuuboo6oybjq4 112 51 of of IN work_jqo6bqehefaodeuuboo6oybjq4 112 52 feature feature NN work_jqo6bqehefaodeuuboo6oybjq4 112 53 values value NNS work_jqo6bqehefaodeuuboo6oybjq4 112 54 . . . work_jqo6bqehefaodeuuboo6oybjq4 113 1 φprs φprs NNP work_jqo6bqehefaodeuuboo6oybjq4 113 2 factorizes factorize VBZ work_jqo6bqehefaodeuuboo6oybjq4 113 3 according accord VBG work_jqo6bqehefaodeuuboo6oybjq4 113 4 to to IN work_jqo6bqehefaodeuuboo6oybjq4 113 5 the the DT work_jqo6bqehefaodeuuboo6oybjq4 113 6 tree tree NN work_jqo6bqehefaodeuuboo6oybjq4 113 7 structure structure NN work_jqo6bqehefaodeuuboo6oybjq4 113 8 of of IN work_jqo6bqehefaodeuuboo6oybjq4 113 9 the the DT work_jqo6bqehefaodeuuboo6oybjq4 113 10 CCG CCG NNP work_jqo6bqehefaodeuuboo6oybjq4 113 11 parse parse NN work_jqo6bqehefaodeuuboo6oybjq4 113 12 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 113 13 it -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 113 14 contains contain VBZ work_jqo6bqehefaodeuuboo6oybjq4 113 15 features feature NNS work_jqo6bqehefaodeuuboo6oybjq4 113 16 for for IN work_jqo6bqehefaodeuuboo6oybjq4 113 17 local local JJ work_jqo6bqehefaodeuuboo6oybjq4 113 18 parsing parsing NN work_jqo6bqehefaodeuuboo6oybjq4 113 19 opera- opera- JJ work_jqo6bqehefaodeuuboo6oybjq4 113 20 tions tion NNS work_jqo6bqehefaodeuuboo6oybjq4 113 21 which which WDT work_jqo6bqehefaodeuuboo6oybjq4 113 22 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 113 23 summed sum VBN work_jqo6bqehefaodeuuboo6oybjq4 113 24 to to TO work_jqo6bqehefaodeuuboo6oybjq4 113 25 produce produce VB work_jqo6bqehefaodeuuboo6oybjq4 113 26 the the DT work_jqo6bqehefaodeuuboo6oybjq4 113 27 feature feature NN work_jqo6bqehefaodeuuboo6oybjq4 113 28 val- val- NNP work_jqo6bqehefaodeuuboo6oybjq4 113 29 ues ues NNP work_jqo6bqehefaodeuuboo6oybjq4 113 30 for for IN work_jqo6bqehefaodeuuboo6oybjq4 113 31 a a DT work_jqo6bqehefaodeuuboo6oybjq4 113 32 tree tree NN work_jqo6bqehefaodeuuboo6oybjq4 113 33 . . . work_jqo6bqehefaodeuuboo6oybjq4 114 1 If if IN work_jqo6bqehefaodeuuboo6oybjq4 114 2 the the DT work_jqo6bqehefaodeuuboo6oybjq4 114 3 parse parse NN work_jqo6bqehefaodeuuboo6oybjq4 114 4 tree tree NN work_jqo6bqehefaodeuuboo6oybjq4 114 5 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 114 6 a a DT work_jqo6bqehefaodeuuboo6oybjq4 114 7 terminal terminal NN work_jqo6bqehefaodeuuboo6oybjq4 114 8 , , , work_jqo6bqehefaodeuuboo6oybjq4 114 9 then then RB work_jqo6bqehefaodeuuboo6oybjq4 114 10 : : : work_jqo6bqehefaodeuuboo6oybjq4 114 11 φprs(`,t φprs(`,t NNP work_jqo6bqehefaodeuuboo6oybjq4 114 12 , , , work_jqo6bqehefaodeuuboo6oybjq4 114 13 z z NN work_jqo6bqehefaodeuuboo6oybjq4 114 14 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 114 15 = = NN work_jqo6bqehefaodeuuboo6oybjq4 114 16 1(lexicon 1(lexicon CD work_jqo6bqehefaodeuuboo6oybjq4 114 17 entry entry NN work_jqo6bqehefaodeuuboo6oybjq4 114 18 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 114 19 The the DT work_jqo6bqehefaodeuuboo6oybjq4 114 20 notation notation NN work_jqo6bqehefaodeuuboo6oybjq4 114 21 1(x 1(x CD work_jqo6bqehefaodeuuboo6oybjq4 114 22 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 114 23 denotes denote VBZ work_jqo6bqehefaodeuuboo6oybjq4 114 24 a a DT work_jqo6bqehefaodeuuboo6oybjq4 114 25 vector vector NN work_jqo6bqehefaodeuuboo6oybjq4 114 26 with with IN work_jqo6bqehefaodeuuboo6oybjq4 114 27 a a DT work_jqo6bqehefaodeuuboo6oybjq4 114 28 single single JJ work_jqo6bqehefaodeuuboo6oybjq4 114 29 one one NN work_jqo6bqehefaodeuuboo6oybjq4 114 30 entry entry NN work_jqo6bqehefaodeuuboo6oybjq4 114 31 whose whose WP$ work_jqo6bqehefaodeuuboo6oybjq4 114 32 position position NN work_jqo6bqehefaodeuuboo6oybjq4 114 33 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 114 34 determined determine VBN work_jqo6bqehefaodeuuboo6oybjq4 114 35 by by IN work_jqo6bqehefaodeuuboo6oybjq4 114 36 x. x. NNP work_jqo6bqehefaodeuuboo6oybjq4 115 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 115 2 termi- termi- NN work_jqo6bqehefaodeuuboo6oybjq4 115 3 nal nal NNP work_jqo6bqehefaodeuuboo6oybjq4 115 4 features feature NNS work_jqo6bqehefaodeuuboo6oybjq4 115 5 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 115 6 indicator indicator NN work_jqo6bqehefaodeuuboo6oybjq4 115 7 features feature NNS work_jqo6bqehefaodeuuboo6oybjq4 115 8 for for IN work_jqo6bqehefaodeuuboo6oybjq4 115 9 each each DT work_jqo6bqehefaodeuuboo6oybjq4 115 10 lexicon lexicon NN work_jqo6bqehefaodeuuboo6oybjq4 115 11 entry entry NN work_jqo6bqehefaodeuuboo6oybjq4 115 12 , , , work_jqo6bqehefaodeuuboo6oybjq4 115 13 as as IN work_jqo6bqehefaodeuuboo6oybjq4 115 14 shown show VBN work_jqo6bqehefaodeuuboo6oybjq4 115 15 in in IN work_jqo6bqehefaodeuuboo6oybjq4 115 16 the the DT work_jqo6bqehefaodeuuboo6oybjq4 115 17 top top JJ work_jqo6bqehefaodeuuboo6oybjq4 115 18 row row NN work_jqo6bqehefaodeuuboo6oybjq4 115 19 of of IN work_jqo6bqehefaodeuuboo6oybjq4 115 20 Figure figure NN work_jqo6bqehefaodeuuboo6oybjq4 115 21 4 4 CD work_jqo6bqehefaodeuuboo6oybjq4 115 22 . . . work_jqo6bqehefaodeuuboo6oybjq4 116 1 These these DT work_jqo6bqehefaodeuuboo6oybjq4 116 2 features feature NNS work_jqo6bqehefaodeuuboo6oybjq4 116 3 allow allow VBP work_jqo6bqehefaodeuuboo6oybjq4 116 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 116 5 model model NN work_jqo6bqehefaodeuuboo6oybjq4 116 6 to to TO work_jqo6bqehefaodeuuboo6oybjq4 116 7 learn learn VB work_jqo6bqehefaodeuuboo6oybjq4 116 8 the the DT work_jqo6bqehefaodeuuboo6oybjq4 116 9 correct correct JJ work_jqo6bqehefaodeuuboo6oybjq4 116 10 syntac- syntac- VBG work_jqo6bqehefaodeuuboo6oybjq4 116 11 tic tic JJ work_jqo6bqehefaodeuuboo6oybjq4 116 12 and and CC work_jqo6bqehefaodeuuboo6oybjq4 116 13 semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 116 14 function function NN work_jqo6bqehefaodeuuboo6oybjq4 116 15 of of IN work_jqo6bqehefaodeuuboo6oybjq4 116 16 each each DT work_jqo6bqehefaodeuuboo6oybjq4 116 17 word word NN work_jqo6bqehefaodeuuboo6oybjq4 116 18 . . . work_jqo6bqehefaodeuuboo6oybjq4 117 1 If if IN work_jqo6bqehefaodeuuboo6oybjq4 117 2 the the DT work_jqo6bqehefaodeuuboo6oybjq4 117 3 parse parse NN work_jqo6bqehefaodeuuboo6oybjq4 117 4 tree tree NN work_jqo6bqehefaodeuuboo6oybjq4 117 5 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 117 6 a a DT work_jqo6bqehefaodeuuboo6oybjq4 117 7 nonterminal nonterminal JJ work_jqo6bqehefaodeuuboo6oybjq4 117 8 , , , work_jqo6bqehefaodeuuboo6oybjq4 117 9 then then RB work_jqo6bqehefaodeuuboo6oybjq4 117 10 : : : work_jqo6bqehefaodeuuboo6oybjq4 117 11 φprs(`,t φprs(`,t NNP work_jqo6bqehefaodeuuboo6oybjq4 117 12 , , , work_jqo6bqehefaodeuuboo6oybjq4 117 13 z z NN work_jqo6bqehefaodeuuboo6oybjq4 117 14 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 117 15 = = SYM work_jqo6bqehefaodeuuboo6oybjq4 117 16 φprs(left(`,t φprs(left(`,t NN work_jqo6bqehefaodeuuboo6oybjq4 117 17 , , , work_jqo6bqehefaodeuuboo6oybjq4 117 18 z z LS work_jqo6bqehefaodeuuboo6oybjq4 117 19 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 117 20 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 117 21 + + CC work_jqo6bqehefaodeuuboo6oybjq4 117 22 φprs(right(`,t φprs(right(`,t NNS work_jqo6bqehefaodeuuboo6oybjq4 117 23 , , , work_jqo6bqehefaodeuuboo6oybjq4 117 24 z z LS work_jqo6bqehefaodeuuboo6oybjq4 117 25 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 117 26 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 117 27 + + NFP work_jqo6bqehefaodeuuboo6oybjq4 117 28 1(combinator 1(combinator LS work_jqo6bqehefaodeuuboo6oybjq4 117 29 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 117 30 These these DT work_jqo6bqehefaodeuuboo6oybjq4 117 31 nonterminal nonterminal JJ work_jqo6bqehefaodeuuboo6oybjq4 117 32 features feature NNS work_jqo6bqehefaodeuuboo6oybjq4 117 33 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 117 34 defined define VBN work_jqo6bqehefaodeuuboo6oybjq4 117 35 over over IN work_jqo6bqehefaodeuuboo6oybjq4 117 36 combi- combi- JJ work_jqo6bqehefaodeuuboo6oybjq4 117 37 nator nator NN work_jqo6bqehefaodeuuboo6oybjq4 117 38 rules rule NNS work_jqo6bqehefaodeuuboo6oybjq4 117 39 in in IN work_jqo6bqehefaodeuuboo6oybjq4 117 40 the the DT work_jqo6bqehefaodeuuboo6oybjq4 117 41 parse parse NN work_jqo6bqehefaodeuuboo6oybjq4 117 42 tree tree NN work_jqo6bqehefaodeuuboo6oybjq4 117 43 , , , work_jqo6bqehefaodeuuboo6oybjq4 117 44 as as IN work_jqo6bqehefaodeuuboo6oybjq4 117 45 in in IN work_jqo6bqehefaodeuuboo6oybjq4 117 46 the the DT work_jqo6bqehefaodeuuboo6oybjq4 117 47 remaining remain VBG work_jqo6bqehefaodeuuboo6oybjq4 117 48 rows row NNS work_jqo6bqehefaodeuuboo6oybjq4 117 49 of of IN work_jqo6bqehefaodeuuboo6oybjq4 117 50 Figure figure NN work_jqo6bqehefaodeuuboo6oybjq4 117 51 4 4 CD work_jqo6bqehefaodeuuboo6oybjq4 117 52 . . . work_jqo6bqehefaodeuuboo6oybjq4 118 1 These these DT work_jqo6bqehefaodeuuboo6oybjq4 118 2 features feature NNS work_jqo6bqehefaodeuuboo6oybjq4 118 3 allow allow VBP work_jqo6bqehefaodeuuboo6oybjq4 118 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 118 5 model model NN work_jqo6bqehefaodeuuboo6oybjq4 118 6 to to TO work_jqo6bqehefaodeuuboo6oybjq4 118 7 learn learn VB work_jqo6bqehefaodeuuboo6oybjq4 118 8 which which WDT work_jqo6bqehefaodeuuboo6oybjq4 118 9 adjacent adjacent JJ work_jqo6bqehefaodeuuboo6oybjq4 118 10 parse parse NN work_jqo6bqehefaodeuuboo6oybjq4 118 11 trees tree NNS work_jqo6bqehefaodeuuboo6oybjq4 118 12 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 118 13 likely likely JJ work_jqo6bqehefaodeuuboo6oybjq4 118 14 to to TO work_jqo6bqehefaodeuuboo6oybjq4 118 15 combine combine VB work_jqo6bqehefaodeuuboo6oybjq4 118 16 . . . work_jqo6bqehefaodeuuboo6oybjq4 119 1 We -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 119 2 refer refer VBP work_jqo6bqehefaodeuuboo6oybjq4 119 3 the the DT work_jqo6bqehefaodeuuboo6oybjq4 119 4 reader reader NN work_jqo6bqehefaodeuuboo6oybjq4 119 5 to to IN work_jqo6bqehefaodeuuboo6oybjq4 119 6 Zettlemoyer Zettlemoyer NNP work_jqo6bqehefaodeuuboo6oybjq4 119 7 and and CC work_jqo6bqehefaodeuuboo6oybjq4 119 8 Collins Collins NNP work_jqo6bqehefaodeuuboo6oybjq4 119 9 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 119 10 2005 2005 CD work_jqo6bqehefaodeuuboo6oybjq4 119 11 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 119 12 for for IN work_jqo6bqehefaodeuuboo6oybjq4 119 13 more more JJR work_jqo6bqehefaodeuuboo6oybjq4 119 14 information information NN work_jqo6bqehefaodeuuboo6oybjq4 119 15 about about IN work_jqo6bqehefaodeuuboo6oybjq4 119 16 CCG CCG NNP work_jqo6bqehefaodeuuboo6oybjq4 119 17 semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 119 18 parsing parsing NN work_jqo6bqehefaodeuuboo6oybjq4 119 19 . . . work_jqo6bqehefaodeuuboo6oybjq4 120 1 3.3 3.3 CD work_jqo6bqehefaodeuuboo6oybjq4 120 2 Evaluation evaluation NN work_jqo6bqehefaodeuuboo6oybjq4 120 3 Function function NN work_jqo6bqehefaodeuuboo6oybjq4 120 4 The the DT work_jqo6bqehefaodeuuboo6oybjq4 120 5 evaluation evaluation NN work_jqo6bqehefaodeuuboo6oybjq4 120 6 function function NN work_jqo6bqehefaodeuuboo6oybjq4 120 7 feval feval VBP work_jqo6bqehefaodeuuboo6oybjq4 120 8 deterministically deterministically RB work_jqo6bqehefaodeuuboo6oybjq4 120 9 scores score VBZ work_jqo6bqehefaodeuuboo6oybjq4 120 10 denotations denotation NNS work_jqo6bqehefaodeuuboo6oybjq4 120 11 given give VBN work_jqo6bqehefaodeuuboo6oybjq4 120 12 a a DT work_jqo6bqehefaodeuuboo6oybjq4 120 13 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 120 14 form form NN work_jqo6bqehefaodeuuboo6oybjq4 120 15 ` ` '' work_jqo6bqehefaodeuuboo6oybjq4 120 16 and and CC work_jqo6bqehefaodeuuboo6oybjq4 120 17 a a DT work_jqo6bqehefaodeuuboo6oybjq4 120 18 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 120 19 knowledge knowledge NN work_jqo6bqehefaodeuuboo6oybjq4 120 20 base base NN work_jqo6bqehefaodeuuboo6oybjq4 120 21 Γ. γ. NN work_jqo6bqehefaodeuuboo6oybjq4 121 1 Intuitively intuitively RB work_jqo6bqehefaodeuuboo6oybjq4 121 2 , , , work_jqo6bqehefaodeuuboo6oybjq4 121 3 the the DT work_jqo6bqehefaodeuuboo6oybjq4 121 4 evalu- evalu- NNS work_jqo6bqehefaodeuuboo6oybjq4 121 5 ation ation NN work_jqo6bqehefaodeuuboo6oybjq4 121 6 function function NN work_jqo6bqehefaodeuuboo6oybjq4 121 7 simply simply RB work_jqo6bqehefaodeuuboo6oybjq4 121 8 evaluates evaluate VBZ work_jqo6bqehefaodeuuboo6oybjq4 121 9 the the DT work_jqo6bqehefaodeuuboo6oybjq4 121 10 query query NN work_jqo6bqehefaodeuuboo6oybjq4 121 11 ` ` '' work_jqo6bqehefaodeuuboo6oybjq4 121 12 on on IN work_jqo6bqehefaodeuuboo6oybjq4 121 13 the the DT work_jqo6bqehefaodeuuboo6oybjq4 121 14 database database NN work_jqo6bqehefaodeuuboo6oybjq4 121 15 Γ Γ NNP work_jqo6bqehefaodeuuboo6oybjq4 121 16 to to TO work_jqo6bqehefaodeuuboo6oybjq4 121 17 produce produce VB work_jqo6bqehefaodeuuboo6oybjq4 121 18 a a DT work_jqo6bqehefaodeuuboo6oybjq4 121 19 denotation denotation NN work_jqo6bqehefaodeuuboo6oybjq4 121 20 . . . work_jqo6bqehefaodeuuboo6oybjq4 122 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 122 2 evaluation evaluation NN work_jqo6bqehefaodeuuboo6oybjq4 122 3 function function NN work_jqo6bqehefaodeuuboo6oybjq4 122 4 then then RB work_jqo6bqehefaodeuuboo6oybjq4 122 5 assigns assign VBZ work_jqo6bqehefaodeuuboo6oybjq4 122 6 score score VBP work_jqo6bqehefaodeuuboo6oybjq4 122 7 0 0 CD work_jqo6bqehefaodeuuboo6oybjq4 122 8 to to IN work_jqo6bqehefaodeuuboo6oybjq4 122 9 this this DT work_jqo6bqehefaodeuuboo6oybjq4 122 10 denotation denotation NN work_jqo6bqehefaodeuuboo6oybjq4 122 11 , , , work_jqo6bqehefaodeuuboo6oybjq4 122 12 and and CC work_jqo6bqehefaodeuuboo6oybjq4 122 13 score score NN work_jqo6bqehefaodeuuboo6oybjq4 122 14 −∞ −∞ NNP work_jqo6bqehefaodeuuboo6oybjq4 122 15 to to IN work_jqo6bqehefaodeuuboo6oybjq4 122 16 all all DT work_jqo6bqehefaodeuuboo6oybjq4 122 17 other other JJ work_jqo6bqehefaodeuuboo6oybjq4 122 18 denotations denotation NNS work_jqo6bqehefaodeuuboo6oybjq4 122 19 . . . work_jqo6bqehefaodeuuboo6oybjq4 123 1 We -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 123 2 describe describe VBP work_jqo6bqehefaodeuuboo6oybjq4 123 3 feval feval JJ work_jqo6bqehefaodeuuboo6oybjq4 123 4 by by IN work_jqo6bqehefaodeuuboo6oybjq4 123 5 giving give VBG work_jqo6bqehefaodeuuboo6oybjq4 123 6 a a DT work_jqo6bqehefaodeuuboo6oybjq4 123 7 recurrence recurrence NN work_jqo6bqehefaodeuuboo6oybjq4 123 8 for for IN work_jqo6bqehefaodeuuboo6oybjq4 123 9 com- com- NN work_jqo6bqehefaodeuuboo6oybjq4 123 10 puting put VBG work_jqo6bqehefaodeuuboo6oybjq4 123 11 the the DT work_jqo6bqehefaodeuuboo6oybjq4 123 12 denotation denotation NN work_jqo6bqehefaodeuuboo6oybjq4 123 13 γ γ NN work_jqo6bqehefaodeuuboo6oybjq4 123 14 of of IN work_jqo6bqehefaodeuuboo6oybjq4 123 15 a a DT work_jqo6bqehefaodeuuboo6oybjq4 123 16 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 123 17 form form NN work_jqo6bqehefaodeuuboo6oybjq4 123 18 ` ` '' work_jqo6bqehefaodeuuboo6oybjq4 123 19 on on IN work_jqo6bqehefaodeuuboo6oybjq4 123 20 a a DT work_jqo6bqehefaodeuuboo6oybjq4 123 21 log- log- DT work_jqo6bqehefaodeuuboo6oybjq4 123 22 ical ical JJ work_jqo6bqehefaodeuuboo6oybjq4 123 23 knowledge knowledge NN work_jqo6bqehefaodeuuboo6oybjq4 123 24 base base NN work_jqo6bqehefaodeuuboo6oybjq4 123 25 Γ. Γ. NNP work_jqo6bqehefaodeuuboo6oybjq4 124 1 This this DT work_jqo6bqehefaodeuuboo6oybjq4 124 2 evaluation evaluation NN work_jqo6bqehefaodeuuboo6oybjq4 124 3 takes take VBZ work_jqo6bqehefaodeuuboo6oybjq4 124 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 124 5 form form NN work_jqo6bqehefaodeuuboo6oybjq4 124 6 of of IN work_jqo6bqehefaodeuuboo6oybjq4 124 7 a a DT work_jqo6bqehefaodeuuboo6oybjq4 124 8 tree tree NN work_jqo6bqehefaodeuuboo6oybjq4 124 9 , , , work_jqo6bqehefaodeuuboo6oybjq4 124 10 as as IN work_jqo6bqehefaodeuuboo6oybjq4 124 11 in in IN work_jqo6bqehefaodeuuboo6oybjq4 124 12 Figure Figure NNP work_jqo6bqehefaodeuuboo6oybjq4 124 13 2c 2c NN work_jqo6bqehefaodeuuboo6oybjq4 124 14 . . . work_jqo6bqehefaodeuuboo6oybjq4 125 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 125 2 base base NN work_jqo6bqehefaodeuuboo6oybjq4 125 3 cases case NNS work_jqo6bqehefaodeuuboo6oybjq4 125 4 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 125 5 : : : work_jqo6bqehefaodeuuboo6oybjq4 125 6 • • XX work_jqo6bqehefaodeuuboo6oybjq4 125 7 If if IN work_jqo6bqehefaodeuuboo6oybjq4 125 8 ` ` '' work_jqo6bqehefaodeuuboo6oybjq4 125 9 = = SYM work_jqo6bqehefaodeuuboo6oybjq4 125 10 λx.c(x λx.c(x LS work_jqo6bqehefaodeuuboo6oybjq4 125 11 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 125 12 then then RB work_jqo6bqehefaodeuuboo6oybjq4 125 13 γ γ NNP work_jqo6bqehefaodeuuboo6oybjq4 125 14 = = SYM work_jqo6bqehefaodeuuboo6oybjq4 125 15 γc γc NN work_jqo6bqehefaodeuuboo6oybjq4 125 16 . . . work_jqo6bqehefaodeuuboo6oybjq4 126 1 • • VB work_jqo6bqehefaodeuuboo6oybjq4 126 2 If if IN work_jqo6bqehefaodeuuboo6oybjq4 126 3 ` ` '' work_jqo6bqehefaodeuuboo6oybjq4 126 4 = = NFP work_jqo6bqehefaodeuuboo6oybjq4 126 5 λx.λy.r(x λx.λy.r(x UH work_jqo6bqehefaodeuuboo6oybjq4 126 6 , , , work_jqo6bqehefaodeuuboo6oybjq4 126 7 y y NNP work_jqo6bqehefaodeuuboo6oybjq4 126 8 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 126 9 , , , work_jqo6bqehefaodeuuboo6oybjq4 126 10 then then RB work_jqo6bqehefaodeuuboo6oybjq4 126 11 γ γ NNP work_jqo6bqehefaodeuuboo6oybjq4 126 12 = = SYM work_jqo6bqehefaodeuuboo6oybjq4 126 13 γr γr NNP work_jqo6bqehefaodeuuboo6oybjq4 126 14 . . . work_jqo6bqehefaodeuuboo6oybjq4 127 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 127 2 denotations denotation NNS work_jqo6bqehefaodeuuboo6oybjq4 127 3 for for IN work_jqo6bqehefaodeuuboo6oybjq4 127 4 more more RBR work_jqo6bqehefaodeuuboo6oybjq4 127 5 complex complex JJ work_jqo6bqehefaodeuuboo6oybjq4 127 6 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 127 7 forms form NNS work_jqo6bqehefaodeuuboo6oybjq4 127 8 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 127 9 computed compute VBN work_jqo6bqehefaodeuuboo6oybjq4 127 10 recursively recursively RB work_jqo6bqehefaodeuuboo6oybjq4 127 11 by by IN work_jqo6bqehefaodeuuboo6oybjq4 127 12 decomposing decompose VBG work_jqo6bqehefaodeuuboo6oybjq4 127 13 ` ` '' work_jqo6bqehefaodeuuboo6oybjq4 127 14 accord- accord- NN work_jqo6bqehefaodeuuboo6oybjq4 127 15 ing ing NNP work_jqo6bqehefaodeuuboo6oybjq4 127 16 to to IN work_jqo6bqehefaodeuuboo6oybjq4 127 17 its -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 127 18 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 127 19 structure structure NN work_jqo6bqehefaodeuuboo6oybjq4 127 20 . . . work_jqo6bqehefaodeuuboo6oybjq4 128 1 Our -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 128 2 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 128 3 forms form NNS work_jqo6bqehefaodeuuboo6oybjq4 128 4 con- con- NN work_jqo6bqehefaodeuuboo6oybjq4 128 5 tain tain NN work_jqo6bqehefaodeuuboo6oybjq4 128 6 only only JJ work_jqo6bqehefaodeuuboo6oybjq4 128 7 conjunctions conjunction NNS work_jqo6bqehefaodeuuboo6oybjq4 128 8 and and CC work_jqo6bqehefaodeuuboo6oybjq4 128 9 existential existential JJ work_jqo6bqehefaodeuuboo6oybjq4 128 10 quantifiers quantifier NNS work_jqo6bqehefaodeuuboo6oybjq4 128 11 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 128 12 the the DT work_jqo6bqehefaodeuuboo6oybjq4 128 13 corresponding correspond VBG work_jqo6bqehefaodeuuboo6oybjq4 128 14 recursive recursive JJ work_jqo6bqehefaodeuuboo6oybjq4 128 15 computations computation NNS work_jqo6bqehefaodeuuboo6oybjq4 128 16 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 128 17 : : : work_jqo6bqehefaodeuuboo6oybjq4 128 18 • • XX work_jqo6bqehefaodeuuboo6oybjq4 128 19 If if IN work_jqo6bqehefaodeuuboo6oybjq4 128 20 ` ` '' work_jqo6bqehefaodeuuboo6oybjq4 128 21 = = NFP work_jqo6bqehefaodeuuboo6oybjq4 128 22 λx λx NNP work_jqo6bqehefaodeuuboo6oybjq4 128 23 . . . work_jqo6bqehefaodeuuboo6oybjq4 128 24 `1(x `1(x LS work_jqo6bqehefaodeuuboo6oybjq4 128 25 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 128 26 ∧ ∧ NNP work_jqo6bqehefaodeuuboo6oybjq4 128 27 ` ` '' work_jqo6bqehefaodeuuboo6oybjq4 128 28 2(x 2(x CD work_jqo6bqehefaodeuuboo6oybjq4 128 29 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 128 30 , , , work_jqo6bqehefaodeuuboo6oybjq4 128 31 then then RB work_jqo6bqehefaodeuuboo6oybjq4 128 32 γ(e γ(e NNP work_jqo6bqehefaodeuuboo6oybjq4 128 33 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 128 34 = = NFP work_jqo6bqehefaodeuuboo6oybjq4 128 35 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 128 36 iff iff NN work_jqo6bqehefaodeuuboo6oybjq4 128 37 γ1(e γ1(e NNP work_jqo6bqehefaodeuuboo6oybjq4 128 38 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 128 39 = = NFP work_jqo6bqehefaodeuuboo6oybjq4 128 40 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 128 41 ∧γ2(e ∧γ2(e CD work_jqo6bqehefaodeuuboo6oybjq4 128 42 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 128 43 = = SYM work_jqo6bqehefaodeuuboo6oybjq4 128 44 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 128 45 . . . work_jqo6bqehefaodeuuboo6oybjq4 129 1 • • VB work_jqo6bqehefaodeuuboo6oybjq4 129 2 If if IN work_jqo6bqehefaodeuuboo6oybjq4 129 3 ` ` '' work_jqo6bqehefaodeuuboo6oybjq4 129 4 = = SYM work_jqo6bqehefaodeuuboo6oybjq4 129 5 λx.∃y λx.∃y NN work_jqo6bqehefaodeuuboo6oybjq4 129 6 . . . work_jqo6bqehefaodeuuboo6oybjq4 129 7 `1(x `1(x NNP work_jqo6bqehefaodeuuboo6oybjq4 129 8 , , , work_jqo6bqehefaodeuuboo6oybjq4 129 9 y y NNP work_jqo6bqehefaodeuuboo6oybjq4 129 10 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 129 11 , , , work_jqo6bqehefaodeuuboo6oybjq4 129 12 then then RB work_jqo6bqehefaodeuuboo6oybjq4 129 13 γ(e1 γ(e1 NNP work_jqo6bqehefaodeuuboo6oybjq4 129 14 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 129 15 = = NFP work_jqo6bqehefaodeuuboo6oybjq4 129 16 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 129 17 iff iff NN work_jqo6bqehefaodeuuboo6oybjq4 129 18 ∃e2.γ1(e1,e2 ∃e2.γ1(e1,e2 NNP work_jqo6bqehefaodeuuboo6oybjq4 129 19 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 129 20 = = SYM work_jqo6bqehefaodeuuboo6oybjq4 129 21 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 129 22 . . . work_jqo6bqehefaodeuuboo6oybjq4 130 1 Note note VB work_jqo6bqehefaodeuuboo6oybjq4 130 2 that that IN work_jqo6bqehefaodeuuboo6oybjq4 130 3 a a DT work_jqo6bqehefaodeuuboo6oybjq4 130 4 similar similar JJ work_jqo6bqehefaodeuuboo6oybjq4 130 5 recurrence recurrence NN work_jqo6bqehefaodeuuboo6oybjq4 130 6 can can MD work_jqo6bqehefaodeuuboo6oybjq4 130 7 be be VB work_jqo6bqehefaodeuuboo6oybjq4 130 8 used use VBN work_jqo6bqehefaodeuuboo6oybjq4 130 9 to to IN work_jqo6bqehefaodeuuboo6oybjq4 130 10 com- com- VB work_jqo6bqehefaodeuuboo6oybjq4 130 11 pute pute NN work_jqo6bqehefaodeuuboo6oybjq4 130 12 groundings grounding NNS work_jqo6bqehefaodeuuboo6oybjq4 130 13 : : : work_jqo6bqehefaodeuuboo6oybjq4 130 14 simply simply RB work_jqo6bqehefaodeuuboo6oybjq4 130 15 retain retain VB work_jqo6bqehefaodeuuboo6oybjq4 130 16 the the DT work_jqo6bqehefaodeuuboo6oybjq4 130 17 satisfying satisfying JJ work_jqo6bqehefaodeuuboo6oybjq4 130 18 assign- assign- JJ work_jqo6bqehefaodeuuboo6oybjq4 130 19 ments ment NNS work_jqo6bqehefaodeuuboo6oybjq4 130 20 to to IN work_jqo6bqehefaodeuuboo6oybjq4 130 21 existentially existentially RB work_jqo6bqehefaodeuuboo6oybjq4 130 22 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 130 23 quantified quantify VBN work_jqo6bqehefaodeuuboo6oybjq4 130 24 variables variable NNS work_jqo6bqehefaodeuuboo6oybjq4 130 25 . . . work_jqo6bqehefaodeuuboo6oybjq4 131 1 3.4 3.4 CD work_jqo6bqehefaodeuuboo6oybjq4 131 2 Inference inference NN work_jqo6bqehefaodeuuboo6oybjq4 131 3 The the DT work_jqo6bqehefaodeuuboo6oybjq4 131 4 basic basic JJ work_jqo6bqehefaodeuuboo6oybjq4 131 5 inference inference NN work_jqo6bqehefaodeuuboo6oybjq4 131 6 problem problem NN work_jqo6bqehefaodeuuboo6oybjq4 131 7 in in IN work_jqo6bqehefaodeuuboo6oybjq4 131 8 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 131 9 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 131 10 to to TO work_jqo6bqehefaodeuuboo6oybjq4 131 11 predict predict VB work_jqo6bqehefaodeuuboo6oybjq4 131 12 a a DT work_jqo6bqehefaodeuuboo6oybjq4 131 13 denotation denotation NN work_jqo6bqehefaodeuuboo6oybjq4 131 14 γ γ IN work_jqo6bqehefaodeuuboo6oybjq4 131 15 given give VBN work_jqo6bqehefaodeuuboo6oybjq4 131 16 language language NN work_jqo6bqehefaodeuuboo6oybjq4 131 17 z z NN work_jqo6bqehefaodeuuboo6oybjq4 131 18 and and CC work_jqo6bqehefaodeuuboo6oybjq4 131 19 an an DT work_jqo6bqehefaodeuuboo6oybjq4 131 20 environment environment NN work_jqo6bqehefaodeuuboo6oybjq4 131 21 d. d. NN work_jqo6bqehefaodeuuboo6oybjq4 131 22 This this DT work_jqo6bqehefaodeuuboo6oybjq4 131 23 inference inference NN work_jqo6bqehefaodeuuboo6oybjq4 131 24 problem problem NN work_jqo6bqehefaodeuuboo6oybjq4 131 25 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 131 26 straightforward straightforward JJ work_jqo6bqehefaodeuuboo6oybjq4 131 27 due due IN work_jqo6bqehefaodeuuboo6oybjq4 131 28 to to IN work_jqo6bqehefaodeuuboo6oybjq4 131 29 the the DT work_jqo6bqehefaodeuuboo6oybjq4 131 30 deterministic deterministic JJ work_jqo6bqehefaodeuuboo6oybjq4 131 31 structure structure NN work_jqo6bqehefaodeuuboo6oybjq4 131 32 of of IN work_jqo6bqehefaodeuuboo6oybjq4 131 33 feval feval NN work_jqo6bqehefaodeuuboo6oybjq4 131 34 . . . work_jqo6bqehefaodeuuboo6oybjq4 132 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 132 2 highest- highest- NN work_jqo6bqehefaodeuuboo6oybjq4 132 3 scoring score VBG work_jqo6bqehefaodeuuboo6oybjq4 132 4 γ γ NNP work_jqo6bqehefaodeuuboo6oybjq4 132 5 can can MD work_jqo6bqehefaodeuuboo6oybjq4 132 6 be be VB work_jqo6bqehefaodeuuboo6oybjq4 132 7 found find VBN work_jqo6bqehefaodeuuboo6oybjq4 132 8 by by IN work_jqo6bqehefaodeuuboo6oybjq4 132 9 independently independently RB work_jqo6bqehefaodeuuboo6oybjq4 132 10 maximiz- maximiz- JJ work_jqo6bqehefaodeuuboo6oybjq4 132 11 ing ing NN work_jqo6bqehefaodeuuboo6oybjq4 132 12 fprs fpr NNS work_jqo6bqehefaodeuuboo6oybjq4 132 13 and and CC work_jqo6bqehefaodeuuboo6oybjq4 132 14 fper fper NN work_jqo6bqehefaodeuuboo6oybjq4 132 15 to to TO work_jqo6bqehefaodeuuboo6oybjq4 132 16 find find VB work_jqo6bqehefaodeuuboo6oybjq4 132 17 the the DT work_jqo6bqehefaodeuuboo6oybjq4 132 18 highest highest RBS work_jqo6bqehefaodeuuboo6oybjq4 132 19 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 132 20 scoring score VBG work_jqo6bqehefaodeuuboo6oybjq4 132 21 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 132 22 form form NN work_jqo6bqehefaodeuuboo6oybjq4 132 23 ` ` '' work_jqo6bqehefaodeuuboo6oybjq4 132 24 and and CC work_jqo6bqehefaodeuuboo6oybjq4 132 25 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 132 26 knowledge knowledge NN work_jqo6bqehefaodeuuboo6oybjq4 132 27 base base NN work_jqo6bqehefaodeuuboo6oybjq4 132 28 Γ. Γ. NNP work_jqo6bqehefaodeuuboo6oybjq4 132 29 Deterministi- Deterministi- NNP work_jqo6bqehefaodeuuboo6oybjq4 132 30 cally cally RB work_jqo6bqehefaodeuuboo6oybjq4 132 31 evaluating evaluate VBG work_jqo6bqehefaodeuuboo6oybjq4 132 32 the the DT work_jqo6bqehefaodeuuboo6oybjq4 132 33 recurrence recurrence NN work_jqo6bqehefaodeuuboo6oybjq4 132 34 for for IN work_jqo6bqehefaodeuuboo6oybjq4 132 35 feval feval NN work_jqo6bqehefaodeuuboo6oybjq4 132 36 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 132 37 these these DT work_jqo6bqehefaodeuuboo6oybjq4 132 38 values value NNS work_jqo6bqehefaodeuuboo6oybjq4 132 39 yields yield VBZ work_jqo6bqehefaodeuuboo6oybjq4 132 40 the the DT work_jqo6bqehefaodeuuboo6oybjq4 132 41 highest highest RBS work_jqo6bqehefaodeuuboo6oybjq4 132 42 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 132 43 scoring score VBG work_jqo6bqehefaodeuuboo6oybjq4 132 44 denotation denotation NN work_jqo6bqehefaodeuuboo6oybjq4 132 45 . . . work_jqo6bqehefaodeuuboo6oybjq4 133 1 197 197 CD work_jqo6bqehefaodeuuboo6oybjq4 133 2 Another another DT work_jqo6bqehefaodeuuboo6oybjq4 133 3 inference inference NN work_jqo6bqehefaodeuuboo6oybjq4 133 4 problem problem NN work_jqo6bqehefaodeuuboo6oybjq4 133 5 occurs occur VBZ work_jqo6bqehefaodeuuboo6oybjq4 133 6 during during IN work_jqo6bqehefaodeuuboo6oybjq4 133 7 train- train- JJ work_jqo6bqehefaodeuuboo6oybjq4 133 8 ing ing NNP work_jqo6bqehefaodeuuboo6oybjq4 133 9 : : : work_jqo6bqehefaodeuuboo6oybjq4 133 10 identify identify VB work_jqo6bqehefaodeuuboo6oybjq4 133 11 the the DT work_jqo6bqehefaodeuuboo6oybjq4 133 12 highest highest RBS work_jqo6bqehefaodeuuboo6oybjq4 133 13 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 133 14 scoring score VBG work_jqo6bqehefaodeuuboo6oybjq4 133 15 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 133 16 form form NN work_jqo6bqehefaodeuuboo6oybjq4 133 17 and and CC work_jqo6bqehefaodeuuboo6oybjq4 133 18 knowledge knowledge NN work_jqo6bqehefaodeuuboo6oybjq4 133 19 base base NN work_jqo6bqehefaodeuuboo6oybjq4 133 20 which which WDT work_jqo6bqehefaodeuuboo6oybjq4 133 21 produce produce VBP work_jqo6bqehefaodeuuboo6oybjq4 133 22 a a DT work_jqo6bqehefaodeuuboo6oybjq4 133 23 particular particular JJ work_jqo6bqehefaodeuuboo6oybjq4 133 24 denota- denota- JJ work_jqo6bqehefaodeuuboo6oybjq4 133 25 tion tion NN work_jqo6bqehefaodeuuboo6oybjq4 133 26 . . . work_jqo6bqehefaodeuuboo6oybjq4 134 1 Our -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 134 2 approximate approximate JJ work_jqo6bqehefaodeuuboo6oybjq4 134 3 inference inference NN work_jqo6bqehefaodeuuboo6oybjq4 134 4 algorithm algorithm NN work_jqo6bqehefaodeuuboo6oybjq4 134 5 for for IN work_jqo6bqehefaodeuuboo6oybjq4 134 6 this this DT work_jqo6bqehefaodeuuboo6oybjq4 134 7 problem problem NN work_jqo6bqehefaodeuuboo6oybjq4 134 8 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 134 9 described describe VBN work_jqo6bqehefaodeuuboo6oybjq4 134 10 in in IN work_jqo6bqehefaodeuuboo6oybjq4 134 11 Section section NN work_jqo6bqehefaodeuuboo6oybjq4 134 12 4.2 4.2 CD work_jqo6bqehefaodeuuboo6oybjq4 134 13 . . . work_jqo6bqehefaodeuuboo6oybjq4 135 1 4 4 LS work_jqo6bqehefaodeuuboo6oybjq4 135 2 Weakly Weakly NNP work_jqo6bqehefaodeuuboo6oybjq4 135 3 Supervised supervise VBN work_jqo6bqehefaodeuuboo6oybjq4 135 4 Parameter Parameter NNP work_jqo6bqehefaodeuuboo6oybjq4 135 5 Estimation Estimation NNP work_jqo6bqehefaodeuuboo6oybjq4 135 6 This this DT work_jqo6bqehefaodeuuboo6oybjq4 135 7 section section NN work_jqo6bqehefaodeuuboo6oybjq4 135 8 describes describe VBZ work_jqo6bqehefaodeuuboo6oybjq4 135 9 a a DT work_jqo6bqehefaodeuuboo6oybjq4 135 10 weakly weakly RB work_jqo6bqehefaodeuuboo6oybjq4 135 11 supervised supervise VBN work_jqo6bqehefaodeuuboo6oybjq4 135 12 training training NN work_jqo6bqehefaodeuuboo6oybjq4 135 13 procedure procedure NN work_jqo6bqehefaodeuuboo6oybjq4 135 14 for for IN work_jqo6bqehefaodeuuboo6oybjq4 135 15 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 135 16 , , , work_jqo6bqehefaodeuuboo6oybjq4 135 17 which which WDT work_jqo6bqehefaodeuuboo6oybjq4 135 18 estimates estimate VBZ work_jqo6bqehefaodeuuboo6oybjq4 135 19 parameters parameter NNS work_jqo6bqehefaodeuuboo6oybjq4 135 20 us- us- VBP work_jqo6bqehefaodeuuboo6oybjq4 135 21 ing e VBG work_jqo6bqehefaodeuuboo6oybjq4 135 22 a a DT work_jqo6bqehefaodeuuboo6oybjq4 135 23 corpus corpus NN work_jqo6bqehefaodeuuboo6oybjq4 135 24 of of IN work_jqo6bqehefaodeuuboo6oybjq4 135 25 sentences sentence NNS work_jqo6bqehefaodeuuboo6oybjq4 135 26 with with IN work_jqo6bqehefaodeuuboo6oybjq4 135 27 annotated annotate VBN work_jqo6bqehefaodeuuboo6oybjq4 135 28 denota- denota- JJ work_jqo6bqehefaodeuuboo6oybjq4 135 29 tions tion NNS work_jqo6bqehefaodeuuboo6oybjq4 135 30 . . . work_jqo6bqehefaodeuuboo6oybjq4 136 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 136 2 algorithm algorithm NN work_jqo6bqehefaodeuuboo6oybjq4 136 3 jointly jointly RB work_jqo6bqehefaodeuuboo6oybjq4 136 4 trains train VBZ work_jqo6bqehefaodeuuboo6oybjq4 136 5 both both DT work_jqo6bqehefaodeuuboo6oybjq4 136 6 the the DT work_jqo6bqehefaodeuuboo6oybjq4 136 7 pars- pars- NN work_jqo6bqehefaodeuuboo6oybjq4 136 8 ing ing NNP work_jqo6bqehefaodeuuboo6oybjq4 136 9 and and CC work_jqo6bqehefaodeuuboo6oybjq4 136 10 the the DT work_jqo6bqehefaodeuuboo6oybjq4 136 11 perception perception NN work_jqo6bqehefaodeuuboo6oybjq4 136 12 components component NNS work_jqo6bqehefaodeuuboo6oybjq4 136 13 of of IN work_jqo6bqehefaodeuuboo6oybjq4 136 14 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 136 15 to to TO work_jqo6bqehefaodeuuboo6oybjq4 136 16 best best RB work_jqo6bqehefaodeuuboo6oybjq4 136 17 predict predict VB work_jqo6bqehefaodeuuboo6oybjq4 136 18 the the DT work_jqo6bqehefaodeuuboo6oybjq4 136 19 denotations denotation NNS work_jqo6bqehefaodeuuboo6oybjq4 136 20 of of IN work_jqo6bqehefaodeuuboo6oybjq4 136 21 the the DT work_jqo6bqehefaodeuuboo6oybjq4 136 22 observed observed JJ work_jqo6bqehefaodeuuboo6oybjq4 136 23 training training NN work_jqo6bqehefaodeuuboo6oybjq4 136 24 sen- sen- NN work_jqo6bqehefaodeuuboo6oybjq4 136 25 tences tence NNS work_jqo6bqehefaodeuuboo6oybjq4 136 26 . . . work_jqo6bqehefaodeuuboo6oybjq4 137 1 Our -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 137 2 approach approach NN work_jqo6bqehefaodeuuboo6oybjq4 137 3 trains train VBZ work_jqo6bqehefaodeuuboo6oybjq4 137 4 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 137 5 as as IN work_jqo6bqehefaodeuuboo6oybjq4 137 6 a a DT work_jqo6bqehefaodeuuboo6oybjq4 137 7 maximum maximum JJ work_jqo6bqehefaodeuuboo6oybjq4 137 8 margin margin NN work_jqo6bqehefaodeuuboo6oybjq4 137 9 Markov Markov NNP work_jqo6bqehefaodeuuboo6oybjq4 137 10 network network NN work_jqo6bqehefaodeuuboo6oybjq4 137 11 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 137 12 the the DT work_jqo6bqehefaodeuuboo6oybjq4 137 13 stochastic stochastic JJ work_jqo6bqehefaodeuuboo6oybjq4 137 14 subgra- subgra- JJ work_jqo6bqehefaodeuuboo6oybjq4 137 15 dient dient NN work_jqo6bqehefaodeuuboo6oybjq4 137 16 method method NN work_jqo6bqehefaodeuuboo6oybjq4 137 17 . . . work_jqo6bqehefaodeuuboo6oybjq4 138 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 138 2 main main JJ work_jqo6bqehefaodeuuboo6oybjq4 138 3 difficulty difficulty NN work_jqo6bqehefaodeuuboo6oybjq4 138 4 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 138 5 computing compute VBG work_jqo6bqehefaodeuuboo6oybjq4 138 6 the the DT work_jqo6bqehefaodeuuboo6oybjq4 138 7 subgradient subgradient NN work_jqo6bqehefaodeuuboo6oybjq4 138 8 , , , work_jqo6bqehefaodeuuboo6oybjq4 138 9 which which WDT work_jqo6bqehefaodeuuboo6oybjq4 138 10 requires require VBZ work_jqo6bqehefaodeuuboo6oybjq4 138 11 computing computing NN work_jqo6bqehefaodeuuboo6oybjq4 138 12 values value NNS work_jqo6bqehefaodeuuboo6oybjq4 138 13 for for IN work_jqo6bqehefaodeuuboo6oybjq4 138 14 the the DT work_jqo6bqehefaodeuuboo6oybjq4 138 15 model model NN work_jqo6bqehefaodeuuboo6oybjq4 138 16 ’s ’s POS work_jqo6bqehefaodeuuboo6oybjq4 138 17 hidden hide VBN work_jqo6bqehefaodeuuboo6oybjq4 138 18 variables variable NNS work_jqo6bqehefaodeuuboo6oybjq4 138 19 , , , work_jqo6bqehefaodeuuboo6oybjq4 138 20 i.e. i.e. FW work_jqo6bqehefaodeuuboo6oybjq4 138 21 , , , work_jqo6bqehefaodeuuboo6oybjq4 138 22 the the DT work_jqo6bqehefaodeuuboo6oybjq4 138 23 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 138 24 knowl- knowl- NN work_jqo6bqehefaodeuuboo6oybjq4 138 25 edge edge NN work_jqo6bqehefaodeuuboo6oybjq4 138 26 base base NNP work_jqo6bqehefaodeuuboo6oybjq4 138 27 Γ Γ NNP work_jqo6bqehefaodeuuboo6oybjq4 138 28 and and CC work_jqo6bqehefaodeuuboo6oybjq4 138 29 semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 138 30 parse parse NN work_jqo6bqehefaodeuuboo6oybjq4 138 31 ` ` '' work_jqo6bqehefaodeuuboo6oybjq4 138 32 that that WDT work_jqo6bqehefaodeuuboo6oybjq4 138 33 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 138 34 responsi- responsi- JJ work_jqo6bqehefaodeuuboo6oybjq4 138 35 ble ble JJ work_jqo6bqehefaodeuuboo6oybjq4 138 36 for for IN work_jqo6bqehefaodeuuboo6oybjq4 138 37 the the DT work_jqo6bqehefaodeuuboo6oybjq4 138 38 model model NN work_jqo6bqehefaodeuuboo6oybjq4 138 39 ’s ’s POS work_jqo6bqehefaodeuuboo6oybjq4 138 40 prediction prediction NN work_jqo6bqehefaodeuuboo6oybjq4 138 41 . . . work_jqo6bqehefaodeuuboo6oybjq4 139 1 4.1 4.1 CD work_jqo6bqehefaodeuuboo6oybjq4 139 2 Stochastic stochastic JJ work_jqo6bqehefaodeuuboo6oybjq4 139 3 Subgradient Subgradient NNP work_jqo6bqehefaodeuuboo6oybjq4 139 4 Method Method NNP work_jqo6bqehefaodeuuboo6oybjq4 139 5 The the DT work_jqo6bqehefaodeuuboo6oybjq4 139 6 training training NN work_jqo6bqehefaodeuuboo6oybjq4 139 7 procedure procedure NN work_jqo6bqehefaodeuuboo6oybjq4 139 8 trains train VBZ work_jqo6bqehefaodeuuboo6oybjq4 139 9 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 139 10 as as IN work_jqo6bqehefaodeuuboo6oybjq4 139 11 a a DT work_jqo6bqehefaodeuuboo6oybjq4 139 12 maximum maximum JJ work_jqo6bqehefaodeuuboo6oybjq4 139 13 margin margin NN work_jqo6bqehefaodeuuboo6oybjq4 139 14 Markov Markov NNP work_jqo6bqehefaodeuuboo6oybjq4 139 15 network network NN work_jqo6bqehefaodeuuboo6oybjq4 139 16 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 139 17 Taskar Taskar NNP work_jqo6bqehefaodeuuboo6oybjq4 139 18 et et FW work_jqo6bqehefaodeuuboo6oybjq4 139 19 al al NNP work_jqo6bqehefaodeuuboo6oybjq4 139 20 . . NNP work_jqo6bqehefaodeuuboo6oybjq4 139 21 , , , work_jqo6bqehefaodeuuboo6oybjq4 139 22 2004 2004 CD work_jqo6bqehefaodeuuboo6oybjq4 139 23 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 139 24 , , , work_jqo6bqehefaodeuuboo6oybjq4 139 25 a a DT work_jqo6bqehefaodeuuboo6oybjq4 139 26 structured structured JJ work_jqo6bqehefaodeuuboo6oybjq4 139 27 analog analog NN work_jqo6bqehefaodeuuboo6oybjq4 139 28 of of IN work_jqo6bqehefaodeuuboo6oybjq4 139 29 a a DT work_jqo6bqehefaodeuuboo6oybjq4 139 30 support support NN work_jqo6bqehefaodeuuboo6oybjq4 139 31 vector vector NN work_jqo6bqehefaodeuuboo6oybjq4 139 32 machine machine NN work_jqo6bqehefaodeuuboo6oybjq4 139 33 . . . work_jqo6bqehefaodeuuboo6oybjq4 140 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 140 2 training training NN work_jqo6bqehefaodeuuboo6oybjq4 140 3 data datum NNS work_jqo6bqehefaodeuuboo6oybjq4 140 4 for for IN work_jqo6bqehefaodeuuboo6oybjq4 140 5 our -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 140 6 weakly weakly RB work_jqo6bqehefaodeuuboo6oybjq4 140 7 supervised supervise VBN work_jqo6bqehefaodeuuboo6oybjq4 140 8 algorithm algorithm NNP work_jqo6bqehefaodeuuboo6oybjq4 140 9 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 140 10 a a DT work_jqo6bqehefaodeuuboo6oybjq4 140 11 collection collection NN work_jqo6bqehefaodeuuboo6oybjq4 140 12 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 140 13 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 140 14 zi zi NNP work_jqo6bqehefaodeuuboo6oybjq4 140 15 , , , work_jqo6bqehefaodeuuboo6oybjq4 140 16 γi γi NNP work_jqo6bqehefaodeuuboo6oybjq4 140 17 , , , work_jqo6bqehefaodeuuboo6oybjq4 140 18 di)}ni=1 di)}ni=1 UH work_jqo6bqehefaodeuuboo6oybjq4 140 19 , , , work_jqo6bqehefaodeuuboo6oybjq4 140 20 consisting consist VBG work_jqo6bqehefaodeuuboo6oybjq4 140 21 of of IN work_jqo6bqehefaodeuuboo6oybjq4 140 22 language language NN work_jqo6bqehefaodeuuboo6oybjq4 140 23 zi zi NN work_jqo6bqehefaodeuuboo6oybjq4 140 24 paired pair VBN work_jqo6bqehefaodeuuboo6oybjq4 140 25 with with IN work_jqo6bqehefaodeuuboo6oybjq4 140 26 its -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 140 27 denotation denotation NN work_jqo6bqehefaodeuuboo6oybjq4 140 28 γi γi NNP work_jqo6bqehefaodeuuboo6oybjq4 140 29 in in IN work_jqo6bqehefaodeuuboo6oybjq4 140 30 environment environment NN work_jqo6bqehefaodeuuboo6oybjq4 140 31 di di NNP work_jqo6bqehefaodeuuboo6oybjq4 140 32 . . . work_jqo6bqehefaodeuuboo6oybjq4 141 1 Given give VBN work_jqo6bqehefaodeuuboo6oybjq4 141 2 this this DT work_jqo6bqehefaodeuuboo6oybjq4 141 3 data data NN work_jqo6bqehefaodeuuboo6oybjq4 141 4 , , , work_jqo6bqehefaodeuuboo6oybjq4 141 5 the the DT work_jqo6bqehefaodeuuboo6oybjq4 141 6 parameters parameter NNS work_jqo6bqehefaodeuuboo6oybjq4 141 7 θ θ NNP work_jqo6bqehefaodeuuboo6oybjq4 141 8 = = SYM work_jqo6bqehefaodeuuboo6oybjq4 141 9 [ [ -LRB- work_jqo6bqehefaodeuuboo6oybjq4 141 10 θprs θpr NNS work_jqo6bqehefaodeuuboo6oybjq4 141 11 , , , work_jqo6bqehefaodeuuboo6oybjq4 141 12 θper θper NN work_jqo6bqehefaodeuuboo6oybjq4 141 13 ] ] -RRB- work_jqo6bqehefaodeuuboo6oybjq4 141 14 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 141 15 estimated estimate VBN work_jqo6bqehefaodeuuboo6oybjq4 141 16 by by IN work_jqo6bqehefaodeuuboo6oybjq4 141 17 minimizing minimize VBG work_jqo6bqehefaodeuuboo6oybjq4 141 18 the the DT work_jqo6bqehefaodeuuboo6oybjq4 141 19 following follow VBG work_jqo6bqehefaodeuuboo6oybjq4 141 20 objective objective JJ work_jqo6bqehefaodeuuboo6oybjq4 141 21 function function NN work_jqo6bqehefaodeuuboo6oybjq4 141 22 : : : work_jqo6bqehefaodeuuboo6oybjq4 141 23 O(θ o(θ LS work_jqo6bqehefaodeuuboo6oybjq4 141 24 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 141 25 = = NFP work_jqo6bqehefaodeuuboo6oybjq4 141 26 λ λ NNP work_jqo6bqehefaodeuuboo6oybjq4 141 27 2 2 CD work_jqo6bqehefaodeuuboo6oybjq4 141 28 ||θ||2 ||θ||2 NNP work_jqo6bqehefaodeuuboo6oybjq4 141 29 + + DT work_jqo6bqehefaodeuuboo6oybjq4 141 30 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 141 31 n n CC work_jqo6bqehefaodeuuboo6oybjq4 141 32 [ [ -LRB- work_jqo6bqehefaodeuuboo6oybjq4 141 33 n∑ n∑ NN work_jqo6bqehefaodeuuboo6oybjq4 141 34 i=1 i=1 NNS work_jqo6bqehefaodeuuboo6oybjq4 141 35 ζi ζi NNP work_jqo6bqehefaodeuuboo6oybjq4 141 36 ] ] -RRB- work_jqo6bqehefaodeuuboo6oybjq4 141 37 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 141 38 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 141 39 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 141 40 where where WRB work_jqo6bqehefaodeuuboo6oybjq4 141 41 λ λ PRP work_jqo6bqehefaodeuuboo6oybjq4 141 42 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 141 43 a a DT work_jqo6bqehefaodeuuboo6oybjq4 141 44 regularization regularization NN work_jqo6bqehefaodeuuboo6oybjq4 141 45 parameter parameter NN work_jqo6bqehefaodeuuboo6oybjq4 141 46 that that WDT work_jqo6bqehefaodeuuboo6oybjq4 141 47 controls control VBZ work_jqo6bqehefaodeuuboo6oybjq4 141 48 the the DT work_jqo6bqehefaodeuuboo6oybjq4 141 49 trade trade NN work_jqo6bqehefaodeuuboo6oybjq4 141 50 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 141 51 off off NN work_jqo6bqehefaodeuuboo6oybjq4 141 52 between between IN work_jqo6bqehefaodeuuboo6oybjq4 141 53 model model NN work_jqo6bqehefaodeuuboo6oybjq4 141 54 complexity complexity NN work_jqo6bqehefaodeuuboo6oybjq4 141 55 and and CC work_jqo6bqehefaodeuuboo6oybjq4 141 56 slack slack NN work_jqo6bqehefaodeuuboo6oybjq4 141 57 penalties penalty NNS work_jqo6bqehefaodeuuboo6oybjq4 141 58 . . . work_jqo6bqehefaodeuuboo6oybjq4 142 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 142 2 slack slack NN work_jqo6bqehefaodeuuboo6oybjq4 142 3 variable variable NN work_jqo6bqehefaodeuuboo6oybjq4 142 4 ζi ζi NNP work_jqo6bqehefaodeuuboo6oybjq4 142 5 represents represent VBZ work_jqo6bqehefaodeuuboo6oybjq4 142 6 a a DT work_jqo6bqehefaodeuuboo6oybjq4 142 7 margin margin NN work_jqo6bqehefaodeuuboo6oybjq4 142 8 violation violation NN work_jqo6bqehefaodeuuboo6oybjq4 142 9 penalty penalty NN work_jqo6bqehefaodeuuboo6oybjq4 142 10 for for IN work_jqo6bqehefaodeuuboo6oybjq4 142 11 the the DT work_jqo6bqehefaodeuuboo6oybjq4 142 12 ith ith NNP work_jqo6bqehefaodeuuboo6oybjq4 142 13 training training NN work_jqo6bqehefaodeuuboo6oybjq4 142 14 example example NN work_jqo6bqehefaodeuuboo6oybjq4 142 15 , , , work_jqo6bqehefaodeuuboo6oybjq4 142 16 de- de- RB work_jqo6bqehefaodeuuboo6oybjq4 142 17 fined fine VBD work_jqo6bqehefaodeuuboo6oybjq4 142 18 as as IN work_jqo6bqehefaodeuuboo6oybjq4 142 19 : : : work_jqo6bqehefaodeuuboo6oybjq4 142 20 ζi ζi NNP work_jqo6bqehefaodeuuboo6oybjq4 142 21 = = SYM work_jqo6bqehefaodeuuboo6oybjq4 142 22 max max NNP work_jqo6bqehefaodeuuboo6oybjq4 142 23 γ γ NNP work_jqo6bqehefaodeuuboo6oybjq4 142 24 , , , work_jqo6bqehefaodeuuboo6oybjq4 142 25 Γ,`,t Γ,`,t NNP work_jqo6bqehefaodeuuboo6oybjq4 142 26 [ [ -LRB- work_jqo6bqehefaodeuuboo6oybjq4 142 27 f(γ f(γ CD work_jqo6bqehefaodeuuboo6oybjq4 142 28 , , , work_jqo6bqehefaodeuuboo6oybjq4 142 29 Γ,`,t Γ,`,t NNP work_jqo6bqehefaodeuuboo6oybjq4 142 30 , , , work_jqo6bqehefaodeuuboo6oybjq4 142 31 zi zi NNP work_jqo6bqehefaodeuuboo6oybjq4 142 32 , , , work_jqo6bqehefaodeuuboo6oybjq4 142 33 di di NNP work_jqo6bqehefaodeuuboo6oybjq4 142 34 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 142 35 θ θ NNP work_jqo6bqehefaodeuuboo6oybjq4 142 36 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 142 37 + + CC work_jqo6bqehefaodeuuboo6oybjq4 142 38 cost(γ cost(γ NNP work_jqo6bqehefaodeuuboo6oybjq4 142 39 , , , work_jqo6bqehefaodeuuboo6oybjq4 142 40 γi γi NNP work_jqo6bqehefaodeuuboo6oybjq4 142 41 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 142 42 ] ] -RRB- work_jqo6bqehefaodeuuboo6oybjq4 142 43 − − NNP work_jqo6bqehefaodeuuboo6oybjq4 142 44 max max NNP work_jqo6bqehefaodeuuboo6oybjq4 142 45 Γ,`,t γ,`,t NN work_jqo6bqehefaodeuuboo6oybjq4 142 46 f(γi f(γi NNP work_jqo6bqehefaodeuuboo6oybjq4 142 47 , , , work_jqo6bqehefaodeuuboo6oybjq4 142 48 Γ,`,t Γ,`,t NNP work_jqo6bqehefaodeuuboo6oybjq4 142 49 , , , work_jqo6bqehefaodeuuboo6oybjq4 142 50 zi zi NNP work_jqo6bqehefaodeuuboo6oybjq4 142 51 , , , work_jqo6bqehefaodeuuboo6oybjq4 142 52 di di NNP work_jqo6bqehefaodeuuboo6oybjq4 142 53 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 142 54 θ θ NNP work_jqo6bqehefaodeuuboo6oybjq4 142 55 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 142 56 The the DT work_jqo6bqehefaodeuuboo6oybjq4 142 57 above above JJ work_jqo6bqehefaodeuuboo6oybjq4 142 58 expression expression NN work_jqo6bqehefaodeuuboo6oybjq4 142 59 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 142 60 the the DT work_jqo6bqehefaodeuuboo6oybjq4 142 61 structured structured JJ work_jqo6bqehefaodeuuboo6oybjq4 142 62 counterpart counterpart NN work_jqo6bqehefaodeuuboo6oybjq4 142 63 of of IN work_jqo6bqehefaodeuuboo6oybjq4 142 64 the the DT work_jqo6bqehefaodeuuboo6oybjq4 142 65 hinge hinge NN work_jqo6bqehefaodeuuboo6oybjq4 142 66 loss loss NN work_jqo6bqehefaodeuuboo6oybjq4 142 67 , , , work_jqo6bqehefaodeuuboo6oybjq4 142 68 where where WRB work_jqo6bqehefaodeuuboo6oybjq4 142 69 cost(γ cost(γ NNP work_jqo6bqehefaodeuuboo6oybjq4 142 70 , , , work_jqo6bqehefaodeuuboo6oybjq4 142 71 γi γi NNP work_jqo6bqehefaodeuuboo6oybjq4 142 72 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 142 73 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 142 74 the the DT work_jqo6bqehefaodeuuboo6oybjq4 142 75 margin margin NN work_jqo6bqehefaodeuuboo6oybjq4 142 76 by by IN work_jqo6bqehefaodeuuboo6oybjq4 142 77 which which WDT work_jqo6bqehefaodeuuboo6oybjq4 142 78 γi γi NNP work_jqo6bqehefaodeuuboo6oybjq4 142 79 ’s ’s NNP work_jqo6bqehefaodeuuboo6oybjq4 142 80 score score NN work_jqo6bqehefaodeuuboo6oybjq4 142 81 must must MD work_jqo6bqehefaodeuuboo6oybjq4 142 82 exceed exceed VB work_jqo6bqehefaodeuuboo6oybjq4 142 83 γ γ NNP work_jqo6bqehefaodeuuboo6oybjq4 142 84 ’s ’s NN work_jqo6bqehefaodeuuboo6oybjq4 142 85 score score NN work_jqo6bqehefaodeuuboo6oybjq4 142 86 . . . work_jqo6bqehefaodeuuboo6oybjq4 143 1 We -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 143 2 let let VBP work_jqo6bqehefaodeuuboo6oybjq4 143 3 cost(γ cost(γ NNP work_jqo6bqehefaodeuuboo6oybjq4 143 4 , , , work_jqo6bqehefaodeuuboo6oybjq4 143 5 γi γi NNP work_jqo6bqehefaodeuuboo6oybjq4 143 6 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 143 7 be be VB work_jqo6bqehefaodeuuboo6oybjq4 143 8 the the DT work_jqo6bqehefaodeuuboo6oybjq4 143 9 Hamming Hamming NNP work_jqo6bqehefaodeuuboo6oybjq4 143 10 cost cost NN work_jqo6bqehefaodeuuboo6oybjq4 143 11 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 143 12 it -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 143 13 adds add VBZ work_jqo6bqehefaodeuuboo6oybjq4 143 14 a a DT work_jqo6bqehefaodeuuboo6oybjq4 143 15 cost cost NN work_jqo6bqehefaodeuuboo6oybjq4 143 16 of of IN work_jqo6bqehefaodeuuboo6oybjq4 143 17 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 143 18 for for IN work_jqo6bqehefaodeuuboo6oybjq4 143 19 each each DT work_jqo6bqehefaodeuuboo6oybjq4 143 20 entity entity NN work_jqo6bqehefaodeuuboo6oybjq4 143 21 e e NN work_jqo6bqehefaodeuuboo6oybjq4 143 22 such such JJ work_jqo6bqehefaodeuuboo6oybjq4 143 23 that that IN work_jqo6bqehefaodeuuboo6oybjq4 143 24 γi(e γi(e NNP work_jqo6bqehefaodeuuboo6oybjq4 143 25 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 143 26 6= 6= NNP work_jqo6bqehefaodeuuboo6oybjq4 143 27 γ(e γ(e NNP work_jqo6bqehefaodeuuboo6oybjq4 143 28 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 143 29 . . . work_jqo6bqehefaodeuuboo6oybjq4 144 1 We -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 144 2 optimize optimize VBP work_jqo6bqehefaodeuuboo6oybjq4 144 3 this this DT work_jqo6bqehefaodeuuboo6oybjq4 144 4 objective objective NN work_jqo6bqehefaodeuuboo6oybjq4 144 5 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 144 6 the the DT work_jqo6bqehefaodeuuboo6oybjq4 144 7 stochastic stochastic JJ work_jqo6bqehefaodeuuboo6oybjq4 144 8 subgradient subgradient NN work_jqo6bqehefaodeuuboo6oybjq4 144 9 method method NN work_jqo6bqehefaodeuuboo6oybjq4 144 10 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 144 11 Ratliff Ratliff NNP work_jqo6bqehefaodeuuboo6oybjq4 144 12 et et FW work_jqo6bqehefaodeuuboo6oybjq4 144 13 al al NNP work_jqo6bqehefaodeuuboo6oybjq4 144 14 . . NNP work_jqo6bqehefaodeuuboo6oybjq4 144 15 , , , work_jqo6bqehefaodeuuboo6oybjq4 144 16 2006 2006 CD work_jqo6bqehefaodeuuboo6oybjq4 144 17 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 144 18 . . . work_jqo6bqehefaodeuuboo6oybjq4 145 1 To to TO work_jqo6bqehefaodeuuboo6oybjq4 145 2 com- com- RB work_jqo6bqehefaodeuuboo6oybjq4 145 3 pute pute VB work_jqo6bqehefaodeuuboo6oybjq4 145 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 145 5 subgradient subgradient NN work_jqo6bqehefaodeuuboo6oybjq4 145 6 gi gi NNP work_jqo6bqehefaodeuuboo6oybjq4 145 7 , , , work_jqo6bqehefaodeuuboo6oybjq4 145 8 first first RB work_jqo6bqehefaodeuuboo6oybjq4 145 9 compute compute VB work_jqo6bqehefaodeuuboo6oybjq4 145 10 the the DT work_jqo6bqehefaodeuuboo6oybjq4 145 11 highest- highest- FW work_jqo6bqehefaodeuuboo6oybjq4 145 12 scoring score VBG work_jqo6bqehefaodeuuboo6oybjq4 145 13 assignments assignment NNS work_jqo6bqehefaodeuuboo6oybjq4 145 14 to to IN work_jqo6bqehefaodeuuboo6oybjq4 145 15 the the DT work_jqo6bqehefaodeuuboo6oybjq4 145 16 model model NN work_jqo6bqehefaodeuuboo6oybjq4 145 17 ’s ’s POS work_jqo6bqehefaodeuuboo6oybjq4 145 18 hidden hide VBN work_jqo6bqehefaodeuuboo6oybjq4 145 19 variables variable NNS work_jqo6bqehefaodeuuboo6oybjq4 145 20 : : : work_jqo6bqehefaodeuuboo6oybjq4 145 21 γ̂ γ̂ NNP work_jqo6bqehefaodeuuboo6oybjq4 145 22 , , , work_jqo6bqehefaodeuuboo6oybjq4 145 23 Γ̂ γ̂ NN work_jqo6bqehefaodeuuboo6oybjq4 145 24 , , , work_jqo6bqehefaodeuuboo6oybjq4 145 25 ˆ̀ ˆ̀ FW work_jqo6bqehefaodeuuboo6oybjq4 145 26 , , , work_jqo6bqehefaodeuuboo6oybjq4 145 27 t̂ t̂ NNP work_jqo6bqehefaodeuuboo6oybjq4 145 28 ←arg ←arg IN work_jqo6bqehefaodeuuboo6oybjq4 145 29 max max NNP work_jqo6bqehefaodeuuboo6oybjq4 145 30 γ γ NNP work_jqo6bqehefaodeuuboo6oybjq4 145 31 , , , work_jqo6bqehefaodeuuboo6oybjq4 145 32 Γ,`,t Γ,`,t NNP work_jqo6bqehefaodeuuboo6oybjq4 145 33 f(γ f(γ NNP work_jqo6bqehefaodeuuboo6oybjq4 145 34 , , , work_jqo6bqehefaodeuuboo6oybjq4 145 35 Γ,`,t Γ,`,t NNP work_jqo6bqehefaodeuuboo6oybjq4 145 36 , , , work_jqo6bqehefaodeuuboo6oybjq4 145 37 zi zi NNP work_jqo6bqehefaodeuuboo6oybjq4 145 38 , , , work_jqo6bqehefaodeuuboo6oybjq4 145 39 di di NNP work_jqo6bqehefaodeuuboo6oybjq4 145 40 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 145 41 θj θj NNP work_jqo6bqehefaodeuuboo6oybjq4 145 42 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 145 43 + + CC work_jqo6bqehefaodeuuboo6oybjq4 145 44 cost(γ cost(γ NNP work_jqo6bqehefaodeuuboo6oybjq4 145 45 , , , work_jqo6bqehefaodeuuboo6oybjq4 145 46 γi γi NNP work_jqo6bqehefaodeuuboo6oybjq4 145 47 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 145 48 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 145 49 2 2 LS work_jqo6bqehefaodeuuboo6oybjq4 145 50 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 145 51 Γ∗,`∗ Γ∗,`∗ NNP work_jqo6bqehefaodeuuboo6oybjq4 145 52 , , , work_jqo6bqehefaodeuuboo6oybjq4 145 53 t∗ t∗ NN work_jqo6bqehefaodeuuboo6oybjq4 145 54 ←arg ←arg DT work_jqo6bqehefaodeuuboo6oybjq4 145 55 max max NNP work_jqo6bqehefaodeuuboo6oybjq4 145 56 Γ,`,t Γ,`,t NNP work_jqo6bqehefaodeuuboo6oybjq4 145 57 f(γi f(γi NNP work_jqo6bqehefaodeuuboo6oybjq4 145 58 , , , work_jqo6bqehefaodeuuboo6oybjq4 145 59 Γ,`,t Γ,`,t NNP work_jqo6bqehefaodeuuboo6oybjq4 145 60 , , , work_jqo6bqehefaodeuuboo6oybjq4 145 61 zi zi NNP work_jqo6bqehefaodeuuboo6oybjq4 145 62 , , , work_jqo6bqehefaodeuuboo6oybjq4 145 63 di di NNP work_jqo6bqehefaodeuuboo6oybjq4 145 64 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 145 65 θj θj NNP work_jqo6bqehefaodeuuboo6oybjq4 145 66 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 145 67 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 145 68 3 3 LS work_jqo6bqehefaodeuuboo6oybjq4 145 69 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 145 70 The the DT work_jqo6bqehefaodeuuboo6oybjq4 145 71 first first JJ work_jqo6bqehefaodeuuboo6oybjq4 145 72 set set NN work_jqo6bqehefaodeuuboo6oybjq4 145 73 of of IN work_jqo6bqehefaodeuuboo6oybjq4 145 74 values value NNS work_jqo6bqehefaodeuuboo6oybjq4 145 75 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 145 76 e.g. e.g. RB work_jqo6bqehefaodeuuboo6oybjq4 145 77 , , , work_jqo6bqehefaodeuuboo6oybjq4 145 78 ˆ̀ ˆ̀ NN work_jqo6bqehefaodeuuboo6oybjq4 145 79 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 145 80 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 145 81 the the DT work_jqo6bqehefaodeuuboo6oybjq4 145 82 best good JJS work_jqo6bqehefaodeuuboo6oybjq4 145 83 ex- ex- DT work_jqo6bqehefaodeuuboo6oybjq4 145 84 planation planation NN work_jqo6bqehefaodeuuboo6oybjq4 145 85 for for IN work_jqo6bqehefaodeuuboo6oybjq4 145 86 the the DT work_jqo6bqehefaodeuuboo6oybjq4 145 87 denotation denotation NN work_jqo6bqehefaodeuuboo6oybjq4 145 88 γ̂ γ̂ NNP work_jqo6bqehefaodeuuboo6oybjq4 145 89 which which WDT work_jqo6bqehefaodeuuboo6oybjq4 145 90 most most RBS work_jqo6bqehefaodeuuboo6oybjq4 145 91 violates violate VBZ work_jqo6bqehefaodeuuboo6oybjq4 145 92 the the DT work_jqo6bqehefaodeuuboo6oybjq4 145 93 margin margin NN work_jqo6bqehefaodeuuboo6oybjq4 145 94 constraint constraint NN work_jqo6bqehefaodeuuboo6oybjq4 145 95 . . . work_jqo6bqehefaodeuuboo6oybjq4 146 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 146 2 second second JJ work_jqo6bqehefaodeuuboo6oybjq4 146 3 set set NN work_jqo6bqehefaodeuuboo6oybjq4 146 4 of of IN work_jqo6bqehefaodeuuboo6oybjq4 146 5 values value NNS work_jqo6bqehefaodeuuboo6oybjq4 146 6 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 146 7 e.g. e.g. RB work_jqo6bqehefaodeuuboo6oybjq4 146 8 , , , work_jqo6bqehefaodeuuboo6oybjq4 146 9 ` ` '' work_jqo6bqehefaodeuuboo6oybjq4 146 10 ∗ ∗ NNP work_jqo6bqehefaodeuuboo6oybjq4 146 11 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 146 12 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 146 13 the the DT work_jqo6bqehefaodeuuboo6oybjq4 146 14 best good JJS work_jqo6bqehefaodeuuboo6oybjq4 146 15 explanation explanation NN work_jqo6bqehefaodeuuboo6oybjq4 146 16 for for IN work_jqo6bqehefaodeuuboo6oybjq4 146 17 the the DT work_jqo6bqehefaodeuuboo6oybjq4 146 18 true true JJ work_jqo6bqehefaodeuuboo6oybjq4 146 19 de- de- NN work_jqo6bqehefaodeuuboo6oybjq4 146 20 notation notation NN work_jqo6bqehefaodeuuboo6oybjq4 146 21 γi γi NNP work_jqo6bqehefaodeuuboo6oybjq4 146 22 . . . work_jqo6bqehefaodeuuboo6oybjq4 147 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 147 2 subgradient subgradient JJ work_jqo6bqehefaodeuuboo6oybjq4 147 3 update update NN work_jqo6bqehefaodeuuboo6oybjq4 147 4 increases increase VBZ work_jqo6bqehefaodeuuboo6oybjq4 147 5 the the DT work_jqo6bqehefaodeuuboo6oybjq4 147 6 weights weight NNS work_jqo6bqehefaodeuuboo6oybjq4 147 7 of of IN work_jqo6bqehefaodeuuboo6oybjq4 147 8 features feature NNS work_jqo6bqehefaodeuuboo6oybjq4 147 9 that that WDT work_jqo6bqehefaodeuuboo6oybjq4 147 10 explain explain VBP work_jqo6bqehefaodeuuboo6oybjq4 147 11 the the DT work_jqo6bqehefaodeuuboo6oybjq4 147 12 true true JJ work_jqo6bqehefaodeuuboo6oybjq4 147 13 denotation denotation NN work_jqo6bqehefaodeuuboo6oybjq4 147 14 , , , work_jqo6bqehefaodeuuboo6oybjq4 147 15 while while IN work_jqo6bqehefaodeuuboo6oybjq4 147 16 decreasing decrease VBG work_jqo6bqehefaodeuuboo6oybjq4 147 17 the the DT work_jqo6bqehefaodeuuboo6oybjq4 147 18 weights weight NNS work_jqo6bqehefaodeuuboo6oybjq4 147 19 of of IN work_jqo6bqehefaodeuuboo6oybjq4 147 20 features feature NNS work_jqo6bqehefaodeuuboo6oybjq4 147 21 that that WDT work_jqo6bqehefaodeuuboo6oybjq4 147 22 explain explain VBP work_jqo6bqehefaodeuuboo6oybjq4 147 23 the the DT work_jqo6bqehefaodeuuboo6oybjq4 147 24 denotation denotation NN work_jqo6bqehefaodeuuboo6oybjq4 147 25 violating violate VBG work_jqo6bqehefaodeuuboo6oybjq4 147 26 the the DT work_jqo6bqehefaodeuuboo6oybjq4 147 27 margin margin NN work_jqo6bqehefaodeuuboo6oybjq4 147 28 . . . work_jqo6bqehefaodeuuboo6oybjq4 148 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 148 2 subgradi- subgradi- NN work_jqo6bqehefaodeuuboo6oybjq4 148 3 ent ent NN work_jqo6bqehefaodeuuboo6oybjq4 148 4 factors factor NNS work_jqo6bqehefaodeuuboo6oybjq4 148 5 into into IN work_jqo6bqehefaodeuuboo6oybjq4 148 6 parsing parsing NN work_jqo6bqehefaodeuuboo6oybjq4 148 7 and and CC work_jqo6bqehefaodeuuboo6oybjq4 148 8 perception perception NN work_jqo6bqehefaodeuuboo6oybjq4 148 9 components component NNS work_jqo6bqehefaodeuuboo6oybjq4 148 10 : : : work_jqo6bqehefaodeuuboo6oybjq4 148 11 gi gi NN work_jqo6bqehefaodeuuboo6oybjq4 148 12 = = NFP work_jqo6bqehefaodeuuboo6oybjq4 148 13 [ [ -LRB- work_jqo6bqehefaodeuuboo6oybjq4 148 14 giprs gipr NNS work_jqo6bqehefaodeuuboo6oybjq4 148 15 , , , work_jqo6bqehefaodeuuboo6oybjq4 148 16 g g NNP work_jqo6bqehefaodeuuboo6oybjq4 148 17 i i NNP work_jqo6bqehefaodeuuboo6oybjq4 148 18 per per IN work_jqo6bqehefaodeuuboo6oybjq4 148 19 ] ] -RRB- work_jqo6bqehefaodeuuboo6oybjq4 148 20 . . . work_jqo6bqehefaodeuuboo6oybjq4 149 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 149 2 parsing parsing JJ work_jqo6bqehefaodeuuboo6oybjq4 149 3 subgradient subgradient NN work_jqo6bqehefaodeuuboo6oybjq4 149 4 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 149 5 : : : work_jqo6bqehefaodeuuboo6oybjq4 149 6 giprs giprs NNP work_jqo6bqehefaodeuuboo6oybjq4 149 7 = = SYM work_jqo6bqehefaodeuuboo6oybjq4 149 8 φprs φprs NNP work_jqo6bqehefaodeuuboo6oybjq4 149 9 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 149 10 ˆ̀ ˆ̀ FW work_jqo6bqehefaodeuuboo6oybjq4 149 11 , , , work_jqo6bqehefaodeuuboo6oybjq4 149 12 t̂,zi t̂,zi NNP work_jqo6bqehefaodeuuboo6oybjq4 149 13 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 149 14 − − NNP work_jqo6bqehefaodeuuboo6oybjq4 149 15 φprs(`∗ φprs(`∗ NNPS work_jqo6bqehefaodeuuboo6oybjq4 149 16 , , , work_jqo6bqehefaodeuuboo6oybjq4 149 17 t∗,zi t∗,zi NNP work_jqo6bqehefaodeuuboo6oybjq4 149 18 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 149 19 The the DT work_jqo6bqehefaodeuuboo6oybjq4 149 20 subgradient subgradient NN work_jqo6bqehefaodeuuboo6oybjq4 149 21 of of IN work_jqo6bqehefaodeuuboo6oybjq4 149 22 the the DT work_jqo6bqehefaodeuuboo6oybjq4 149 23 perception perception NN work_jqo6bqehefaodeuuboo6oybjq4 149 24 parameters parameter VBZ work_jqo6bqehefaodeuuboo6oybjq4 149 25 θper θper NN work_jqo6bqehefaodeuuboo6oybjq4 149 26 factors factor NNS work_jqo6bqehefaodeuuboo6oybjq4 149 27 into into IN work_jqo6bqehefaodeuuboo6oybjq4 149 28 subgradients subgradient NNS work_jqo6bqehefaodeuuboo6oybjq4 149 29 of of IN work_jqo6bqehefaodeuuboo6oybjq4 149 30 the the DT work_jqo6bqehefaodeuuboo6oybjq4 149 31 category category NN work_jqo6bqehefaodeuuboo6oybjq4 149 32 and and CC work_jqo6bqehefaodeuuboo6oybjq4 149 33 relation relation NN work_jqo6bqehefaodeuuboo6oybjq4 149 34 classifier classifier NN work_jqo6bqehefaodeuuboo6oybjq4 149 35 parameters parameter NNS work_jqo6bqehefaodeuuboo6oybjq4 149 36 . . . work_jqo6bqehefaodeuuboo6oybjq4 150 1 Recall recall VB work_jqo6bqehefaodeuuboo6oybjq4 150 2 that that DT work_jqo6bqehefaodeuuboo6oybjq4 150 3 θper θper NN work_jqo6bqehefaodeuuboo6oybjq4 150 4 = = NFP work_jqo6bqehefaodeuuboo6oybjq4 150 5 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 150 6 θcper θcper NN work_jqo6bqehefaodeuuboo6oybjq4 150 7 : : : work_jqo6bqehefaodeuuboo6oybjq4 150 8 c c LS work_jqo6bqehefaodeuuboo6oybjq4 150 9 ∈ ∈ NNP work_jqo6bqehefaodeuuboo6oybjq4 150 10 C}∪{θrper C}∪{θrper NNP work_jqo6bqehefaodeuuboo6oybjq4 150 11 : : : work_jqo6bqehefaodeuuboo6oybjq4 150 12 r r LS work_jqo6bqehefaodeuuboo6oybjq4 150 13 ∈ ∈ NNP work_jqo6bqehefaodeuuboo6oybjq4 150 14 R R NNP work_jqo6bqehefaodeuuboo6oybjq4 150 15 } } -RRB- work_jqo6bqehefaodeuuboo6oybjq4 150 16 . . . work_jqo6bqehefaodeuuboo6oybjq4 151 1 Let let VB work_jqo6bqehefaodeuuboo6oybjq4 151 2 γ̂c γ̂c NNP work_jqo6bqehefaodeuuboo6oybjq4 151 3 ∈ ∈ JJ work_jqo6bqehefaodeuuboo6oybjq4 151 4 Γ̂ γ̂ NN work_jqo6bqehefaodeuuboo6oybjq4 151 5 be be VB work_jqo6bqehefaodeuuboo6oybjq4 151 6 the the DT work_jqo6bqehefaodeuuboo6oybjq4 151 7 best good JJS work_jqo6bqehefaodeuuboo6oybjq4 151 8 margin- margin- JJ work_jqo6bqehefaodeuuboo6oybjq4 151 9 violating violate VBG work_jqo6bqehefaodeuuboo6oybjq4 151 10 set set NN work_jqo6bqehefaodeuuboo6oybjq4 151 11 of of IN work_jqo6bqehefaodeuuboo6oybjq4 151 12 entities entity NNS work_jqo6bqehefaodeuuboo6oybjq4 151 13 for for IN work_jqo6bqehefaodeuuboo6oybjq4 151 14 c c NN work_jqo6bqehefaodeuuboo6oybjq4 151 15 , , , work_jqo6bqehefaodeuuboo6oybjq4 151 16 and and CC work_jqo6bqehefaodeuuboo6oybjq4 151 17 γc∗ γc∗ VBZ work_jqo6bqehefaodeuuboo6oybjq4 151 18 ∈ ∈ JJ work_jqo6bqehefaodeuuboo6oybjq4 151 19 Γ∗ Γ∗ NNS work_jqo6bqehefaodeuuboo6oybjq4 151 20 be be VBP work_jqo6bqehefaodeuuboo6oybjq4 151 21 the the DT work_jqo6bqehefaodeuuboo6oybjq4 151 22 best good JJS work_jqo6bqehefaodeuuboo6oybjq4 151 23 truth truth NN work_jqo6bqehefaodeuuboo6oybjq4 151 24 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 151 25 explaining explain VBG work_jqo6bqehefaodeuuboo6oybjq4 151 26 set set NN work_jqo6bqehefaodeuuboo6oybjq4 151 27 of of IN work_jqo6bqehefaodeuuboo6oybjq4 151 28 entities entity NNS work_jqo6bqehefaodeuuboo6oybjq4 151 29 . . . work_jqo6bqehefaodeuuboo6oybjq4 152 1 Similarly similarly RB work_jqo6bqehefaodeuuboo6oybjq4 152 2 define define VB work_jqo6bqehefaodeuuboo6oybjq4 152 3 γ̂r γ̂r NNP work_jqo6bqehefaodeuuboo6oybjq4 152 4 and and CC work_jqo6bqehefaodeuuboo6oybjq4 152 5 γr∗. γr∗. NNP work_jqo6bqehefaodeuuboo6oybjq4 153 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 153 2 subgradients subgradient NNS work_jqo6bqehefaodeuuboo6oybjq4 153 3 of of IN work_jqo6bqehefaodeuuboo6oybjq4 153 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 153 5 category category NN work_jqo6bqehefaodeuuboo6oybjq4 153 6 and and CC work_jqo6bqehefaodeuuboo6oybjq4 153 7 relation relation NN work_jqo6bqehefaodeuuboo6oybjq4 153 8 classifier classifier NN work_jqo6bqehefaodeuuboo6oybjq4 153 9 parameters parameter NNS work_jqo6bqehefaodeuuboo6oybjq4 153 10 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 153 11 : : : work_jqo6bqehefaodeuuboo6oybjq4 153 12 gi gi NN work_jqo6bqehefaodeuuboo6oybjq4 153 13 , , , work_jqo6bqehefaodeuuboo6oybjq4 153 14 cper cper NNP work_jqo6bqehefaodeuuboo6oybjq4 153 15 = = SYM work_jqo6bqehefaodeuuboo6oybjq4 153 16 ∑ ∑ . work_jqo6bqehefaodeuuboo6oybjq4 153 17 e∈E e∈E NNP work_jqo6bqehefaodeuuboo6oybjq4 153 18 di di NNP work_jqo6bqehefaodeuuboo6oybjq4 153 19 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 153 20 γ̂c(e γ̂c(e UH work_jqo6bqehefaodeuuboo6oybjq4 153 21 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 153 22 −γc∗(e −γc∗(e . work_jqo6bqehefaodeuuboo6oybjq4 153 23 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 153 24 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 153 25 φcat(e φcat(e NN work_jqo6bqehefaodeuuboo6oybjq4 153 26 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 153 27 gi gi NNP work_jqo6bqehefaodeuuboo6oybjq4 153 28 , , , work_jqo6bqehefaodeuuboo6oybjq4 153 29 rper rper NNP work_jqo6bqehefaodeuuboo6oybjq4 153 30 = = NNP work_jqo6bqehefaodeuuboo6oybjq4 153 31 ∑ ∑ . work_jqo6bqehefaodeuuboo6oybjq4 153 32 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 153 33 e1,e2)∈Edi e1,e2)∈Edi NNP work_jqo6bqehefaodeuuboo6oybjq4 153 34 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 153 35 γ̂r(e1,e2 γ̂r(e1,e2 CD work_jqo6bqehefaodeuuboo6oybjq4 153 36 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 153 37 −γr∗(e1,e2 −γr∗(e1,e2 UH work_jqo6bqehefaodeuuboo6oybjq4 153 38 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 153 39 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 153 40 φrel(e1,e2 φrel(e1,e2 LS work_jqo6bqehefaodeuuboo6oybjq4 153 41 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 153 42 4.2 4.2 CD work_jqo6bqehefaodeuuboo6oybjq4 153 43 Inference inference NN work_jqo6bqehefaodeuuboo6oybjq4 153 44 : : : work_jqo6bqehefaodeuuboo6oybjq4 153 45 Computing compute VBG work_jqo6bqehefaodeuuboo6oybjq4 153 46 the the DT work_jqo6bqehefaodeuuboo6oybjq4 153 47 Subgradient Subgradient NNP work_jqo6bqehefaodeuuboo6oybjq4 153 48 Solving solve VBG work_jqo6bqehefaodeuuboo6oybjq4 153 49 the the DT work_jqo6bqehefaodeuuboo6oybjq4 153 50 maximizations maximization NNS work_jqo6bqehefaodeuuboo6oybjq4 153 51 in in IN work_jqo6bqehefaodeuuboo6oybjq4 153 52 Equations Equations NNP work_jqo6bqehefaodeuuboo6oybjq4 153 53 2 2 CD work_jqo6bqehefaodeuuboo6oybjq4 153 54 and and CC work_jqo6bqehefaodeuuboo6oybjq4 153 55 3 3 CD work_jqo6bqehefaodeuuboo6oybjq4 153 56 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 153 57 challenging challenge VBG work_jqo6bqehefaodeuuboo6oybjq4 153 58 because because IN work_jqo6bqehefaodeuuboo6oybjq4 153 59 the the DT work_jqo6bqehefaodeuuboo6oybjq4 153 60 weights weight NNS work_jqo6bqehefaodeuuboo6oybjq4 153 61 placed place VBN work_jqo6bqehefaodeuuboo6oybjq4 153 62 on on IN work_jqo6bqehefaodeuuboo6oybjq4 153 63 the the DT work_jqo6bqehefaodeuuboo6oybjq4 153 64 de- de- NN work_jqo6bqehefaodeuuboo6oybjq4 153 65 notation notation NN work_jqo6bqehefaodeuuboo6oybjq4 153 66 γ γ IN work_jqo6bqehefaodeuuboo6oybjq4 153 67 couple couple NN work_jqo6bqehefaodeuuboo6oybjq4 153 68 fprs fpr NNS work_jqo6bqehefaodeuuboo6oybjq4 153 69 and and CC work_jqo6bqehefaodeuuboo6oybjq4 153 70 fper fper NN work_jqo6bqehefaodeuuboo6oybjq4 153 71 . . . work_jqo6bqehefaodeuuboo6oybjq4 154 1 Due due IN work_jqo6bqehefaodeuuboo6oybjq4 154 2 to to IN work_jqo6bqehefaodeuuboo6oybjq4 154 3 this this DT work_jqo6bqehefaodeuuboo6oybjq4 154 4 cou- cou- JJ work_jqo6bqehefaodeuuboo6oybjq4 154 5 pling pling NN work_jqo6bqehefaodeuuboo6oybjq4 154 6 , , , work_jqo6bqehefaodeuuboo6oybjq4 154 7 exactly exactly RB work_jqo6bqehefaodeuuboo6oybjq4 154 8 solving solve VBG work_jqo6bqehefaodeuuboo6oybjq4 154 9 these these DT work_jqo6bqehefaodeuuboo6oybjq4 154 10 problems problem NNS work_jqo6bqehefaodeuuboo6oybjq4 154 11 requires require VBZ work_jqo6bqehefaodeuuboo6oybjq4 154 12 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 154 13 1 1 LS work_jqo6bqehefaodeuuboo6oybjq4 154 14 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 154 15 enumerating enumerate VBG work_jqo6bqehefaodeuuboo6oybjq4 154 16 all all DT work_jqo6bqehefaodeuuboo6oybjq4 154 17 possible possible JJ work_jqo6bqehefaodeuuboo6oybjq4 154 18 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 154 19 forms form NNS work_jqo6bqehefaodeuuboo6oybjq4 154 20 ` ` '' work_jqo6bqehefaodeuuboo6oybjq4 154 21 , , , work_jqo6bqehefaodeuuboo6oybjq4 154 22 and and CC work_jqo6bqehefaodeuuboo6oybjq4 154 23 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 154 24 2 2 LS work_jqo6bqehefaodeuuboo6oybjq4 154 25 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 154 26 for for IN work_jqo6bqehefaodeuuboo6oybjq4 154 27 each each DT work_jqo6bqehefaodeuuboo6oybjq4 154 28 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 154 29 form form NN work_jqo6bqehefaodeuuboo6oybjq4 154 30 , , , work_jqo6bqehefaodeuuboo6oybjq4 154 31 finding find VBG work_jqo6bqehefaodeuuboo6oybjq4 154 32 the the DT work_jqo6bqehefaodeuuboo6oybjq4 154 33 highest highest RBS work_jqo6bqehefaodeuuboo6oybjq4 154 34 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 154 35 scoring score VBG work_jqo6bqehefaodeuuboo6oybjq4 154 36 logi- logi- JJ work_jqo6bqehefaodeuuboo6oybjq4 154 37 cal cal NN work_jqo6bqehefaodeuuboo6oybjq4 154 38 knowledge knowledge NN work_jqo6bqehefaodeuuboo6oybjq4 154 39 base base NN work_jqo6bqehefaodeuuboo6oybjq4 154 40 Γ γ IN work_jqo6bqehefaodeuuboo6oybjq4 154 41 by by IN work_jqo6bqehefaodeuuboo6oybjq4 154 42 propagating propagate VBG work_jqo6bqehefaodeuuboo6oybjq4 154 43 the the DT work_jqo6bqehefaodeuuboo6oybjq4 154 44 weights weight NNS work_jqo6bqehefaodeuuboo6oybjq4 154 45 on on IN work_jqo6bqehefaodeuuboo6oybjq4 154 46 γ γ NN work_jqo6bqehefaodeuuboo6oybjq4 154 47 back back NN work_jqo6bqehefaodeuuboo6oybjq4 154 48 through through IN work_jqo6bqehefaodeuuboo6oybjq4 154 49 feval feval NN work_jqo6bqehefaodeuuboo6oybjq4 154 50 . . . work_jqo6bqehefaodeuuboo6oybjq4 155 1 We -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 155 2 use use VBP work_jqo6bqehefaodeuuboo6oybjq4 155 3 a a DT work_jqo6bqehefaodeuuboo6oybjq4 155 4 two two CD work_jqo6bqehefaodeuuboo6oybjq4 155 5 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 155 6 step step NN work_jqo6bqehefaodeuuboo6oybjq4 155 7 approximate approximate JJ work_jqo6bqehefaodeuuboo6oybjq4 155 8 inference inference NN work_jqo6bqehefaodeuuboo6oybjq4 155 9 algo- algo- XX work_jqo6bqehefaodeuuboo6oybjq4 155 10 rithm rithm NNS work_jqo6bqehefaodeuuboo6oybjq4 155 11 for for IN work_jqo6bqehefaodeuuboo6oybjq4 155 12 both both DT work_jqo6bqehefaodeuuboo6oybjq4 155 13 maximizations maximization NNS work_jqo6bqehefaodeuuboo6oybjq4 155 14 . . . work_jqo6bqehefaodeuuboo6oybjq4 156 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 156 2 first first JJ work_jqo6bqehefaodeuuboo6oybjq4 156 3 step step NN work_jqo6bqehefaodeuuboo6oybjq4 156 4 per- per- NN work_jqo6bqehefaodeuuboo6oybjq4 156 5 forms form VBZ work_jqo6bqehefaodeuuboo6oybjq4 156 6 a a DT work_jqo6bqehefaodeuuboo6oybjq4 156 7 beam beam NN work_jqo6bqehefaodeuuboo6oybjq4 156 8 search search NN work_jqo6bqehefaodeuuboo6oybjq4 156 9 over over IN work_jqo6bqehefaodeuuboo6oybjq4 156 10 CCG CCG NNP work_jqo6bqehefaodeuuboo6oybjq4 156 11 parses parse NNS work_jqo6bqehefaodeuuboo6oybjq4 156 12 , , , work_jqo6bqehefaodeuuboo6oybjq4 156 13 producing produce VBG work_jqo6bqehefaodeuuboo6oybjq4 156 14 198 198 CD work_jqo6bqehefaodeuuboo6oybjq4 156 15 k k NN work_jqo6bqehefaodeuuboo6oybjq4 156 16 possible possible JJ work_jqo6bqehefaodeuuboo6oybjq4 156 17 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 156 18 forms form NNS work_jqo6bqehefaodeuuboo6oybjq4 156 19 ` ` POS work_jqo6bqehefaodeuuboo6oybjq4 156 20 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 156 21 , , , work_jqo6bqehefaodeuuboo6oybjq4 156 22 ... ... : work_jqo6bqehefaodeuuboo6oybjq4 156 23 , , , work_jqo6bqehefaodeuuboo6oybjq4 156 24 ` ` '' work_jqo6bqehefaodeuuboo6oybjq4 156 25 k k XX work_jqo6bqehefaodeuuboo6oybjq4 156 26 . . . work_jqo6bqehefaodeuuboo6oybjq4 156 27 The the DT work_jqo6bqehefaodeuuboo6oybjq4 156 28 second second JJ work_jqo6bqehefaodeuuboo6oybjq4 156 29 step step NN work_jqo6bqehefaodeuuboo6oybjq4 156 30 uses use VBZ work_jqo6bqehefaodeuuboo6oybjq4 156 31 an an DT work_jqo6bqehefaodeuuboo6oybjq4 156 32 integer integer NN work_jqo6bqehefaodeuuboo6oybjq4 156 33 linear linear NN work_jqo6bqehefaodeuuboo6oybjq4 156 34 program program NN work_jqo6bqehefaodeuuboo6oybjq4 156 35 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 156 36 ILP ILP NNP work_jqo6bqehefaodeuuboo6oybjq4 156 37 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 156 38 to to TO work_jqo6bqehefaodeuuboo6oybjq4 156 39 find find VB work_jqo6bqehefaodeuuboo6oybjq4 156 40 the the DT work_jqo6bqehefaodeuuboo6oybjq4 156 41 best good JJS work_jqo6bqehefaodeuuboo6oybjq4 156 42 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 156 43 knowledge knowledge NN work_jqo6bqehefaodeuuboo6oybjq4 156 44 base base NN work_jqo6bqehefaodeuuboo6oybjq4 156 45 Γ γ IN work_jqo6bqehefaodeuuboo6oybjq4 156 46 given give VBN work_jqo6bqehefaodeuuboo6oybjq4 156 47 each each DT work_jqo6bqehefaodeuuboo6oybjq4 156 48 parse parse NN work_jqo6bqehefaodeuuboo6oybjq4 156 49 ` ` '' work_jqo6bqehefaodeuuboo6oybjq4 156 50 i. i. NN work_jqo6bqehefaodeuuboo6oybjq4 157 1 In in IN work_jqo6bqehefaodeuuboo6oybjq4 157 2 our -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 157 3 experiments experiment NNS work_jqo6bqehefaodeuuboo6oybjq4 157 4 , , , work_jqo6bqehefaodeuuboo6oybjq4 157 5 we -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 157 6 parse parse VBP work_jqo6bqehefaodeuuboo6oybjq4 157 7 with with IN work_jqo6bqehefaodeuuboo6oybjq4 157 8 a a DT work_jqo6bqehefaodeuuboo6oybjq4 157 9 beam beam NN work_jqo6bqehefaodeuuboo6oybjq4 157 10 size size NN work_jqo6bqehefaodeuuboo6oybjq4 157 11 of of IN work_jqo6bqehefaodeuuboo6oybjq4 157 12 1000 1000 CD work_jqo6bqehefaodeuuboo6oybjq4 157 13 , , , work_jqo6bqehefaodeuuboo6oybjq4 157 14 then then RB work_jqo6bqehefaodeuuboo6oybjq4 157 15 solve solve VB work_jqo6bqehefaodeuuboo6oybjq4 157 16 an an DT work_jqo6bqehefaodeuuboo6oybjq4 157 17 ILP ILP NNP work_jqo6bqehefaodeuuboo6oybjq4 157 18 for for IN work_jqo6bqehefaodeuuboo6oybjq4 157 19 each each DT work_jqo6bqehefaodeuuboo6oybjq4 157 20 of of IN work_jqo6bqehefaodeuuboo6oybjq4 157 21 the the DT work_jqo6bqehefaodeuuboo6oybjq4 157 22 10 10 CD work_jqo6bqehefaodeuuboo6oybjq4 157 23 highest highest RBS work_jqo6bqehefaodeuuboo6oybjq4 157 24 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 157 25 scoring score VBG work_jqo6bqehefaodeuuboo6oybjq4 157 26 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 157 27 forms form NNS work_jqo6bqehefaodeuuboo6oybjq4 157 28 . . . work_jqo6bqehefaodeuuboo6oybjq4 158 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 158 2 highest highest RBS work_jqo6bqehefaodeuuboo6oybjq4 158 3 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 158 4 scoring score VBG work_jqo6bqehefaodeuuboo6oybjq4 158 5 parse parse NN work_jqo6bqehefaodeuuboo6oybjq4 158 6 / / SYM work_jqo6bqehefaodeuuboo6oybjq4 158 7 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 158 8 knowledge knowledge NN work_jqo6bqehefaodeuuboo6oybjq4 158 9 base base NN work_jqo6bqehefaodeuuboo6oybjq4 158 10 pair pair NNP work_jqo6bqehefaodeuuboo6oybjq4 158 11 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 158 12 the the DT work_jqo6bqehefaodeuuboo6oybjq4 158 13 approximate approximate JJ work_jqo6bqehefaodeuuboo6oybjq4 158 14 maximizer maximizer NN work_jqo6bqehefaodeuuboo6oybjq4 158 15 . . . work_jqo6bqehefaodeuuboo6oybjq4 159 1 Given give VBN work_jqo6bqehefaodeuuboo6oybjq4 159 2 a a DT work_jqo6bqehefaodeuuboo6oybjq4 159 3 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 159 4 form form NN work_jqo6bqehefaodeuuboo6oybjq4 159 5 ` ` '' work_jqo6bqehefaodeuuboo6oybjq4 159 6 output output NN work_jqo6bqehefaodeuuboo6oybjq4 159 7 by by IN work_jqo6bqehefaodeuuboo6oybjq4 159 8 beam beam NN work_jqo6bqehefaodeuuboo6oybjq4 159 9 search search NN work_jqo6bqehefaodeuuboo6oybjq4 159 10 , , , work_jqo6bqehefaodeuuboo6oybjq4 159 11 the the DT work_jqo6bqehefaodeuuboo6oybjq4 159 12 second second JJ work_jqo6bqehefaodeuuboo6oybjq4 159 13 step step NN work_jqo6bqehefaodeuuboo6oybjq4 159 14 of of IN work_jqo6bqehefaodeuuboo6oybjq4 159 15 inference inference NN work_jqo6bqehefaodeuuboo6oybjq4 159 16 computes compute VBZ work_jqo6bqehefaodeuuboo6oybjq4 159 17 the the DT work_jqo6bqehefaodeuuboo6oybjq4 159 18 best good JJS work_jqo6bqehefaodeuuboo6oybjq4 159 19 values value NNS work_jqo6bqehefaodeuuboo6oybjq4 159 20 for for IN work_jqo6bqehefaodeuuboo6oybjq4 159 21 the the DT work_jqo6bqehefaodeuuboo6oybjq4 159 22 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 159 23 knowledge knowledge NN work_jqo6bqehefaodeuuboo6oybjq4 159 24 base base NN work_jqo6bqehefaodeuuboo6oybjq4 159 25 Γ Γ NNP work_jqo6bqehefaodeuuboo6oybjq4 159 26 and and CC work_jqo6bqehefaodeuuboo6oybjq4 159 27 denotation denotation NNP work_jqo6bqehefaodeuuboo6oybjq4 159 28 γ γ NNP work_jqo6bqehefaodeuuboo6oybjq4 159 29 : : : work_jqo6bqehefaodeuuboo6oybjq4 159 30 max max NNP work_jqo6bqehefaodeuuboo6oybjq4 159 31 Γ Γ NNP work_jqo6bqehefaodeuuboo6oybjq4 159 32 , , , work_jqo6bqehefaodeuuboo6oybjq4 159 33 γ γ NN work_jqo6bqehefaodeuuboo6oybjq4 159 34 fper(Γ fper(γ NN work_jqo6bqehefaodeuuboo6oybjq4 159 35 , , , work_jqo6bqehefaodeuuboo6oybjq4 159 36 d d NN work_jqo6bqehefaodeuuboo6oybjq4 159 37 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 159 38 θper θper NN work_jqo6bqehefaodeuuboo6oybjq4 159 39 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 159 40 + + CC work_jqo6bqehefaodeuuboo6oybjq4 159 41 feval(γ feval(γ NN work_jqo6bqehefaodeuuboo6oybjq4 159 42 , , , work_jqo6bqehefaodeuuboo6oybjq4 159 43 ` ` '' work_jqo6bqehefaodeuuboo6oybjq4 159 44 , , , work_jqo6bqehefaodeuuboo6oybjq4 159 45 Γ Γ NNP work_jqo6bqehefaodeuuboo6oybjq4 159 46 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 159 47 + + SYM work_jqo6bqehefaodeuuboo6oybjq4 159 48 ψ(γ ψ(γ NNP work_jqo6bqehefaodeuuboo6oybjq4 159 49 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 159 50 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 159 51 4 4 LS work_jqo6bqehefaodeuuboo6oybjq4 159 52 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 159 53 Here here RB work_jqo6bqehefaodeuuboo6oybjq4 159 54 , , , work_jqo6bqehefaodeuuboo6oybjq4 159 55 ψ(γ ψ(γ NNP work_jqo6bqehefaodeuuboo6oybjq4 159 56 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 159 57 = = NFP work_jqo6bqehefaodeuuboo6oybjq4 159 58 ∑ ∑ . work_jqo6bqehefaodeuuboo6oybjq4 159 59 e∈Ed e∈ed XX work_jqo6bqehefaodeuuboo6oybjq4 159 60 ψeγ(e ψeγ(e NN work_jqo6bqehefaodeuuboo6oybjq4 159 61 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 159 62 represents represent VBZ work_jqo6bqehefaodeuuboo6oybjq4 159 63 a a DT work_jqo6bqehefaodeuuboo6oybjq4 159 64 set set NN work_jqo6bqehefaodeuuboo6oybjq4 159 65 of of IN work_jqo6bqehefaodeuuboo6oybjq4 159 66 weights weight NNS work_jqo6bqehefaodeuuboo6oybjq4 159 67 on on IN work_jqo6bqehefaodeuuboo6oybjq4 159 68 the the DT work_jqo6bqehefaodeuuboo6oybjq4 159 69 entities entity NNS work_jqo6bqehefaodeuuboo6oybjq4 159 70 in in IN work_jqo6bqehefaodeuuboo6oybjq4 159 71 the the DT work_jqo6bqehefaodeuuboo6oybjq4 159 72 predicted predict VBN work_jqo6bqehefaodeuuboo6oybjq4 159 73 denotation denotation NNP work_jqo6bqehefaodeuuboo6oybjq4 159 74 γ γ NNP work_jqo6bqehefaodeuuboo6oybjq4 159 75 . . . work_jqo6bqehefaodeuuboo6oybjq4 160 1 For for IN work_jqo6bqehefaodeuuboo6oybjq4 160 2 Equation Equation NNP work_jqo6bqehefaodeuuboo6oybjq4 160 3 2 2 CD work_jqo6bqehefaodeuuboo6oybjq4 160 4 , , , work_jqo6bqehefaodeuuboo6oybjq4 160 5 ψ ψ NNP work_jqo6bqehefaodeuuboo6oybjq4 160 6 represents represent VBZ work_jqo6bqehefaodeuuboo6oybjq4 160 7 cost(γ cost(γ NNP work_jqo6bqehefaodeuuboo6oybjq4 160 8 , , , work_jqo6bqehefaodeuuboo6oybjq4 160 9 γi γi NNP work_jqo6bqehefaodeuuboo6oybjq4 160 10 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 160 11 . . . work_jqo6bqehefaodeuuboo6oybjq4 161 1 For for IN work_jqo6bqehefaodeuuboo6oybjq4 161 2 Equa- Equa- NNP work_jqo6bqehefaodeuuboo6oybjq4 161 3 tion tion NN work_jqo6bqehefaodeuuboo6oybjq4 161 4 3 3 CD work_jqo6bqehefaodeuuboo6oybjq4 161 5 , , , work_jqo6bqehefaodeuuboo6oybjq4 161 6 ψ ψ NNP work_jqo6bqehefaodeuuboo6oybjq4 161 7 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 161 8 a a DT work_jqo6bqehefaodeuuboo6oybjq4 161 9 hard hard JJ work_jqo6bqehefaodeuuboo6oybjq4 161 10 constraint constraint NN work_jqo6bqehefaodeuuboo6oybjq4 161 11 encoding encoding NN work_jqo6bqehefaodeuuboo6oybjq4 161 12 γ γ NN work_jqo6bqehefaodeuuboo6oybjq4 161 13 = = SYM work_jqo6bqehefaodeuuboo6oybjq4 161 14 γi γi NNP work_jqo6bqehefaodeuuboo6oybjq4 161 15 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 161 16 i.e. i.e. FW work_jqo6bqehefaodeuuboo6oybjq4 161 17 , , , work_jqo6bqehefaodeuuboo6oybjq4 161 18 ψ(γ ψ(γ CD work_jqo6bqehefaodeuuboo6oybjq4 161 19 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 161 20 = = SYM work_jqo6bqehefaodeuuboo6oybjq4 161 21 −∞ −∞ NNP work_jqo6bqehefaodeuuboo6oybjq4 161 22 when when WRB work_jqo6bqehefaodeuuboo6oybjq4 161 23 γ γ NNP work_jqo6bqehefaodeuuboo6oybjq4 161 24 6= 6= CD work_jqo6bqehefaodeuuboo6oybjq4 161 25 γi γi NNP work_jqo6bqehefaodeuuboo6oybjq4 161 26 and and CC work_jqo6bqehefaodeuuboo6oybjq4 161 27 0 0 CD work_jqo6bqehefaodeuuboo6oybjq4 161 28 otherwise otherwise RB work_jqo6bqehefaodeuuboo6oybjq4 161 29 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 161 30 . . . work_jqo6bqehefaodeuuboo6oybjq4 162 1 We -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 162 2 encode encode VBP work_jqo6bqehefaodeuuboo6oybjq4 162 3 the the DT work_jqo6bqehefaodeuuboo6oybjq4 162 4 maximization maximization NN work_jqo6bqehefaodeuuboo6oybjq4 162 5 in in IN work_jqo6bqehefaodeuuboo6oybjq4 162 6 Equation Equation NNP work_jqo6bqehefaodeuuboo6oybjq4 162 7 4 4 CD work_jqo6bqehefaodeuuboo6oybjq4 162 8 as as IN work_jqo6bqehefaodeuuboo6oybjq4 162 9 an an DT work_jqo6bqehefaodeuuboo6oybjq4 162 10 ILP ILP NNP work_jqo6bqehefaodeuuboo6oybjq4 162 11 . . . work_jqo6bqehefaodeuuboo6oybjq4 163 1 For for IN work_jqo6bqehefaodeuuboo6oybjq4 163 2 each each DT work_jqo6bqehefaodeuuboo6oybjq4 163 3 category category NN work_jqo6bqehefaodeuuboo6oybjq4 163 4 c c NN work_jqo6bqehefaodeuuboo6oybjq4 163 5 and and CC work_jqo6bqehefaodeuuboo6oybjq4 163 6 relation relation NN work_jqo6bqehefaodeuuboo6oybjq4 163 7 r r NNP work_jqo6bqehefaodeuuboo6oybjq4 163 8 , , , work_jqo6bqehefaodeuuboo6oybjq4 163 9 we -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 163 10 create create VBP work_jqo6bqehefaodeuuboo6oybjq4 163 11 bi- bi- XX work_jqo6bqehefaodeuuboo6oybjq4 163 12 nary nary JJ work_jqo6bqehefaodeuuboo6oybjq4 163 13 variables variable NNS work_jqo6bqehefaodeuuboo6oybjq4 163 14 γc(e1 γc(e1 NN work_jqo6bqehefaodeuuboo6oybjq4 163 15 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 163 16 and and CC work_jqo6bqehefaodeuuboo6oybjq4 163 17 γr(e1,e2 γr(e1,e2 NNP work_jqo6bqehefaodeuuboo6oybjq4 163 18 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 163 19 for for IN work_jqo6bqehefaodeuuboo6oybjq4 163 20 each each DT work_jqo6bqehefaodeuuboo6oybjq4 163 21 entity entity NN work_jqo6bqehefaodeuuboo6oybjq4 163 22 in in IN work_jqo6bqehefaodeuuboo6oybjq4 163 23 the the DT work_jqo6bqehefaodeuuboo6oybjq4 163 24 environment environment NN work_jqo6bqehefaodeuuboo6oybjq4 163 25 , , , work_jqo6bqehefaodeuuboo6oybjq4 163 26 e1,e2 e1,e2 NN work_jqo6bqehefaodeuuboo6oybjq4 163 27 ∈ ∈ NNP work_jqo6bqehefaodeuuboo6oybjq4 163 28 Ed Ed NNP work_jqo6bqehefaodeuuboo6oybjq4 163 29 . . . work_jqo6bqehefaodeuuboo6oybjq4 164 1 We -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 164 2 similarly similarly RB work_jqo6bqehefaodeuuboo6oybjq4 164 3 create create VBP work_jqo6bqehefaodeuuboo6oybjq4 164 4 binary binary JJ work_jqo6bqehefaodeuuboo6oybjq4 164 5 variables variable NNS work_jqo6bqehefaodeuuboo6oybjq4 164 6 γ(e γ(e VBP work_jqo6bqehefaodeuuboo6oybjq4 164 7 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 164 8 for for IN work_jqo6bqehefaodeuuboo6oybjq4 164 9 the the DT work_jqo6bqehefaodeuuboo6oybjq4 164 10 denotation denotation NN work_jqo6bqehefaodeuuboo6oybjq4 164 11 γ γ NNP work_jqo6bqehefaodeuuboo6oybjq4 164 12 . . . work_jqo6bqehefaodeuuboo6oybjq4 165 1 Using use VBG work_jqo6bqehefaodeuuboo6oybjq4 165 2 the the DT work_jqo6bqehefaodeuuboo6oybjq4 165 3 fact fact NN work_jqo6bqehefaodeuuboo6oybjq4 165 4 that that IN work_jqo6bqehefaodeuuboo6oybjq4 165 5 fper fper NN work_jqo6bqehefaodeuuboo6oybjq4 165 6 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 165 7 a a DT work_jqo6bqehefaodeuuboo6oybjq4 165 8 linear linear JJ work_jqo6bqehefaodeuuboo6oybjq4 165 9 function function NN work_jqo6bqehefaodeuuboo6oybjq4 165 10 of of IN work_jqo6bqehefaodeuuboo6oybjq4 165 11 these these DT work_jqo6bqehefaodeuuboo6oybjq4 165 12 variables variable NNS work_jqo6bqehefaodeuuboo6oybjq4 165 13 , , , work_jqo6bqehefaodeuuboo6oybjq4 165 14 we -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 165 15 write write VBP work_jqo6bqehefaodeuuboo6oybjq4 165 16 the the DT work_jqo6bqehefaodeuuboo6oybjq4 165 17 ILP ILP NNP work_jqo6bqehefaodeuuboo6oybjq4 165 18 objective objective NN work_jqo6bqehefaodeuuboo6oybjq4 165 19 as as IN work_jqo6bqehefaodeuuboo6oybjq4 165 20 : : : work_jqo6bqehefaodeuuboo6oybjq4 165 21 fper(Γ fper(γ NN work_jqo6bqehefaodeuuboo6oybjq4 165 22 , , , work_jqo6bqehefaodeuuboo6oybjq4 165 23 d d NN work_jqo6bqehefaodeuuboo6oybjq4 165 24 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 165 25 θper θper NN work_jqo6bqehefaodeuuboo6oybjq4 165 26 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 165 27 + + CC work_jqo6bqehefaodeuuboo6oybjq4 165 28 ψ(γ ψ(γ NNP work_jqo6bqehefaodeuuboo6oybjq4 165 29 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 165 30 = = NFP work_jqo6bqehefaodeuuboo6oybjq4 165 31 ∑ ∑ XX work_jqo6bqehefaodeuuboo6oybjq4 165 32 e1∈Ed e1∈ed ADD work_jqo6bqehefaodeuuboo6oybjq4 165 33 ∑ ∑ . work_jqo6bqehefaodeuuboo6oybjq4 165 34 c∈C c∈c NN work_jqo6bqehefaodeuuboo6oybjq4 165 35 wce1γ wce1γ NNP work_jqo6bqehefaodeuuboo6oybjq4 165 36 c(e1 c(e1 NNP work_jqo6bqehefaodeuuboo6oybjq4 165 37 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 165 38 + + SYM work_jqo6bqehefaodeuuboo6oybjq4 165 39 ∑ ∑ . work_jqo6bqehefaodeuuboo6oybjq4 165 40 e1,e2∈Ed e1,e2∈ed CD work_jqo6bqehefaodeuuboo6oybjq4 165 41 ∑ ∑ . work_jqo6bqehefaodeuuboo6oybjq4 165 42 r∈R r∈R NNP work_jqo6bqehefaodeuuboo6oybjq4 165 43 wre1,e2γ wre1,e2γ NNP work_jqo6bqehefaodeuuboo6oybjq4 165 44 r(e1,e2 r(e1,e2 NNP work_jqo6bqehefaodeuuboo6oybjq4 165 45 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 165 46 + + CC work_jqo6bqehefaodeuuboo6oybjq4 165 47 ∑ ∑ XX work_jqo6bqehefaodeuuboo6oybjq4 165 48 e1∈Ed e1∈ed CD work_jqo6bqehefaodeuuboo6oybjq4 165 49 ψe1γ(e1 ψe1γ(e1 NNP work_jqo6bqehefaodeuuboo6oybjq4 165 50 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 165 51 where where WRB work_jqo6bqehefaodeuuboo6oybjq4 165 52 the the DT work_jqo6bqehefaodeuuboo6oybjq4 165 53 weights weights NNP work_jqo6bqehefaodeuuboo6oybjq4 165 54 wce1 wce1 NNP work_jqo6bqehefaodeuuboo6oybjq4 165 55 and and CC work_jqo6bqehefaodeuuboo6oybjq4 165 56 w w NNP work_jqo6bqehefaodeuuboo6oybjq4 165 57 r r NNP work_jqo6bqehefaodeuuboo6oybjq4 165 58 e1,e2 e1,e2 NNP work_jqo6bqehefaodeuuboo6oybjq4 165 59 determine determine VB work_jqo6bqehefaodeuuboo6oybjq4 165 60 how how WRB work_jqo6bqehefaodeuuboo6oybjq4 165 61 likely likely JJ work_jqo6bqehefaodeuuboo6oybjq4 165 62 it -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 165 63 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 165 64 that that IN work_jqo6bqehefaodeuuboo6oybjq4 165 65 each each DT work_jqo6bqehefaodeuuboo6oybjq4 165 66 entity entity NN work_jqo6bqehefaodeuuboo6oybjq4 165 67 or or CC work_jqo6bqehefaodeuuboo6oybjq4 165 68 entity entity NN work_jqo6bqehefaodeuuboo6oybjq4 165 69 pair pair NN work_jqo6bqehefaodeuuboo6oybjq4 165 70 belongs belong VBZ work_jqo6bqehefaodeuuboo6oybjq4 165 71 to to IN work_jqo6bqehefaodeuuboo6oybjq4 165 72 the the DT work_jqo6bqehefaodeuuboo6oybjq4 165 73 predicates predicate NNS work_jqo6bqehefaodeuuboo6oybjq4 165 74 c c NNP work_jqo6bqehefaodeuuboo6oybjq4 165 75 and and CC work_jqo6bqehefaodeuuboo6oybjq4 165 76 r r NNP work_jqo6bqehefaodeuuboo6oybjq4 165 77 : : : work_jqo6bqehefaodeuuboo6oybjq4 165 78 wce1 wce1 NNP work_jqo6bqehefaodeuuboo6oybjq4 165 79 = = NFP work_jqo6bqehefaodeuuboo6oybjq4 165 80 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 165 81 θ θ NNP work_jqo6bqehefaodeuuboo6oybjq4 165 82 c c NN work_jqo6bqehefaodeuuboo6oybjq4 165 83 per per IN work_jqo6bqehefaodeuuboo6oybjq4 165 84 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 165 85 Tφcat(e1 Tφcat(e1 NNP work_jqo6bqehefaodeuuboo6oybjq4 165 86 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 165 87 wre1,e2 wre1,e2 FW work_jqo6bqehefaodeuuboo6oybjq4 165 88 = = NFP work_jqo6bqehefaodeuuboo6oybjq4 165 89 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 165 90 θ θ NNP work_jqo6bqehefaodeuuboo6oybjq4 165 91 r r NNP work_jqo6bqehefaodeuuboo6oybjq4 165 92 per per IN work_jqo6bqehefaodeuuboo6oybjq4 165 93 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 165 94 Tφrel(e1,e2 Tφrel(e1,e2 NNP work_jqo6bqehefaodeuuboo6oybjq4 165 95 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 165 96 The the DT work_jqo6bqehefaodeuuboo6oybjq4 165 97 ILP ILP NNP work_jqo6bqehefaodeuuboo6oybjq4 165 98 also also RB work_jqo6bqehefaodeuuboo6oybjq4 165 99 includes include VBZ work_jqo6bqehefaodeuuboo6oybjq4 165 100 constraints constraint NNS work_jqo6bqehefaodeuuboo6oybjq4 165 101 and and CC work_jqo6bqehefaodeuuboo6oybjq4 165 102 additional additional JJ work_jqo6bqehefaodeuuboo6oybjq4 165 103 auxiliary auxiliary JJ work_jqo6bqehefaodeuuboo6oybjq4 165 104 variables variable NNS work_jqo6bqehefaodeuuboo6oybjq4 165 105 that that WDT work_jqo6bqehefaodeuuboo6oybjq4 165 106 represent represent VBP work_jqo6bqehefaodeuuboo6oybjq4 165 107 feval feval NN work_jqo6bqehefaodeuuboo6oybjq4 165 108 . . . work_jqo6bqehefaodeuuboo6oybjq4 166 1 These these DT work_jqo6bqehefaodeuuboo6oybjq4 166 2 con- con- NN work_jqo6bqehefaodeuuboo6oybjq4 166 3 straints straint VBZ work_jqo6bqehefaodeuuboo6oybjq4 166 4 couple couple NN work_jqo6bqehefaodeuuboo6oybjq4 166 5 the the DT work_jqo6bqehefaodeuuboo6oybjq4 166 6 denotation denotation NN work_jqo6bqehefaodeuuboo6oybjq4 166 7 γ γ NN work_jqo6bqehefaodeuuboo6oybjq4 166 8 and and CC work_jqo6bqehefaodeuuboo6oybjq4 166 9 the the DT work_jqo6bqehefaodeuuboo6oybjq4 166 10 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 166 11 knowledge knowledge NN work_jqo6bqehefaodeuuboo6oybjq4 166 12 base base NN work_jqo6bqehefaodeuuboo6oybjq4 166 13 Γ Γ NNP work_jqo6bqehefaodeuuboo6oybjq4 166 14 such such JJ work_jqo6bqehefaodeuuboo6oybjq4 166 15 that that IN work_jqo6bqehefaodeuuboo6oybjq4 166 16 γ γ NNP work_jqo6bqehefaodeuuboo6oybjq4 166 17 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 166 18 the the DT work_jqo6bqehefaodeuuboo6oybjq4 166 19 result result NN work_jqo6bqehefaodeuuboo6oybjq4 166 20 of of IN work_jqo6bqehefaodeuuboo6oybjq4 166 21 evaluat- evaluat- NNP work_jqo6bqehefaodeuuboo6oybjq4 166 22 ing ing NN work_jqo6bqehefaodeuuboo6oybjq4 166 23 ` ` '' work_jqo6bqehefaodeuuboo6oybjq4 166 24 on on IN work_jqo6bqehefaodeuuboo6oybjq4 166 25 Γ. Γ. NNP work_jqo6bqehefaodeuuboo6oybjq4 167 1 ` ` '' work_jqo6bqehefaodeuuboo6oybjq4 167 2 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 167 3 recursively recursively RB work_jqo6bqehefaodeuuboo6oybjq4 167 4 decomposed decompose VBN work_jqo6bqehefaodeuuboo6oybjq4 167 5 as as IN work_jqo6bqehefaodeuuboo6oybjq4 167 6 in in IN work_jqo6bqehefaodeuuboo6oybjq4 167 7 Section Section NNP work_jqo6bqehefaodeuuboo6oybjq4 167 8 3.3 3.3 CD work_jqo6bqehefaodeuuboo6oybjq4 167 9 , , , work_jqo6bqehefaodeuuboo6oybjq4 167 10 and and CC work_jqo6bqehefaodeuuboo6oybjq4 167 11 each each DT work_jqo6bqehefaodeuuboo6oybjq4 167 12 intermediate intermediate JJ work_jqo6bqehefaodeuuboo6oybjq4 167 13 set set NN work_jqo6bqehefaodeuuboo6oybjq4 167 14 of of IN work_jqo6bqehefaodeuuboo6oybjq4 167 15 entities entity NNS work_jqo6bqehefaodeuuboo6oybjq4 167 16 in in IN work_jqo6bqehefaodeuuboo6oybjq4 167 17 the the DT work_jqo6bqehefaodeuuboo6oybjq4 167 18 recur- recur- JJ work_jqo6bqehefaodeuuboo6oybjq4 167 19 rence rence NN work_jqo6bqehefaodeuuboo6oybjq4 167 20 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 167 21 given give VBN work_jqo6bqehefaodeuuboo6oybjq4 167 22 its -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 167 23 own own JJ work_jqo6bqehefaodeuuboo6oybjq4 167 24 set set NN work_jqo6bqehefaodeuuboo6oybjq4 167 25 of of IN work_jqo6bqehefaodeuuboo6oybjq4 167 26 |Ed| |ed| NN work_jqo6bqehefaodeuuboo6oybjq4 167 27 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 167 28 or or CC work_jqo6bqehefaodeuuboo6oybjq4 167 29 |Ed|2 |ed|2 FW work_jqo6bqehefaodeuuboo6oybjq4 167 30 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 167 31 variables variable NNS work_jqo6bqehefaodeuuboo6oybjq4 167 32 . . . work_jqo6bqehefaodeuuboo6oybjq4 168 1 These these DT work_jqo6bqehefaodeuuboo6oybjq4 168 2 variables variable NNS work_jqo6bqehefaodeuuboo6oybjq4 168 3 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 168 4 then then RB work_jqo6bqehefaodeuuboo6oybjq4 168 5 logically logically RB work_jqo6bqehefaodeuuboo6oybjq4 168 6 constrained constrain VBN work_jqo6bqehefaodeuuboo6oybjq4 168 7 to to TO work_jqo6bqehefaodeuuboo6oybjq4 168 8 en- en- CC work_jqo6bqehefaodeuuboo6oybjq4 168 9 force force VB work_jqo6bqehefaodeuuboo6oybjq4 168 10 ` ` '' work_jqo6bqehefaodeuuboo6oybjq4 168 11 ’s 's POS work_jqo6bqehefaodeuuboo6oybjq4 168 12 structure structure NN work_jqo6bqehefaodeuuboo6oybjq4 168 13 . . . work_jqo6bqehefaodeuuboo6oybjq4 169 1 5 5 CD work_jqo6bqehefaodeuuboo6oybjq4 169 2 Evaluation evaluation NN work_jqo6bqehefaodeuuboo6oybjq4 169 3 Our -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 169 4 evaluation evaluation NN work_jqo6bqehefaodeuuboo6oybjq4 169 5 performs perform VBZ work_jqo6bqehefaodeuuboo6oybjq4 169 6 three three CD work_jqo6bqehefaodeuuboo6oybjq4 169 7 major major JJ work_jqo6bqehefaodeuuboo6oybjq4 169 8 comparisons comparison NNS work_jqo6bqehefaodeuuboo6oybjq4 169 9 . . . work_jqo6bqehefaodeuuboo6oybjq4 170 1 First first RB work_jqo6bqehefaodeuuboo6oybjq4 170 2 , , , work_jqo6bqehefaodeuuboo6oybjq4 170 3 we -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 170 4 examine examine VBP work_jqo6bqehefaodeuuboo6oybjq4 170 5 the the DT work_jqo6bqehefaodeuuboo6oybjq4 170 6 performance performance NN work_jqo6bqehefaodeuuboo6oybjq4 170 7 impact impact NN work_jqo6bqehefaodeuuboo6oybjq4 170 8 of of IN work_jqo6bqehefaodeuuboo6oybjq4 170 9 weakly weakly RB work_jqo6bqehefaodeuuboo6oybjq4 170 10 supervised supervise VBN work_jqo6bqehefaodeuuboo6oybjq4 170 11 training training NN work_jqo6bqehefaodeuuboo6oybjq4 170 12 by by IN work_jqo6bqehefaodeuuboo6oybjq4 170 13 comparing compare VBG work_jqo6bqehefaodeuuboo6oybjq4 170 14 weakly weakly RB work_jqo6bqehefaodeuuboo6oybjq4 170 15 and and CC work_jqo6bqehefaodeuuboo6oybjq4 170 16 fully fully RB work_jqo6bqehefaodeuuboo6oybjq4 170 17 supervised supervise VBN work_jqo6bqehefaodeuuboo6oybjq4 170 18 variants variant NNS work_jqo6bqehefaodeuuboo6oybjq4 170 19 of of IN work_jqo6bqehefaodeuuboo6oybjq4 170 20 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 170 21 . . . work_jqo6bqehefaodeuuboo6oybjq4 171 1 Second second JJ work_jqo6bqehefaodeuuboo6oybjq4 171 2 , , , work_jqo6bqehefaodeuuboo6oybjq4 171 3 we -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 171 4 examine examine VBP work_jqo6bqehefaodeuuboo6oybjq4 171 5 the the DT work_jqo6bqehefaodeuuboo6oybjq4 171 6 performance performance NN work_jqo6bqehefaodeuuboo6oybjq4 171 7 impact impact NN work_jqo6bqehefaodeuuboo6oybjq4 171 8 of of IN work_jqo6bqehefaodeuuboo6oybjq4 171 9 modelling modelling NN work_jqo6bqehefaodeuuboo6oybjq4 171 10 relations relation NNS work_jqo6bqehefaodeuuboo6oybjq4 171 11 by by IN work_jqo6bqehefaodeuuboo6oybjq4 171 12 com- com- NN work_jqo6bqehefaodeuuboo6oybjq4 171 13 paring paring NN work_jqo6bqehefaodeuuboo6oybjq4 171 14 against against IN work_jqo6bqehefaodeuuboo6oybjq4 171 15 a a DT work_jqo6bqehefaodeuuboo6oybjq4 171 16 category category NN work_jqo6bqehefaodeuuboo6oybjq4 171 17 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 171 18 only only RB work_jqo6bqehefaodeuuboo6oybjq4 171 19 baseline baseline NN work_jqo6bqehefaodeuuboo6oybjq4 171 20 , , , work_jqo6bqehefaodeuuboo6oybjq4 171 21 which which WDT work_jqo6bqehefaodeuuboo6oybjq4 171 22 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 171 23 an an DT work_jqo6bqehefaodeuuboo6oybjq4 171 24 ablated ablate VBN work_jqo6bqehefaodeuuboo6oybjq4 171 25 version version NN work_jqo6bqehefaodeuuboo6oybjq4 171 26 of of IN work_jqo6bqehefaodeuuboo6oybjq4 171 27 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 171 28 similar similar JJ work_jqo6bqehefaodeuuboo6oybjq4 171 29 to to IN work_jqo6bqehefaodeuuboo6oybjq4 171 30 the the DT work_jqo6bqehefaodeuuboo6oybjq4 171 31 model model NN work_jqo6bqehefaodeuuboo6oybjq4 171 32 of of IN work_jqo6bqehefaodeuuboo6oybjq4 171 33 Ma- Ma- NNP work_jqo6bqehefaodeuuboo6oybjq4 171 34 tuszek tuszek NNP work_jqo6bqehefaodeuuboo6oybjq4 171 35 et et NNP work_jqo6bqehefaodeuuboo6oybjq4 171 36 al al NNP work_jqo6bqehefaodeuuboo6oybjq4 171 37 . . . work_jqo6bqehefaodeuuboo6oybjq4 172 1 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 172 2 2012 2012 CD work_jqo6bqehefaodeuuboo6oybjq4 172 3 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 172 4 . . . work_jqo6bqehefaodeuuboo6oybjq4 173 1 Finally finally RB work_jqo6bqehefaodeuuboo6oybjq4 173 2 , , , work_jqo6bqehefaodeuuboo6oybjq4 173 3 we -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 173 4 examine examine VBP work_jqo6bqehefaodeuuboo6oybjq4 173 5 the the DT work_jqo6bqehefaodeuuboo6oybjq4 173 6 causes cause NNS work_jqo6bqehefaodeuuboo6oybjq4 173 7 of of IN work_jqo6bqehefaodeuuboo6oybjq4 173 8 errors error NNS work_jqo6bqehefaodeuuboo6oybjq4 173 9 by by IN work_jqo6bqehefaodeuuboo6oybjq4 173 10 performing perform VBG work_jqo6bqehefaodeuuboo6oybjq4 173 11 an an DT work_jqo6bqehefaodeuuboo6oybjq4 173 12 error error NN work_jqo6bqehefaodeuuboo6oybjq4 173 13 analysis analysis NN work_jqo6bqehefaodeuuboo6oybjq4 173 14 of of IN work_jqo6bqehefaodeuuboo6oybjq4 173 15 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 173 16 ’s ’s POS work_jqo6bqehefaodeuuboo6oybjq4 173 17 semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 173 18 parser parser NN work_jqo6bqehefaodeuuboo6oybjq4 173 19 and and CC work_jqo6bqehefaodeuuboo6oybjq4 173 20 perceptual perceptual JJ work_jqo6bqehefaodeuuboo6oybjq4 173 21 classifiers classifier NNS work_jqo6bqehefaodeuuboo6oybjq4 173 22 . . . work_jqo6bqehefaodeuuboo6oybjq4 174 1 Before before IN work_jqo6bqehefaodeuuboo6oybjq4 174 2 describing describe VBG work_jqo6bqehefaodeuuboo6oybjq4 174 3 our -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 174 4 results result NNS work_jqo6bqehefaodeuuboo6oybjq4 174 5 , , , work_jqo6bqehefaodeuuboo6oybjq4 174 6 we -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 174 7 first first RB work_jqo6bqehefaodeuuboo6oybjq4 174 8 describe describe VBP work_jqo6bqehefaodeuuboo6oybjq4 174 9 some some DT work_jqo6bqehefaodeuuboo6oybjq4 174 10 necessary necessary JJ work_jqo6bqehefaodeuuboo6oybjq4 174 11 set set NN work_jqo6bqehefaodeuuboo6oybjq4 174 12 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 174 13 up up RP work_jqo6bqehefaodeuuboo6oybjq4 174 14 for for IN work_jqo6bqehefaodeuuboo6oybjq4 174 15 the the DT work_jqo6bqehefaodeuuboo6oybjq4 174 16 experiments experiment NNS work_jqo6bqehefaodeuuboo6oybjq4 174 17 . . . work_jqo6bqehefaodeuuboo6oybjq4 175 1 These these DT work_jqo6bqehefaodeuuboo6oybjq4 175 2 sections section NNS work_jqo6bqehefaodeuuboo6oybjq4 175 3 describe describe VBP work_jqo6bqehefaodeuuboo6oybjq4 175 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 175 5 data data NN work_jqo6bqehefaodeuuboo6oybjq4 175 6 sets set NNS work_jqo6bqehefaodeuuboo6oybjq4 175 7 , , , work_jqo6bqehefaodeuuboo6oybjq4 175 8 features feature NNS work_jqo6bqehefaodeuuboo6oybjq4 175 9 , , , work_jqo6bqehefaodeuuboo6oybjq4 175 10 construc- construc- XX work_jqo6bqehefaodeuuboo6oybjq4 175 11 tion tion NN work_jqo6bqehefaodeuuboo6oybjq4 175 12 of of IN work_jqo6bqehefaodeuuboo6oybjq4 175 13 the the DT work_jqo6bqehefaodeuuboo6oybjq4 175 14 CCG CCG NNP work_jqo6bqehefaodeuuboo6oybjq4 175 15 lexicon lexicon NN work_jqo6bqehefaodeuuboo6oybjq4 175 16 , , , work_jqo6bqehefaodeuuboo6oybjq4 175 17 and and CC work_jqo6bqehefaodeuuboo6oybjq4 175 18 details detail NNS work_jqo6bqehefaodeuuboo6oybjq4 175 19 of of IN work_jqo6bqehefaodeuuboo6oybjq4 175 20 the the DT work_jqo6bqehefaodeuuboo6oybjq4 175 21 models model NNS work_jqo6bqehefaodeuuboo6oybjq4 175 22 . . . work_jqo6bqehefaodeuuboo6oybjq4 176 1 Our -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 176 2 data data NN work_jqo6bqehefaodeuuboo6oybjq4 176 3 sets set NNS work_jqo6bqehefaodeuuboo6oybjq4 176 4 and and CC work_jqo6bqehefaodeuuboo6oybjq4 176 5 additional additional JJ work_jqo6bqehefaodeuuboo6oybjq4 176 6 evaluation evaluation NN work_jqo6bqehefaodeuuboo6oybjq4 176 7 resources resource NNS work_jqo6bqehefaodeuuboo6oybjq4 176 8 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 176 9 available available JJ work_jqo6bqehefaodeuuboo6oybjq4 176 10 online online RB work_jqo6bqehefaodeuuboo6oybjq4 176 11 from from IN work_jqo6bqehefaodeuuboo6oybjq4 176 12 http://rtw.ml.cmu.edu/ http://rtw.ml.cmu.edu/ NN work_jqo6bqehefaodeuuboo6oybjq4 176 13 tacl2013_lsp/. tacl2013_lsp/. NNP work_jqo6bqehefaodeuuboo6oybjq4 177 1 5.1 5.1 CD work_jqo6bqehefaodeuuboo6oybjq4 177 2 Data datum NNS work_jqo6bqehefaodeuuboo6oybjq4 177 3 Sets set NNS work_jqo6bqehefaodeuuboo6oybjq4 177 4 We -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 177 5 evaluate evaluate VBP work_jqo6bqehefaodeuuboo6oybjq4 177 6 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 177 7 on on IN work_jqo6bqehefaodeuuboo6oybjq4 177 8 two two CD work_jqo6bqehefaodeuuboo6oybjq4 177 9 applications application NNS work_jqo6bqehefaodeuuboo6oybjq4 177 10 : : : work_jqo6bqehefaodeuuboo6oybjq4 177 11 scene scene NN work_jqo6bqehefaodeuuboo6oybjq4 177 12 un- un- JJ work_jqo6bqehefaodeuuboo6oybjq4 177 13 derstanding derstanding NN work_jqo6bqehefaodeuuboo6oybjq4 177 14 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 177 15 SCENE scene NN work_jqo6bqehefaodeuuboo6oybjq4 177 16 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 177 17 and and CC work_jqo6bqehefaodeuuboo6oybjq4 177 18 geographical geographical JJ work_jqo6bqehefaodeuuboo6oybjq4 177 19 question question NN work_jqo6bqehefaodeuuboo6oybjq4 177 20 an- an- XX work_jqo6bqehefaodeuuboo6oybjq4 177 21 swering swere VBG work_jqo6bqehefaodeuuboo6oybjq4 177 22 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 177 23 GEOQA GEOQA NNP work_jqo6bqehefaodeuuboo6oybjq4 177 24 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 177 25 . . . work_jqo6bqehefaodeuuboo6oybjq4 178 1 These these DT work_jqo6bqehefaodeuuboo6oybjq4 178 2 data data NN work_jqo6bqehefaodeuuboo6oybjq4 178 3 sets set NNS work_jqo6bqehefaodeuuboo6oybjq4 178 4 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 178 5 collections collection NNS work_jqo6bqehefaodeuuboo6oybjq4 178 6 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 178 7 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 178 8 zi zi NNP work_jqo6bqehefaodeuuboo6oybjq4 178 9 , , , work_jqo6bqehefaodeuuboo6oybjq4 178 10 γi γi NNP work_jqo6bqehefaodeuuboo6oybjq4 178 11 , , , work_jqo6bqehefaodeuuboo6oybjq4 178 12 di,`i di,`i NNP work_jqo6bqehefaodeuuboo6oybjq4 178 13 , , , work_jqo6bqehefaodeuuboo6oybjq4 178 14 Γi)}ni=1 Γi)}ni=1 NNP work_jqo6bqehefaodeuuboo6oybjq4 178 15 , , , work_jqo6bqehefaodeuuboo6oybjq4 178 16 consisting consist VBG work_jqo6bqehefaodeuuboo6oybjq4 178 17 of of IN work_jqo6bqehefaodeuuboo6oybjq4 178 18 a a DT work_jqo6bqehefaodeuuboo6oybjq4 178 19 number number NN work_jqo6bqehefaodeuuboo6oybjq4 178 20 of of IN work_jqo6bqehefaodeuuboo6oybjq4 178 21 natural natural JJ work_jqo6bqehefaodeuuboo6oybjq4 178 22 language language NN work_jqo6bqehefaodeuuboo6oybjq4 178 23 statements statement NNS work_jqo6bqehefaodeuuboo6oybjq4 178 24 zi zi NNP work_jqo6bqehefaodeuuboo6oybjq4 178 25 with with IN work_jqo6bqehefaodeuuboo6oybjq4 178 26 annotated annotate VBN work_jqo6bqehefaodeuuboo6oybjq4 178 27 deno- deno- NN work_jqo6bqehefaodeuuboo6oybjq4 178 28 tations tation NNS work_jqo6bqehefaodeuuboo6oybjq4 178 29 γi γi NNP work_jqo6bqehefaodeuuboo6oybjq4 178 30 in in IN work_jqo6bqehefaodeuuboo6oybjq4 178 31 environments environment NNS work_jqo6bqehefaodeuuboo6oybjq4 178 32 di di NNP work_jqo6bqehefaodeuuboo6oybjq4 178 33 . . . work_jqo6bqehefaodeuuboo6oybjq4 179 1 For for IN work_jqo6bqehefaodeuuboo6oybjq4 179 2 fully fully RB work_jqo6bqehefaodeuuboo6oybjq4 179 3 supervised supervise VBN work_jqo6bqehefaodeuuboo6oybjq4 179 4 training training NN work_jqo6bqehefaodeuuboo6oybjq4 179 5 , , , work_jqo6bqehefaodeuuboo6oybjq4 179 6 each each DT work_jqo6bqehefaodeuuboo6oybjq4 179 7 statement statement NN work_jqo6bqehefaodeuuboo6oybjq4 179 8 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 179 9 annotated annotate VBN work_jqo6bqehefaodeuuboo6oybjq4 179 10 with with IN work_jqo6bqehefaodeuuboo6oybjq4 179 11 a a DT work_jqo6bqehefaodeuuboo6oybjq4 179 12 gold gold JJ work_jqo6bqehefaodeuuboo6oybjq4 179 13 standard standard JJ work_jqo6bqehefaodeuuboo6oybjq4 179 14 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 179 15 form form NN work_jqo6bqehefaodeuuboo6oybjq4 179 16 ` ` '' work_jqo6bqehefaodeuuboo6oybjq4 179 17 i i PRP work_jqo6bqehefaodeuuboo6oybjq4 179 18 , , , work_jqo6bqehefaodeuuboo6oybjq4 179 19 and and CC work_jqo6bqehefaodeuuboo6oybjq4 179 20 each each DT work_jqo6bqehefaodeuuboo6oybjq4 179 21 environment environment NN work_jqo6bqehefaodeuuboo6oybjq4 179 22 with with IN work_jqo6bqehefaodeuuboo6oybjq4 179 23 a a DT work_jqo6bqehefaodeuuboo6oybjq4 179 24 gold gold JJ work_jqo6bqehefaodeuuboo6oybjq4 179 25 standard standard JJ work_jqo6bqehefaodeuuboo6oybjq4 179 26 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 179 27 knowledge knowledge NN work_jqo6bqehefaodeuuboo6oybjq4 179 28 base base NN work_jqo6bqehefaodeuuboo6oybjq4 179 29 Γi Γi NNP work_jqo6bqehefaodeuuboo6oybjq4 179 30 . . . work_jqo6bqehefaodeuuboo6oybjq4 180 1 Statistics statistic NNS work_jqo6bqehefaodeuuboo6oybjq4 180 2 of of IN work_jqo6bqehefaodeuuboo6oybjq4 180 3 these these DT work_jqo6bqehefaodeuuboo6oybjq4 180 4 data data NN work_jqo6bqehefaodeuuboo6oybjq4 180 5 sets set NNS work_jqo6bqehefaodeuuboo6oybjq4 180 6 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 180 7 shown show VBN work_jqo6bqehefaodeuuboo6oybjq4 180 8 in in IN work_jqo6bqehefaodeuuboo6oybjq4 180 9 Table table NN work_jqo6bqehefaodeuuboo6oybjq4 180 10 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 180 11 , , , work_jqo6bqehefaodeuuboo6oybjq4 180 12 and and CC work_jqo6bqehefaodeuuboo6oybjq4 180 13 example example NN work_jqo6bqehefaodeuuboo6oybjq4 180 14 environments environment NNS work_jqo6bqehefaodeuuboo6oybjq4 180 15 and and CC work_jqo6bqehefaodeuuboo6oybjq4 180 16 statements statement NNS work_jqo6bqehefaodeuuboo6oybjq4 180 17 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 180 18 shown show VBN work_jqo6bqehefaodeuuboo6oybjq4 180 19 in in IN work_jqo6bqehefaodeuuboo6oybjq4 180 20 Figure Figure NNP work_jqo6bqehefaodeuuboo6oybjq4 180 21 5 5 CD work_jqo6bqehefaodeuuboo6oybjq4 180 22 . . . work_jqo6bqehefaodeuuboo6oybjq4 181 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 181 2 SCENE SCENE NNP work_jqo6bqehefaodeuuboo6oybjq4 181 3 data datum NNS work_jqo6bqehefaodeuuboo6oybjq4 181 4 set set NN work_jqo6bqehefaodeuuboo6oybjq4 181 5 consists consist NNS work_jqo6bqehefaodeuuboo6oybjq4 181 6 of of IN work_jqo6bqehefaodeuuboo6oybjq4 181 7 segmented segmented JJ work_jqo6bqehefaodeuuboo6oybjq4 181 8 images image NNS work_jqo6bqehefaodeuuboo6oybjq4 181 9 of of IN work_jqo6bqehefaodeuuboo6oybjq4 181 10 indoor indoor JJ work_jqo6bqehefaodeuuboo6oybjq4 181 11 environments environment NNS work_jqo6bqehefaodeuuboo6oybjq4 181 12 containing contain VBG work_jqo6bqehefaodeuuboo6oybjq4 181 13 a a DT work_jqo6bqehefaodeuuboo6oybjq4 181 14 number number NN work_jqo6bqehefaodeuuboo6oybjq4 181 15 of of IN work_jqo6bqehefaodeuuboo6oybjq4 181 16 or- or- JJ work_jqo6bqehefaodeuuboo6oybjq4 181 17 dinary dinary JJ work_jqo6bqehefaodeuuboo6oybjq4 181 18 objects object NNS work_jqo6bqehefaodeuuboo6oybjq4 181 19 such such JJ work_jqo6bqehefaodeuuboo6oybjq4 181 20 as as IN work_jqo6bqehefaodeuuboo6oybjq4 181 21 mugs mug NNS work_jqo6bqehefaodeuuboo6oybjq4 181 22 and and CC work_jqo6bqehefaodeuuboo6oybjq4 181 23 monitors monitor NNS work_jqo6bqehefaodeuuboo6oybjq4 181 24 . . . work_jqo6bqehefaodeuuboo6oybjq4 182 1 Each each DT work_jqo6bqehefaodeuuboo6oybjq4 182 2 image image NN work_jqo6bqehefaodeuuboo6oybjq4 182 3 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 182 4 an an DT work_jqo6bqehefaodeuuboo6oybjq4 182 5 environment environment NN work_jqo6bqehefaodeuuboo6oybjq4 182 6 , , , work_jqo6bqehefaodeuuboo6oybjq4 182 7 and and CC work_jqo6bqehefaodeuuboo6oybjq4 182 8 each each DT work_jqo6bqehefaodeuuboo6oybjq4 182 9 image image NN work_jqo6bqehefaodeuuboo6oybjq4 182 10 segment segment NN work_jqo6bqehefaodeuuboo6oybjq4 182 11 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 182 12 bounding bound VBG work_jqo6bqehefaodeuuboo6oybjq4 182 13 box box NN work_jqo6bqehefaodeuuboo6oybjq4 182 14 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 182 15 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 182 16 an an DT work_jqo6bqehefaodeuuboo6oybjq4 182 17 entity entity NN work_jqo6bqehefaodeuuboo6oybjq4 182 18 . . . work_jqo6bqehefaodeuuboo6oybjq4 183 1 We -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 183 2 collected collect VBD work_jqo6bqehefaodeuuboo6oybjq4 183 3 natural natural JJ work_jqo6bqehefaodeuuboo6oybjq4 183 4 language language NN work_jqo6bqehefaodeuuboo6oybjq4 183 5 descriptions description NNS work_jqo6bqehefaodeuuboo6oybjq4 183 6 of of IN work_jqo6bqehefaodeuuboo6oybjq4 183 7 each each DT work_jqo6bqehefaodeuuboo6oybjq4 183 8 scene scene NN work_jqo6bqehefaodeuuboo6oybjq4 183 9 from from IN work_jqo6bqehefaodeuuboo6oybjq4 183 10 members member NNS work_jqo6bqehefaodeuuboo6oybjq4 183 11 of of IN work_jqo6bqehefaodeuuboo6oybjq4 183 12 our -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 183 13 lab lab NN work_jqo6bqehefaodeuuboo6oybjq4 183 14 and and CC work_jqo6bqehefaodeuuboo6oybjq4 183 15 Amazon Amazon NNP work_jqo6bqehefaodeuuboo6oybjq4 183 16 Mechanical Mechanical NNP work_jqo6bqehefaodeuuboo6oybjq4 183 17 Turk Turk NNP work_jqo6bqehefaodeuuboo6oybjq4 183 18 , , , work_jqo6bqehefaodeuuboo6oybjq4 183 19 asking ask VBG work_jqo6bqehefaodeuuboo6oybjq4 183 20 subjects subject NNS work_jqo6bqehefaodeuuboo6oybjq4 183 21 to to TO work_jqo6bqehefaodeuuboo6oybjq4 183 22 describe describe VB work_jqo6bqehefaodeuuboo6oybjq4 183 23 the the DT work_jqo6bqehefaodeuuboo6oybjq4 183 24 objects object NNS work_jqo6bqehefaodeuuboo6oybjq4 183 25 in in IN work_jqo6bqehefaodeuuboo6oybjq4 183 26 each each DT work_jqo6bqehefaodeuuboo6oybjq4 183 27 scene scene NN work_jqo6bqehefaodeuuboo6oybjq4 183 28 . . . work_jqo6bqehefaodeuuboo6oybjq4 184 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 184 2 authors author NNS work_jqo6bqehefaodeuuboo6oybjq4 184 3 then then RB work_jqo6bqehefaodeuuboo6oybjq4 184 4 manually manually RB work_jqo6bqehefaodeuuboo6oybjq4 184 5 annotated annotate VBD work_jqo6bqehefaodeuuboo6oybjq4 184 6 the the DT work_jqo6bqehefaodeuuboo6oybjq4 184 7 collected collect VBN work_jqo6bqehefaodeuuboo6oybjq4 184 8 state- state- RP work_jqo6bqehefaodeuuboo6oybjq4 184 9 ments ment NNS work_jqo6bqehefaodeuuboo6oybjq4 184 10 with with IN work_jqo6bqehefaodeuuboo6oybjq4 184 11 their -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 184 12 denotations denotation NNS work_jqo6bqehefaodeuuboo6oybjq4 184 13 and and CC work_jqo6bqehefaodeuuboo6oybjq4 184 14 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 184 15 forms form NNS work_jqo6bqehefaodeuuboo6oybjq4 184 16 . . . work_jqo6bqehefaodeuuboo6oybjq4 185 1 In in IN work_jqo6bqehefaodeuuboo6oybjq4 185 2 this this DT work_jqo6bqehefaodeuuboo6oybjq4 185 3 data data NN work_jqo6bqehefaodeuuboo6oybjq4 185 4 set set NN work_jqo6bqehefaodeuuboo6oybjq4 185 5 , , , work_jqo6bqehefaodeuuboo6oybjq4 185 6 each each DT work_jqo6bqehefaodeuuboo6oybjq4 185 7 image image NN work_jqo6bqehefaodeuuboo6oybjq4 185 8 contains contain VBZ work_jqo6bqehefaodeuuboo6oybjq4 185 9 the the DT work_jqo6bqehefaodeuuboo6oybjq4 185 10 same same JJ work_jqo6bqehefaodeuuboo6oybjq4 185 11 set set NN work_jqo6bqehefaodeuuboo6oybjq4 185 12 of of IN work_jqo6bqehefaodeuuboo6oybjq4 185 13 ob- ob- JJ work_jqo6bqehefaodeuuboo6oybjq4 185 14 jects ject NNS work_jqo6bqehefaodeuuboo6oybjq4 185 15 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 185 16 note note VBP work_jqo6bqehefaodeuuboo6oybjq4 185 17 that that IN work_jqo6bqehefaodeuuboo6oybjq4 185 18 this this DT work_jqo6bqehefaodeuuboo6oybjq4 185 19 does do VBZ work_jqo6bqehefaodeuuboo6oybjq4 185 20 not not RB work_jqo6bqehefaodeuuboo6oybjq4 185 21 trivialize trivialize VB work_jqo6bqehefaodeuuboo6oybjq4 185 22 the the DT work_jqo6bqehefaodeuuboo6oybjq4 185 23 task task NN work_jqo6bqehefaodeuuboo6oybjq4 185 24 , , , work_jqo6bqehefaodeuuboo6oybjq4 185 25 as as IN work_jqo6bqehefaodeuuboo6oybjq4 185 26 the the DT work_jqo6bqehefaodeuuboo6oybjq4 185 27 model model NN work_jqo6bqehefaodeuuboo6oybjq4 185 28 only only RB work_jqo6bqehefaodeuuboo6oybjq4 185 29 observes observe VBZ work_jqo6bqehefaodeuuboo6oybjq4 185 30 visual visual JJ work_jqo6bqehefaodeuuboo6oybjq4 185 31 features feature NNS work_jqo6bqehefaodeuuboo6oybjq4 185 32 of of IN work_jqo6bqehefaodeuuboo6oybjq4 185 33 the the DT work_jqo6bqehefaodeuuboo6oybjq4 185 34 objects object NNS work_jqo6bqehefaodeuuboo6oybjq4 185 35 , , , work_jqo6bqehefaodeuuboo6oybjq4 185 36 which which WDT work_jqo6bqehefaodeuuboo6oybjq4 185 37 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 185 38 not not RB work_jqo6bqehefaodeuuboo6oybjq4 185 39 consistent consistent JJ work_jqo6bqehefaodeuuboo6oybjq4 185 40 across across IN work_jqo6bqehefaodeuuboo6oybjq4 185 41 environments environment NNS work_jqo6bqehefaodeuuboo6oybjq4 185 42 . . . work_jqo6bqehefaodeuuboo6oybjq4 186 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 186 2 GEOQA GEOQA NNP work_jqo6bqehefaodeuuboo6oybjq4 186 3 data datum NNS work_jqo6bqehefaodeuuboo6oybjq4 186 4 set set NN work_jqo6bqehefaodeuuboo6oybjq4 186 5 consists consist VBZ work_jqo6bqehefaodeuuboo6oybjq4 186 6 of of IN work_jqo6bqehefaodeuuboo6oybjq4 186 7 several several JJ work_jqo6bqehefaodeuuboo6oybjq4 186 8 maps map NNS work_jqo6bqehefaodeuuboo6oybjq4 186 9 containing contain VBG work_jqo6bqehefaodeuuboo6oybjq4 186 10 entities entity NNS work_jqo6bqehefaodeuuboo6oybjq4 186 11 such such JJ work_jqo6bqehefaodeuuboo6oybjq4 186 12 as as IN work_jqo6bqehefaodeuuboo6oybjq4 186 13 cities city NNS work_jqo6bqehefaodeuuboo6oybjq4 186 14 , , , work_jqo6bqehefaodeuuboo6oybjq4 186 15 states state NNS work_jqo6bqehefaodeuuboo6oybjq4 186 16 , , , work_jqo6bqehefaodeuuboo6oybjq4 186 17 national national JJ work_jqo6bqehefaodeuuboo6oybjq4 186 18 parks park NNS work_jqo6bqehefaodeuuboo6oybjq4 186 19 , , , work_jqo6bqehefaodeuuboo6oybjq4 186 20 lakes lake NNS work_jqo6bqehefaodeuuboo6oybjq4 186 21 and and CC work_jqo6bqehefaodeuuboo6oybjq4 186 22 oceans ocean NNS work_jqo6bqehefaodeuuboo6oybjq4 186 23 . . . work_jqo6bqehefaodeuuboo6oybjq4 187 1 Each each DT work_jqo6bqehefaodeuuboo6oybjq4 187 2 map map NN work_jqo6bqehefaodeuuboo6oybjq4 187 3 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 187 4 an an DT work_jqo6bqehefaodeuuboo6oybjq4 187 5 envi- envi- XX work_jqo6bqehefaodeuuboo6oybjq4 187 6 ronment ronment NN work_jqo6bqehefaodeuuboo6oybjq4 187 7 , , , work_jqo6bqehefaodeuuboo6oybjq4 187 8 and and CC work_jqo6bqehefaodeuuboo6oybjq4 187 9 its -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 187 10 component component NN work_jqo6bqehefaodeuuboo6oybjq4 187 11 entities entity NNS work_jqo6bqehefaodeuuboo6oybjq4 187 12 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 187 13 given give VBN work_jqo6bqehefaodeuuboo6oybjq4 187 14 by by IN work_jqo6bqehefaodeuuboo6oybjq4 187 15 polygons polygon NNS work_jqo6bqehefaodeuuboo6oybjq4 187 16 of of IN work_jqo6bqehefaodeuuboo6oybjq4 187 17 latitude latitude NN work_jqo6bqehefaodeuuboo6oybjq4 187 18 / / SYM work_jqo6bqehefaodeuuboo6oybjq4 187 19 longitude longitude NN work_jqo6bqehefaodeuuboo6oybjq4 187 20 coordinates coordinate NNS work_jqo6bqehefaodeuuboo6oybjq4 187 21 marking mark VBG work_jqo6bqehefaodeuuboo6oybjq4 187 22 199 199 CD work_jqo6bqehefaodeuuboo6oybjq4 187 23 Data Data NNPS work_jqo6bqehefaodeuuboo6oybjq4 187 24 Set Set NNP work_jqo6bqehefaodeuuboo6oybjq4 187 25 Statistics Statistics NNPS work_jqo6bqehefaodeuuboo6oybjq4 187 26 SCENE SCENE VBD work_jqo6bqehefaodeuuboo6oybjq4 187 27 GEOQA GEOQA NNP work_jqo6bqehefaodeuuboo6oybjq4 187 28 # # NN work_jqo6bqehefaodeuuboo6oybjq4 187 29 of of IN work_jqo6bqehefaodeuuboo6oybjq4 187 30 environments environment NNS work_jqo6bqehefaodeuuboo6oybjq4 187 31 15 15 CD work_jqo6bqehefaodeuuboo6oybjq4 187 32 10 10 CD work_jqo6bqehefaodeuuboo6oybjq4 187 33 Mean Mean NNP work_jqo6bqehefaodeuuboo6oybjq4 187 34 entities entity NNS work_jqo6bqehefaodeuuboo6oybjq4 187 35 / / SYM work_jqo6bqehefaodeuuboo6oybjq4 187 36 environment environment NN work_jqo6bqehefaodeuuboo6oybjq4 187 37 d d NNP work_jqo6bqehefaodeuuboo6oybjq4 187 38 4.1 4.1 CD work_jqo6bqehefaodeuuboo6oybjq4 187 39 6.9 6.9 CD work_jqo6bqehefaodeuuboo6oybjq4 187 40 Mean Mean NNP work_jqo6bqehefaodeuuboo6oybjq4 187 41 # # NN work_jqo6bqehefaodeuuboo6oybjq4 187 42 of of IN work_jqo6bqehefaodeuuboo6oybjq4 187 43 entities entity NNS work_jqo6bqehefaodeuuboo6oybjq4 187 44 in in IN work_jqo6bqehefaodeuuboo6oybjq4 187 45 denotation denotation NN work_jqo6bqehefaodeuuboo6oybjq4 187 46 γ γ NNP work_jqo6bqehefaodeuuboo6oybjq4 187 47 1.5 1.5 CD work_jqo6bqehefaodeuuboo6oybjq4 187 48 1.2 1.2 CD work_jqo6bqehefaodeuuboo6oybjq4 187 49 # # CD work_jqo6bqehefaodeuuboo6oybjq4 187 50 of of IN work_jqo6bqehefaodeuuboo6oybjq4 187 51 statements statement NNS work_jqo6bqehefaodeuuboo6oybjq4 187 52 284 284 CD work_jqo6bqehefaodeuuboo6oybjq4 187 53 263 263 CD work_jqo6bqehefaodeuuboo6oybjq4 187 54 Mean Mean NNP work_jqo6bqehefaodeuuboo6oybjq4 187 55 words word NNS work_jqo6bqehefaodeuuboo6oybjq4 187 56 / / SYM work_jqo6bqehefaodeuuboo6oybjq4 187 57 statement statement NN work_jqo6bqehefaodeuuboo6oybjq4 187 58 6.3 6.3 CD work_jqo6bqehefaodeuuboo6oybjq4 187 59 6.3 6.3 CD work_jqo6bqehefaodeuuboo6oybjq4 187 60 Mean Mean NNP work_jqo6bqehefaodeuuboo6oybjq4 187 61 predicates predicate NNS work_jqo6bqehefaodeuuboo6oybjq4 187 62 / / SYM work_jqo6bqehefaodeuuboo6oybjq4 187 63 log log NN work_jqo6bqehefaodeuuboo6oybjq4 187 64 . . . work_jqo6bqehefaodeuuboo6oybjq4 188 1 form form VB work_jqo6bqehefaodeuuboo6oybjq4 188 2 2.6 2.6 CD work_jqo6bqehefaodeuuboo6oybjq4 188 3 2.8 2.8 CD work_jqo6bqehefaodeuuboo6oybjq4 188 4 # # $ work_jqo6bqehefaodeuuboo6oybjq4 188 5 of of IN work_jqo6bqehefaodeuuboo6oybjq4 188 6 preds pred NNS work_jqo6bqehefaodeuuboo6oybjq4 188 7 . . . work_jqo6bqehefaodeuuboo6oybjq4 189 1 in in IN work_jqo6bqehefaodeuuboo6oybjq4 189 2 annotated annotate VBN work_jqo6bqehefaodeuuboo6oybjq4 189 3 worlds world NNS work_jqo6bqehefaodeuuboo6oybjq4 189 4 46 46 CD work_jqo6bqehefaodeuuboo6oybjq4 189 5 38 38 CD work_jqo6bqehefaodeuuboo6oybjq4 189 6 Lexicon Lexicon NNP work_jqo6bqehefaodeuuboo6oybjq4 189 7 Statistics Statistics NNPS work_jqo6bqehefaodeuuboo6oybjq4 189 8 # # NN work_jqo6bqehefaodeuuboo6oybjq4 189 9 of of IN work_jqo6bqehefaodeuuboo6oybjq4 189 10 words word NNS work_jqo6bqehefaodeuuboo6oybjq4 189 11 in in IN work_jqo6bqehefaodeuuboo6oybjq4 189 12 lexicon lexicon NNP work_jqo6bqehefaodeuuboo6oybjq4 189 13 169 169 CD work_jqo6bqehefaodeuuboo6oybjq4 189 14 288 288 CD work_jqo6bqehefaodeuuboo6oybjq4 189 15 # # $ work_jqo6bqehefaodeuuboo6oybjq4 189 16 of of IN work_jqo6bqehefaodeuuboo6oybjq4 189 17 lexicon lexicon NNP work_jqo6bqehefaodeuuboo6oybjq4 189 18 entries entries NNP work_jqo6bqehefaodeuuboo6oybjq4 189 19 712 712 CD work_jqo6bqehefaodeuuboo6oybjq4 189 20 876 876 CD work_jqo6bqehefaodeuuboo6oybjq4 189 21 Mean Mean NNP work_jqo6bqehefaodeuuboo6oybjq4 189 22 parses parse NNS work_jqo6bqehefaodeuuboo6oybjq4 189 23 / / SYM work_jqo6bqehefaodeuuboo6oybjq4 189 24 statement statement NN work_jqo6bqehefaodeuuboo6oybjq4 189 25 15.0 15.0 CD work_jqo6bqehefaodeuuboo6oybjq4 189 26 8.9 8.9 CD work_jqo6bqehefaodeuuboo6oybjq4 189 27 Table table NN work_jqo6bqehefaodeuuboo6oybjq4 189 28 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 189 29 : : : work_jqo6bqehefaodeuuboo6oybjq4 189 30 Statistics statistic NNS work_jqo6bqehefaodeuuboo6oybjq4 189 31 of of IN work_jqo6bqehefaodeuuboo6oybjq4 189 32 the the DT work_jqo6bqehefaodeuuboo6oybjq4 189 33 two two CD work_jqo6bqehefaodeuuboo6oybjq4 189 34 data datum NNS work_jqo6bqehefaodeuuboo6oybjq4 189 35 sets set NNS work_jqo6bqehefaodeuuboo6oybjq4 189 36 used use VBN work_jqo6bqehefaodeuuboo6oybjq4 189 37 in in IN work_jqo6bqehefaodeuuboo6oybjq4 189 38 our -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 189 39 evaluation evaluation NN work_jqo6bqehefaodeuuboo6oybjq4 189 40 , , , work_jqo6bqehefaodeuuboo6oybjq4 189 41 and and CC work_jqo6bqehefaodeuuboo6oybjq4 189 42 of of IN work_jqo6bqehefaodeuuboo6oybjq4 189 43 the the DT work_jqo6bqehefaodeuuboo6oybjq4 189 44 generated generate VBN work_jqo6bqehefaodeuuboo6oybjq4 189 45 lexicons lexicon NNS work_jqo6bqehefaodeuuboo6oybjq4 189 46 . . . work_jqo6bqehefaodeuuboo6oybjq4 190 1 their -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 190 2 boundaries.3 boundaries.3 CD work_jqo6bqehefaodeuuboo6oybjq4 190 3 Furthermore furthermore RB work_jqo6bqehefaodeuuboo6oybjq4 190 4 , , , work_jqo6bqehefaodeuuboo6oybjq4 190 5 each each DT work_jqo6bqehefaodeuuboo6oybjq4 190 6 entity entity NN work_jqo6bqehefaodeuuboo6oybjq4 190 7 has have VBZ work_jqo6bqehefaodeuuboo6oybjq4 190 8 one one CD work_jqo6bqehefaodeuuboo6oybjq4 190 9 known know VBN work_jqo6bqehefaodeuuboo6oybjq4 190 10 name name NN work_jqo6bqehefaodeuuboo6oybjq4 190 11 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 190 12 e.g. e.g. RB work_jqo6bqehefaodeuuboo6oybjq4 190 13 , , , work_jqo6bqehefaodeuuboo6oybjq4 190 14 “ " `` work_jqo6bqehefaodeuuboo6oybjq4 190 15 Greenville Greenville NNP work_jqo6bqehefaodeuuboo6oybjq4 190 16 ” " '' work_jqo6bqehefaodeuuboo6oybjq4 190 17 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 190 18 . . . work_jqo6bqehefaodeuuboo6oybjq4 191 1 In in IN work_jqo6bqehefaodeuuboo6oybjq4 191 2 this this DT work_jqo6bqehefaodeuuboo6oybjq4 191 3 data data NN work_jqo6bqehefaodeuuboo6oybjq4 191 4 set set NN work_jqo6bqehefaodeuuboo6oybjq4 191 5 , , , work_jqo6bqehefaodeuuboo6oybjq4 191 6 distinct distinct JJ work_jqo6bqehefaodeuuboo6oybjq4 191 7 entities entity NNS work_jqo6bqehefaodeuuboo6oybjq4 191 8 occur occur VBP work_jqo6bqehefaodeuuboo6oybjq4 191 9 on on IN work_jqo6bqehefaodeuuboo6oybjq4 191 10 average average JJ work_jqo6bqehefaodeuuboo6oybjq4 191 11 in in IN work_jqo6bqehefaodeuuboo6oybjq4 191 12 1.25 1.25 CD work_jqo6bqehefaodeuuboo6oybjq4 191 13 environ- environ- NN work_jqo6bqehefaodeuuboo6oybjq4 191 14 ments ment NNS work_jqo6bqehefaodeuuboo6oybjq4 191 15 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 191 16 repeated repeat VBN work_jqo6bqehefaodeuuboo6oybjq4 191 17 entities entity NNS work_jqo6bqehefaodeuuboo6oybjq4 191 18 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 191 19 mostly mostly RB work_jqo6bqehefaodeuuboo6oybjq4 191 20 large large JJ work_jqo6bqehefaodeuuboo6oybjq4 191 21 locations location NNS work_jqo6bqehefaodeuuboo6oybjq4 191 22 , , , work_jqo6bqehefaodeuuboo6oybjq4 191 23 such such JJ work_jqo6bqehefaodeuuboo6oybjq4 191 24 as as IN work_jqo6bqehefaodeuuboo6oybjq4 191 25 states state NNS work_jqo6bqehefaodeuuboo6oybjq4 191 26 and and CC work_jqo6bqehefaodeuuboo6oybjq4 191 27 oceans ocean NNS work_jqo6bqehefaodeuuboo6oybjq4 191 28 . . . work_jqo6bqehefaodeuuboo6oybjq4 192 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 192 2 language language NN work_jqo6bqehefaodeuuboo6oybjq4 192 3 for for IN work_jqo6bqehefaodeuuboo6oybjq4 192 4 this this DT work_jqo6bqehefaodeuuboo6oybjq4 192 5 data data NN work_jqo6bqehefaodeuuboo6oybjq4 192 6 set set NN work_jqo6bqehefaodeuuboo6oybjq4 192 7 was be VBD work_jqo6bqehefaodeuuboo6oybjq4 192 8 contributed contribute VBN work_jqo6bqehefaodeuuboo6oybjq4 192 9 by by IN work_jqo6bqehefaodeuuboo6oybjq4 192 10 members member NNS work_jqo6bqehefaodeuuboo6oybjq4 192 11 of of IN work_jqo6bqehefaodeuuboo6oybjq4 192 12 our -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 192 13 research research NN work_jqo6bqehefaodeuuboo6oybjq4 192 14 group group NN work_jqo6bqehefaodeuuboo6oybjq4 192 15 , , , work_jqo6bqehefaodeuuboo6oybjq4 192 16 who who WP work_jqo6bqehefaodeuuboo6oybjq4 192 17 were be VBD work_jqo6bqehefaodeuuboo6oybjq4 192 18 instructed instruct VBN work_jqo6bqehefaodeuuboo6oybjq4 192 19 to to TO work_jqo6bqehefaodeuuboo6oybjq4 192 20 provide provide VB work_jqo6bqehefaodeuuboo6oybjq4 192 21 a a DT work_jqo6bqehefaodeuuboo6oybjq4 192 22 mixture mixture NN work_jqo6bqehefaodeuuboo6oybjq4 192 23 of of IN work_jqo6bqehefaodeuuboo6oybjq4 192 24 simple simple JJ work_jqo6bqehefaodeuuboo6oybjq4 192 25 and and CC work_jqo6bqehefaodeuuboo6oybjq4 192 26 complex complex JJ work_jqo6bqehefaodeuuboo6oybjq4 192 27 geographical geographical JJ work_jqo6bqehefaodeuuboo6oybjq4 192 28 questions question NNS work_jqo6bqehefaodeuuboo6oybjq4 192 29 . . . work_jqo6bqehefaodeuuboo6oybjq4 193 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 193 2 authors author NNS work_jqo6bqehefaodeuuboo6oybjq4 193 3 then then RB work_jqo6bqehefaodeuuboo6oybjq4 193 4 manually manually RB work_jqo6bqehefaodeuuboo6oybjq4 193 5 annotated annotate VBD work_jqo6bqehefaodeuuboo6oybjq4 193 6 each each DT work_jqo6bqehefaodeuuboo6oybjq4 193 7 question question NN work_jqo6bqehefaodeuuboo6oybjq4 193 8 with with IN work_jqo6bqehefaodeuuboo6oybjq4 193 9 a a DT work_jqo6bqehefaodeuuboo6oybjq4 193 10 denotation denotation NN work_jqo6bqehefaodeuuboo6oybjq4 193 11 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 193 12 its -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 193 13 answer answer NN work_jqo6bqehefaodeuuboo6oybjq4 193 14 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 193 15 and and CC work_jqo6bqehefaodeuuboo6oybjq4 193 16 a a DT work_jqo6bqehefaodeuuboo6oybjq4 193 17 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 193 18 form form NN work_jqo6bqehefaodeuuboo6oybjq4 193 19 . . . work_jqo6bqehefaodeuuboo6oybjq4 194 1 5.2 5.2 CD work_jqo6bqehefaodeuuboo6oybjq4 194 2 Features feature NNS work_jqo6bqehefaodeuuboo6oybjq4 194 3 The the DT work_jqo6bqehefaodeuuboo6oybjq4 194 4 features feature NNS work_jqo6bqehefaodeuuboo6oybjq4 194 5 of of IN work_jqo6bqehefaodeuuboo6oybjq4 194 6 both both DT work_jqo6bqehefaodeuuboo6oybjq4 194 7 applications application NNS work_jqo6bqehefaodeuuboo6oybjq4 194 8 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 194 9 intended intend VBN work_jqo6bqehefaodeuuboo6oybjq4 194 10 to to TO work_jqo6bqehefaodeuuboo6oybjq4 194 11 capture capture VB work_jqo6bqehefaodeuuboo6oybjq4 194 12 properties property NNS work_jqo6bqehefaodeuuboo6oybjq4 194 13 of of IN work_jqo6bqehefaodeuuboo6oybjq4 194 14 entities entity NNS work_jqo6bqehefaodeuuboo6oybjq4 194 15 and and CC work_jqo6bqehefaodeuuboo6oybjq4 194 16 relations relation NNS work_jqo6bqehefaodeuuboo6oybjq4 194 17 between between IN work_jqo6bqehefaodeuuboo6oybjq4 194 18 them -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 194 19 . . . work_jqo6bqehefaodeuuboo6oybjq4 195 1 As as IN work_jqo6bqehefaodeuuboo6oybjq4 195 2 such such JJ work_jqo6bqehefaodeuuboo6oybjq4 195 3 , , , work_jqo6bqehefaodeuuboo6oybjq4 195 4 both both DT work_jqo6bqehefaodeuuboo6oybjq4 195 5 applications application NNS work_jqo6bqehefaodeuuboo6oybjq4 195 6 share share VBP work_jqo6bqehefaodeuuboo6oybjq4 195 7 a a DT work_jqo6bqehefaodeuuboo6oybjq4 195 8 set set NN work_jqo6bqehefaodeuuboo6oybjq4 195 9 of of IN work_jqo6bqehefaodeuuboo6oybjq4 195 10 phys- phys- NNP work_jqo6bqehefaodeuuboo6oybjq4 195 11 ical ical JJ work_jqo6bqehefaodeuuboo6oybjq4 195 12 features feature NNS work_jqo6bqehefaodeuuboo6oybjq4 195 13 which which WDT work_jqo6bqehefaodeuuboo6oybjq4 195 14 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 195 15 functions function NNS work_jqo6bqehefaodeuuboo6oybjq4 195 16 of of IN work_jqo6bqehefaodeuuboo6oybjq4 195 17 the the DT work_jqo6bqehefaodeuuboo6oybjq4 195 18 bounding bound VBG work_jqo6bqehefaodeuuboo6oybjq4 195 19 polygons polygon NNS work_jqo6bqehefaodeuuboo6oybjq4 195 20 of of IN work_jqo6bqehefaodeuuboo6oybjq4 195 21 each each DT work_jqo6bqehefaodeuuboo6oybjq4 195 22 entity entity NN work_jqo6bqehefaodeuuboo6oybjq4 195 23 . . . work_jqo6bqehefaodeuuboo6oybjq4 196 1 Example example NN work_jqo6bqehefaodeuuboo6oybjq4 196 2 category category NN work_jqo6bqehefaodeuuboo6oybjq4 196 3 features feature NNS work_jqo6bqehefaodeuuboo6oybjq4 196 4 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 196 5 φcat φcat NNP work_jqo6bqehefaodeuuboo6oybjq4 196 6 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 196 7 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 196 8 the the DT work_jqo6bqehefaodeuuboo6oybjq4 196 9 area area NN work_jqo6bqehefaodeuuboo6oybjq4 196 10 and and CC work_jqo6bqehefaodeuuboo6oybjq4 196 11 perimeter perimeter NN work_jqo6bqehefaodeuuboo6oybjq4 196 12 of of IN work_jqo6bqehefaodeuuboo6oybjq4 196 13 the the DT work_jqo6bqehefaodeuuboo6oybjq4 196 14 entity entity NN work_jqo6bqehefaodeuuboo6oybjq4 196 15 , , , work_jqo6bqehefaodeuuboo6oybjq4 196 16 and and CC work_jqo6bqehefaodeuuboo6oybjq4 196 17 an an DT work_jqo6bqehefaodeuuboo6oybjq4 196 18 example example NN work_jqo6bqehefaodeuuboo6oybjq4 196 19 relation relation NN work_jqo6bqehefaodeuuboo6oybjq4 196 20 feature feature NN work_jqo6bqehefaodeuuboo6oybjq4 196 21 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 196 22 φrel φrel NN work_jqo6bqehefaodeuuboo6oybjq4 196 23 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 196 24 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 196 25 the the DT work_jqo6bqehefaodeuuboo6oybjq4 196 26 distance distance NN work_jqo6bqehefaodeuuboo6oybjq4 196 27 be- be- XX work_jqo6bqehefaodeuuboo6oybjq4 196 28 tween tween NN work_jqo6bqehefaodeuuboo6oybjq4 196 29 entity entity NN work_jqo6bqehefaodeuuboo6oybjq4 196 30 centroids centroid NNS work_jqo6bqehefaodeuuboo6oybjq4 196 31 . . . work_jqo6bqehefaodeuuboo6oybjq4 197 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 197 2 SCENE SCENE NNP work_jqo6bqehefaodeuuboo6oybjq4 197 3 data datum NNS work_jqo6bqehefaodeuuboo6oybjq4 197 4 set set VBN work_jqo6bqehefaodeuuboo6oybjq4 197 5 additionally additionally RB work_jqo6bqehefaodeuuboo6oybjq4 197 6 includes include VBZ work_jqo6bqehefaodeuuboo6oybjq4 197 7 visual visual JJ work_jqo6bqehefaodeuuboo6oybjq4 197 8 appearance appearance NN work_jqo6bqehefaodeuuboo6oybjq4 197 9 features feature NNS work_jqo6bqehefaodeuuboo6oybjq4 197 10 in in IN work_jqo6bqehefaodeuuboo6oybjq4 197 11 φcat φcat NNP work_jqo6bqehefaodeuuboo6oybjq4 197 12 to to TO work_jqo6bqehefaodeuuboo6oybjq4 197 13 capture capture VB work_jqo6bqehefaodeuuboo6oybjq4 197 14 visual visual JJ work_jqo6bqehefaodeuuboo6oybjq4 197 15 proper- proper- NN work_jqo6bqehefaodeuuboo6oybjq4 197 16 ties tie NNS work_jqo6bqehefaodeuuboo6oybjq4 197 17 of of IN work_jqo6bqehefaodeuuboo6oybjq4 197 18 objects object NNS work_jqo6bqehefaodeuuboo6oybjq4 197 19 . . . work_jqo6bqehefaodeuuboo6oybjq4 198 1 These these DT work_jqo6bqehefaodeuuboo6oybjq4 198 2 features feature NNS work_jqo6bqehefaodeuuboo6oybjq4 198 3 include include VBP work_jqo6bqehefaodeuuboo6oybjq4 198 4 a a DT work_jqo6bqehefaodeuuboo6oybjq4 198 5 Histogram Histogram NNP work_jqo6bqehefaodeuuboo6oybjq4 198 6 of of IN work_jqo6bqehefaodeuuboo6oybjq4 198 7 Oriented Oriented NNP work_jqo6bqehefaodeuuboo6oybjq4 198 8 Gradients Gradients NNP work_jqo6bqehefaodeuuboo6oybjq4 198 9 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 198 10 HOG HOG NNP work_jqo6bqehefaodeuuboo6oybjq4 198 11 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 198 12 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 198 13 Dalal Dalal NNP work_jqo6bqehefaodeuuboo6oybjq4 198 14 and and CC work_jqo6bqehefaodeuuboo6oybjq4 198 15 Triggs triggs VB work_jqo6bqehefaodeuuboo6oybjq4 198 16 , , , work_jqo6bqehefaodeuuboo6oybjq4 198 17 2005 2005 CD work_jqo6bqehefaodeuuboo6oybjq4 198 18 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 198 19 and and CC work_jqo6bqehefaodeuuboo6oybjq4 198 20 an an DT work_jqo6bqehefaodeuuboo6oybjq4 198 21 RGB RGB NNP work_jqo6bqehefaodeuuboo6oybjq4 198 22 color color NN work_jqo6bqehefaodeuuboo6oybjq4 198 23 histogram histogram NN work_jqo6bqehefaodeuuboo6oybjq4 198 24 . . . work_jqo6bqehefaodeuuboo6oybjq4 199 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 199 2 GEOQA GEOQA NNP work_jqo6bqehefaodeuuboo6oybjq4 199 3 data datum NNS work_jqo6bqehefaodeuuboo6oybjq4 199 4 set set VBN work_jqo6bqehefaodeuuboo6oybjq4 199 5 additionally additionally RB work_jqo6bqehefaodeuuboo6oybjq4 199 6 includes include VBZ work_jqo6bqehefaodeuuboo6oybjq4 199 7 dis- dis- IN work_jqo6bqehefaodeuuboo6oybjq4 199 8 tributional tributional JJ work_jqo6bqehefaodeuuboo6oybjq4 199 9 semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 199 10 features feature NNS work_jqo6bqehefaodeuuboo6oybjq4 199 11 to to TO work_jqo6bqehefaodeuuboo6oybjq4 199 12 distinguish distinguish VB work_jqo6bqehefaodeuuboo6oybjq4 199 13 between between IN work_jqo6bqehefaodeuuboo6oybjq4 199 14 different different JJ work_jqo6bqehefaodeuuboo6oybjq4 199 15 types type NNS work_jqo6bqehefaodeuuboo6oybjq4 199 16 of of IN work_jqo6bqehefaodeuuboo6oybjq4 199 17 entities entity NNS work_jqo6bqehefaodeuuboo6oybjq4 199 18 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 199 19 e.g. e.g. RB work_jqo6bqehefaodeuuboo6oybjq4 199 20 , , , work_jqo6bqehefaodeuuboo6oybjq4 199 21 states states NNP work_jqo6bqehefaodeuuboo6oybjq4 199 22 vs. vs. IN work_jqo6bqehefaodeuuboo6oybjq4 199 23 lakes lakes NNP work_jqo6bqehefaodeuuboo6oybjq4 199 24 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 199 25 and and CC work_jqo6bqehefaodeuuboo6oybjq4 199 26 to to TO work_jqo6bqehefaodeuuboo6oybjq4 199 27 capture capture VB work_jqo6bqehefaodeuuboo6oybjq4 199 28 non non JJ work_jqo6bqehefaodeuuboo6oybjq4 199 29 - - JJ work_jqo6bqehefaodeuuboo6oybjq4 199 30 spatial spatial JJ work_jqo6bqehefaodeuuboo6oybjq4 199 31 relations relation NNS work_jqo6bqehefaodeuuboo6oybjq4 199 32 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 199 33 e.g. e.g. RB work_jqo6bqehefaodeuuboo6oybjq4 199 34 , , , work_jqo6bqehefaodeuuboo6oybjq4 199 35 capitals capital NNS work_jqo6bqehefaodeuuboo6oybjq4 199 36 of of IN work_jqo6bqehefaodeuuboo6oybjq4 199 37 states state NNS work_jqo6bqehefaodeuuboo6oybjq4 199 38 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 199 39 . . . work_jqo6bqehefaodeuuboo6oybjq4 200 1 These these DT work_jqo6bqehefaodeuuboo6oybjq4 200 2 features feature NNS work_jqo6bqehefaodeuuboo6oybjq4 200 3 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 200 4 derived derive VBN work_jqo6bqehefaodeuuboo6oybjq4 200 5 from from IN work_jqo6bqehefaodeuuboo6oybjq4 200 6 phrase phrase NN work_jqo6bqehefaodeuuboo6oybjq4 200 7 co co NNS work_jqo6bqehefaodeuuboo6oybjq4 200 8 - - NNS work_jqo6bqehefaodeuuboo6oybjq4 200 9 occurrences occurrence NNS work_jqo6bqehefaodeuuboo6oybjq4 200 10 with with IN work_jqo6bqehefaodeuuboo6oybjq4 200 11 entity entity NN work_jqo6bqehefaodeuuboo6oybjq4 200 12 names name NNS work_jqo6bqehefaodeuuboo6oybjq4 200 13 in in IN work_jqo6bqehefaodeuuboo6oybjq4 200 14 the the DT work_jqo6bqehefaodeuuboo6oybjq4 200 15 Clueweb09 Clueweb09 NNP work_jqo6bqehefaodeuuboo6oybjq4 200 16 3Polygons 3Polygons NNPS work_jqo6bqehefaodeuuboo6oybjq4 200 17 were be VBD work_jqo6bqehefaodeuuboo6oybjq4 200 18 extracted extract VBN work_jqo6bqehefaodeuuboo6oybjq4 200 19 from from IN work_jqo6bqehefaodeuuboo6oybjq4 200 20 OpenStreetMap openstreetmap CD work_jqo6bqehefaodeuuboo6oybjq4 200 21 , , , work_jqo6bqehefaodeuuboo6oybjq4 200 22 http:// http:// NNP work_jqo6bqehefaodeuuboo6oybjq4 200 23 www.openstreetmap.org/. www.openstreetmap.org/. VBZ work_jqo6bqehefaodeuuboo6oybjq4 201 1 web web NN work_jqo6bqehefaodeuuboo6oybjq4 201 2 corpus.4 corpus.4 CD work_jqo6bqehefaodeuuboo6oybjq4 201 3 The the DT work_jqo6bqehefaodeuuboo6oybjq4 201 4 category category NN work_jqo6bqehefaodeuuboo6oybjq4 201 5 features feature VBZ work_jqo6bqehefaodeuuboo6oybjq4 201 6 φcat φcat NNP work_jqo6bqehefaodeuuboo6oybjq4 201 7 include include VBP work_jqo6bqehefaodeuuboo6oybjq4 201 8 in- in- JJ work_jqo6bqehefaodeuuboo6oybjq4 201 9 dicators dicator NNS work_jqo6bqehefaodeuuboo6oybjq4 201 10 for for IN work_jqo6bqehefaodeuuboo6oybjq4 201 11 the the DT work_jqo6bqehefaodeuuboo6oybjq4 201 12 20 20 CD work_jqo6bqehefaodeuuboo6oybjq4 201 13 contexts contexts NN work_jqo6bqehefaodeuuboo6oybjq4 201 14 which which WDT work_jqo6bqehefaodeuuboo6oybjq4 201 15 most most RBS work_jqo6bqehefaodeuuboo6oybjq4 201 16 frequently frequently RB work_jqo6bqehefaodeuuboo6oybjq4 201 17 occur occur VBP work_jqo6bqehefaodeuuboo6oybjq4 201 18 with with IN work_jqo6bqehefaodeuuboo6oybjq4 201 19 an an DT work_jqo6bqehefaodeuuboo6oybjq4 201 20 entity entity NN work_jqo6bqehefaodeuuboo6oybjq4 201 21 ’s ’s POS work_jqo6bqehefaodeuuboo6oybjq4 201 22 name name NN work_jqo6bqehefaodeuuboo6oybjq4 201 23 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 201 24 e.g. e.g. RB work_jqo6bqehefaodeuuboo6oybjq4 201 25 , , , work_jqo6bqehefaodeuuboo6oybjq4 201 26 “ " `` work_jqo6bqehefaodeuuboo6oybjq4 201 27 X x NN work_jqo6bqehefaodeuuboo6oybjq4 201 28 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 201 29 a a DT work_jqo6bqehefaodeuuboo6oybjq4 201 30 city city NN work_jqo6bqehefaodeuuboo6oybjq4 201 31 ” " '' work_jqo6bqehefaodeuuboo6oybjq4 201 32 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 201 33 . . . work_jqo6bqehefaodeuuboo6oybjq4 202 1 Similarly similarly RB work_jqo6bqehefaodeuuboo6oybjq4 202 2 , , , work_jqo6bqehefaodeuuboo6oybjq4 202 3 the the DT work_jqo6bqehefaodeuuboo6oybjq4 202 4 relation relation NN work_jqo6bqehefaodeuuboo6oybjq4 202 5 features feature VBZ work_jqo6bqehefaodeuuboo6oybjq4 202 6 φrel φrel NN work_jqo6bqehefaodeuuboo6oybjq4 202 7 include include VBP work_jqo6bqehefaodeuuboo6oybjq4 202 8 indica- indica- JJ work_jqo6bqehefaodeuuboo6oybjq4 202 9 tors tor NNS work_jqo6bqehefaodeuuboo6oybjq4 202 10 for for IN work_jqo6bqehefaodeuuboo6oybjq4 202 11 the the DT work_jqo6bqehefaodeuuboo6oybjq4 202 12 20 20 CD work_jqo6bqehefaodeuuboo6oybjq4 202 13 most most RBS work_jqo6bqehefaodeuuboo6oybjq4 202 14 frequent frequent JJ work_jqo6bqehefaodeuuboo6oybjq4 202 15 contexts contexts NN work_jqo6bqehefaodeuuboo6oybjq4 202 16 between between IN work_jqo6bqehefaodeuuboo6oybjq4 202 17 two two CD work_jqo6bqehefaodeuuboo6oybjq4 202 18 entities entity NNS work_jqo6bqehefaodeuuboo6oybjq4 202 19 ’ ’ POS work_jqo6bqehefaodeuuboo6oybjq4 202 20 names name NNS work_jqo6bqehefaodeuuboo6oybjq4 202 21 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 202 22 e.g. e.g. RB work_jqo6bqehefaodeuuboo6oybjq4 202 23 , , , work_jqo6bqehefaodeuuboo6oybjq4 202 24 “ " `` work_jqo6bqehefaodeuuboo6oybjq4 202 25 X x NN work_jqo6bqehefaodeuuboo6oybjq4 202 26 in in IN work_jqo6bqehefaodeuuboo6oybjq4 202 27 eastern eastern JJ work_jqo6bqehefaodeuuboo6oybjq4 202 28 Y Y NNP work_jqo6bqehefaodeuuboo6oybjq4 202 29 ” " '' work_jqo6bqehefaodeuuboo6oybjq4 202 30 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 202 31 . . . work_jqo6bqehefaodeuuboo6oybjq4 203 1 5.3 5.3 CD work_jqo6bqehefaodeuuboo6oybjq4 203 2 Lexicon Lexicon NNP work_jqo6bqehefaodeuuboo6oybjq4 203 3 Induction Induction NNP work_jqo6bqehefaodeuuboo6oybjq4 203 4 One one CD work_jqo6bqehefaodeuuboo6oybjq4 203 5 of of IN work_jqo6bqehefaodeuuboo6oybjq4 203 6 the the DT work_jqo6bqehefaodeuuboo6oybjq4 203 7 inputs input NNS work_jqo6bqehefaodeuuboo6oybjq4 203 8 to to IN work_jqo6bqehefaodeuuboo6oybjq4 203 9 the the DT work_jqo6bqehefaodeuuboo6oybjq4 203 10 semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 203 11 parser parser NN work_jqo6bqehefaodeuuboo6oybjq4 203 12 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 203 13 Section section NN work_jqo6bqehefaodeuuboo6oybjq4 203 14 3.2 3.2 CD work_jqo6bqehefaodeuuboo6oybjq4 203 15 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 203 16 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 203 17 a a DT work_jqo6bqehefaodeuuboo6oybjq4 203 18 lexicon lexicon NN work_jqo6bqehefaodeuuboo6oybjq4 203 19 that that WDT work_jqo6bqehefaodeuuboo6oybjq4 203 20 lists list VBZ work_jqo6bqehefaodeuuboo6oybjq4 203 21 possible possible JJ work_jqo6bqehefaodeuuboo6oybjq4 203 22 syntactic syntactic JJ work_jqo6bqehefaodeuuboo6oybjq4 203 23 and and CC work_jqo6bqehefaodeuuboo6oybjq4 203 24 seman- seman- JJ work_jqo6bqehefaodeuuboo6oybjq4 203 25 tic tic JJ work_jqo6bqehefaodeuuboo6oybjq4 203 26 functions function NNS work_jqo6bqehefaodeuuboo6oybjq4 203 27 for for IN work_jqo6bqehefaodeuuboo6oybjq4 203 28 each each DT work_jqo6bqehefaodeuuboo6oybjq4 203 29 word word NN work_jqo6bqehefaodeuuboo6oybjq4 203 30 . . . work_jqo6bqehefaodeuuboo6oybjq4 204 1 Together together RB work_jqo6bqehefaodeuuboo6oybjq4 204 2 , , , work_jqo6bqehefaodeuuboo6oybjq4 204 3 these these DT work_jqo6bqehefaodeuuboo6oybjq4 204 4 per- per- NN work_jqo6bqehefaodeuuboo6oybjq4 204 5 word word NN work_jqo6bqehefaodeuuboo6oybjq4 204 6 entries entry NNS work_jqo6bqehefaodeuuboo6oybjq4 204 7 define define VB work_jqo6bqehefaodeuuboo6oybjq4 204 8 the the DT work_jqo6bqehefaodeuuboo6oybjq4 204 9 set set NN work_jqo6bqehefaodeuuboo6oybjq4 204 10 of of IN work_jqo6bqehefaodeuuboo6oybjq4 204 11 possible possible JJ work_jqo6bqehefaodeuuboo6oybjq4 204 12 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 204 13 forms form NNS work_jqo6bqehefaodeuuboo6oybjq4 204 14 for for IN work_jqo6bqehefaodeuuboo6oybjq4 204 15 every every DT work_jqo6bqehefaodeuuboo6oybjq4 204 16 statement statement NN work_jqo6bqehefaodeuuboo6oybjq4 204 17 . . . work_jqo6bqehefaodeuuboo6oybjq4 205 1 Each each DT work_jqo6bqehefaodeuuboo6oybjq4 205 2 word word NN work_jqo6bqehefaodeuuboo6oybjq4 205 3 may may MD work_jqo6bqehefaodeuuboo6oybjq4 205 4 have have VB work_jqo6bqehefaodeuuboo6oybjq4 205 5 mul- mul- RB work_jqo6bqehefaodeuuboo6oybjq4 205 6 tiple tiple JJ work_jqo6bqehefaodeuuboo6oybjq4 205 7 lexicon lexicon NN work_jqo6bqehefaodeuuboo6oybjq4 205 8 entries entry NNS work_jqo6bqehefaodeuuboo6oybjq4 205 9 to to TO work_jqo6bqehefaodeuuboo6oybjq4 205 10 capture capture VB work_jqo6bqehefaodeuuboo6oybjq4 205 11 uncertainty uncertainty NN work_jqo6bqehefaodeuuboo6oybjq4 205 12 about about IN work_jqo6bqehefaodeuuboo6oybjq4 205 13 its -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 205 14 meaning meaning NN work_jqo6bqehefaodeuuboo6oybjq4 205 15 . . . work_jqo6bqehefaodeuuboo6oybjq4 206 1 For for IN work_jqo6bqehefaodeuuboo6oybjq4 206 2 example example NN work_jqo6bqehefaodeuuboo6oybjq4 206 3 , , , work_jqo6bqehefaodeuuboo6oybjq4 206 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 206 5 word word NN work_jqo6bqehefaodeuuboo6oybjq4 206 6 “ " `` work_jqo6bqehefaodeuuboo6oybjq4 206 7 right right NN work_jqo6bqehefaodeuuboo6oybjq4 206 8 ” " '' work_jqo6bqehefaodeuuboo6oybjq4 206 9 may may MD work_jqo6bqehefaodeuuboo6oybjq4 206 10 have have VB work_jqo6bqehefaodeuuboo6oybjq4 206 11 entries entry NNS work_jqo6bqehefaodeuuboo6oybjq4 206 12 N n NN work_jqo6bqehefaodeuuboo6oybjq4 206 13 : : : work_jqo6bqehefaodeuuboo6oybjq4 206 14 λx.right(x λx.right(x NN work_jqo6bqehefaodeuuboo6oybjq4 206 15 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 206 16 and and CC work_jqo6bqehefaodeuuboo6oybjq4 206 17 N N NNP work_jqo6bqehefaodeuuboo6oybjq4 206 18 / / SYM work_jqo6bqehefaodeuuboo6oybjq4 206 19 PP PP NNP work_jqo6bqehefaodeuuboo6oybjq4 206 20 : : : work_jqo6bqehefaodeuuboo6oybjq4 206 21 λf.λx.∃y.right λf.λx.∃y.right NNP work_jqo6bqehefaodeuuboo6oybjq4 206 22 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 206 23 rel(x rel(x NNP work_jqo6bqehefaodeuuboo6oybjq4 206 24 , , , work_jqo6bqehefaodeuuboo6oybjq4 206 25 y y NNP work_jqo6bqehefaodeuuboo6oybjq4 206 26 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 206 27 ∧f(y ∧f(y NNP work_jqo6bqehefaodeuuboo6oybjq4 206 28 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 206 29 . . . work_jqo6bqehefaodeuuboo6oybjq4 207 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 207 2 semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 207 3 parser parser NN work_jqo6bqehefaodeuuboo6oybjq4 207 4 learns learn VBZ work_jqo6bqehefaodeuuboo6oybjq4 207 5 to to TO work_jqo6bqehefaodeuuboo6oybjq4 207 6 distinguish distinguish VB work_jqo6bqehefaodeuuboo6oybjq4 207 7 among among IN work_jqo6bqehefaodeuuboo6oybjq4 207 8 these these DT work_jqo6bqehefaodeuuboo6oybjq4 207 9 interpreta- interpreta- JJ work_jqo6bqehefaodeuuboo6oybjq4 207 10 tions tion NNS work_jqo6bqehefaodeuuboo6oybjq4 207 11 to to TO work_jqo6bqehefaodeuuboo6oybjq4 207 12 produce produce VB work_jqo6bqehefaodeuuboo6oybjq4 207 13 good good JJ work_jqo6bqehefaodeuuboo6oybjq4 207 14 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 207 15 forms form NNS work_jqo6bqehefaodeuuboo6oybjq4 207 16 . . . work_jqo6bqehefaodeuuboo6oybjq4 208 1 We -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 208 2 automatically automatically RB work_jqo6bqehefaodeuuboo6oybjq4 208 3 generated generate VBD work_jqo6bqehefaodeuuboo6oybjq4 208 4 lexicons lexicon NNS work_jqo6bqehefaodeuuboo6oybjq4 208 5 for for IN work_jqo6bqehefaodeuuboo6oybjq4 208 6 both both DT work_jqo6bqehefaodeuuboo6oybjq4 208 7 applications application NNS work_jqo6bqehefaodeuuboo6oybjq4 208 8 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 208 9 part part NN work_jqo6bqehefaodeuuboo6oybjq4 208 10 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 208 11 of of IN work_jqo6bqehefaodeuuboo6oybjq4 208 12 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 208 13 speech speech NN work_jqo6bqehefaodeuuboo6oybjq4 208 14 tag tag NN work_jqo6bqehefaodeuuboo6oybjq4 208 15 heuristics.5 heuristics.5 VBP work_jqo6bqehefaodeuuboo6oybjq4 208 16 These these DT work_jqo6bqehefaodeuuboo6oybjq4 208 17 heuristics heuristic NNS work_jqo6bqehefaodeuuboo6oybjq4 208 18 map map VB work_jqo6bqehefaodeuuboo6oybjq4 208 19 words word NNS work_jqo6bqehefaodeuuboo6oybjq4 208 20 to to TO work_jqo6bqehefaodeuuboo6oybjq4 208 21 lexicon lexicon VB work_jqo6bqehefaodeuuboo6oybjq4 208 22 entries entries NNP work_jqo6bqehefaodeuuboo6oybjq4 208 23 con- con- NNP work_jqo6bqehefaodeuuboo6oybjq4 208 24 taining taine VBG work_jqo6bqehefaodeuuboo6oybjq4 208 25 category category NN work_jqo6bqehefaodeuuboo6oybjq4 208 26 and and CC work_jqo6bqehefaodeuuboo6oybjq4 208 27 relation relation NN work_jqo6bqehefaodeuuboo6oybjq4 208 28 predicates predicate NNS work_jqo6bqehefaodeuuboo6oybjq4 208 29 derived derive VBN work_jqo6bqehefaodeuuboo6oybjq4 208 30 from from IN work_jqo6bqehefaodeuuboo6oybjq4 208 31 the the DT work_jqo6bqehefaodeuuboo6oybjq4 208 32 word word NN work_jqo6bqehefaodeuuboo6oybjq4 208 33 ’s ’s POS work_jqo6bqehefaodeuuboo6oybjq4 208 34 lemma lemma NN work_jqo6bqehefaodeuuboo6oybjq4 208 35 . . . work_jqo6bqehefaodeuuboo6oybjq4 209 1 Nouns noun NNS work_jqo6bqehefaodeuuboo6oybjq4 209 2 and and CC work_jqo6bqehefaodeuuboo6oybjq4 209 3 adjectives adjective NNS work_jqo6bqehefaodeuuboo6oybjq4 209 4 pro- pro- VBP work_jqo6bqehefaodeuuboo6oybjq4 209 5 duce duce VBP work_jqo6bqehefaodeuuboo6oybjq4 209 6 lexicon lexicon NNP work_jqo6bqehefaodeuuboo6oybjq4 209 7 entries entry NNS work_jqo6bqehefaodeuuboo6oybjq4 209 8 containing contain VBG work_jqo6bqehefaodeuuboo6oybjq4 209 9 either either CC work_jqo6bqehefaodeuuboo6oybjq4 209 10 categories category NNS work_jqo6bqehefaodeuuboo6oybjq4 209 11 or or CC work_jqo6bqehefaodeuuboo6oybjq4 209 12 relations relation NNS work_jqo6bqehefaodeuuboo6oybjq4 209 13 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 209 14 as as IN work_jqo6bqehefaodeuuboo6oybjq4 209 15 shown show VBN work_jqo6bqehefaodeuuboo6oybjq4 209 16 above above IN work_jqo6bqehefaodeuuboo6oybjq4 209 17 for for IN work_jqo6bqehefaodeuuboo6oybjq4 209 18 “ " `` work_jqo6bqehefaodeuuboo6oybjq4 209 19 right right JJ work_jqo6bqehefaodeuuboo6oybjq4 209 20 ” " '' work_jqo6bqehefaodeuuboo6oybjq4 209 21 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 209 22 . . . work_jqo6bqehefaodeuuboo6oybjq4 210 1 Mapping map VBG work_jqo6bqehefaodeuuboo6oybjq4 210 2 these these DT work_jqo6bqehefaodeuuboo6oybjq4 210 3 parts part NNS work_jqo6bqehefaodeuuboo6oybjq4 210 4 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 210 5 of of IN work_jqo6bqehefaodeuuboo6oybjq4 210 6 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 210 7 speech speech NN work_jqo6bqehefaodeuuboo6oybjq4 210 8 to to IN work_jqo6bqehefaodeuuboo6oybjq4 210 9 relations relation NNS work_jqo6bqehefaodeuuboo6oybjq4 210 10 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 210 11 necessary necessary JJ work_jqo6bqehefaodeuuboo6oybjq4 210 12 for for IN work_jqo6bqehefaodeuuboo6oybjq4 210 13 phrases phrase NNS work_jqo6bqehefaodeuuboo6oybjq4 210 14 like like IN work_jqo6bqehefaodeuuboo6oybjq4 210 15 “ " `` work_jqo6bqehefaodeuuboo6oybjq4 210 16 to to IN work_jqo6bqehefaodeuuboo6oybjq4 210 17 the the DT work_jqo6bqehefaodeuuboo6oybjq4 210 18 right right NN work_jqo6bqehefaodeuuboo6oybjq4 210 19 of of IN work_jqo6bqehefaodeuuboo6oybjq4 210 20 , , , work_jqo6bqehefaodeuuboo6oybjq4 210 21 ” " '' work_jqo6bqehefaodeuuboo6oybjq4 210 22 where where WRB work_jqo6bqehefaodeuuboo6oybjq4 210 23 the the DT work_jqo6bqehefaodeuuboo6oybjq4 210 24 noun noun NN work_jqo6bqehefaodeuuboo6oybjq4 210 25 “ " `` work_jqo6bqehefaodeuuboo6oybjq4 210 26 right right JJ work_jqo6bqehefaodeuuboo6oybjq4 210 27 ” " '' work_jqo6bqehefaodeuuboo6oybjq4 210 28 denotes denote VBZ work_jqo6bqehefaodeuuboo6oybjq4 210 29 a a DT work_jqo6bqehefaodeuuboo6oybjq4 210 30 relation relation NN work_jqo6bqehefaodeuuboo6oybjq4 210 31 . . . work_jqo6bqehefaodeuuboo6oybjq4 211 1 Verbs verb NNS work_jqo6bqehefaodeuuboo6oybjq4 211 2 and and CC work_jqo6bqehefaodeuuboo6oybjq4 211 3 prepositions preposition NNS work_jqo6bqehefaodeuuboo6oybjq4 211 4 pro- pro- VBP work_jqo6bqehefaodeuuboo6oybjq4 211 5 duce duce VBP work_jqo6bqehefaodeuuboo6oybjq4 211 6 lexicon lexicon NNP work_jqo6bqehefaodeuuboo6oybjq4 211 7 entries entry NNS work_jqo6bqehefaodeuuboo6oybjq4 211 8 containing contain VBG work_jqo6bqehefaodeuuboo6oybjq4 211 9 relations relation NNS work_jqo6bqehefaodeuuboo6oybjq4 211 10 . . . work_jqo6bqehefaodeuuboo6oybjq4 212 1 Additional additional JJ work_jqo6bqehefaodeuuboo6oybjq4 212 2 heuristics heuristic NNS work_jqo6bqehefaodeuuboo6oybjq4 212 3 generate generate VBP work_jqo6bqehefaodeuuboo6oybjq4 212 4 semantically semantically RB work_jqo6bqehefaodeuuboo6oybjq4 212 5 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 212 6 empty empty JJ work_jqo6bqehefaodeuuboo6oybjq4 212 7 lexicon lexicon NN work_jqo6bqehefaodeuuboo6oybjq4 212 8 en- en- XX work_jqo6bqehefaodeuuboo6oybjq4 212 9 tries try VBZ work_jqo6bqehefaodeuuboo6oybjq4 212 10 , , , work_jqo6bqehefaodeuuboo6oybjq4 212 11 allowing allow VBG work_jqo6bqehefaodeuuboo6oybjq4 212 12 words word NNS work_jqo6bqehefaodeuuboo6oybjq4 212 13 like like IN work_jqo6bqehefaodeuuboo6oybjq4 212 14 determiners determiner NNS work_jqo6bqehefaodeuuboo6oybjq4 212 15 to to TO work_jqo6bqehefaodeuuboo6oybjq4 212 16 have have VB work_jqo6bqehefaodeuuboo6oybjq4 212 17 no no DT work_jqo6bqehefaodeuuboo6oybjq4 212 18 physical physical JJ work_jqo6bqehefaodeuuboo6oybjq4 212 19 interpretation interpretation NN work_jqo6bqehefaodeuuboo6oybjq4 212 20 . . . work_jqo6bqehefaodeuuboo6oybjq4 213 1 Finally finally RB work_jqo6bqehefaodeuuboo6oybjq4 213 2 , , , work_jqo6bqehefaodeuuboo6oybjq4 213 3 there there EX work_jqo6bqehefaodeuuboo6oybjq4 213 4 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 213 5 special special JJ work_jqo6bqehefaodeuuboo6oybjq4 213 6 heuristics heuristic NNS work_jqo6bqehefaodeuuboo6oybjq4 213 7 for for IN work_jqo6bqehefaodeuuboo6oybjq4 213 8 forms form NNS work_jqo6bqehefaodeuuboo6oybjq4 213 9 of of IN work_jqo6bqehefaodeuuboo6oybjq4 213 10 “ " `` work_jqo6bqehefaodeuuboo6oybjq4 213 11 to to TO work_jqo6bqehefaodeuuboo6oybjq4 213 12 be be VB work_jqo6bqehefaodeuuboo6oybjq4 213 13 ” " '' work_jqo6bqehefaodeuuboo6oybjq4 213 14 and and CC work_jqo6bqehefaodeuuboo6oybjq4 213 15 , , , work_jqo6bqehefaodeuuboo6oybjq4 213 16 in in IN work_jqo6bqehefaodeuuboo6oybjq4 213 17 GEOQA GEOQA NNP work_jqo6bqehefaodeuuboo6oybjq4 213 18 , , , work_jqo6bqehefaodeuuboo6oybjq4 213 19 to to TO work_jqo6bqehefaodeuuboo6oybjq4 213 20 handle handle VB work_jqo6bqehefaodeuuboo6oybjq4 213 21 known know VBN work_jqo6bqehefaodeuuboo6oybjq4 213 22 entity entity NN work_jqo6bqehefaodeuuboo6oybjq4 213 23 names name NNS work_jqo6bqehefaodeuuboo6oybjq4 213 24 . . . work_jqo6bqehefaodeuuboo6oybjq4 214 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 214 2 complete complete JJ work_jqo6bqehefaodeuuboo6oybjq4 214 3 set set NN work_jqo6bqehefaodeuuboo6oybjq4 214 4 of of IN work_jqo6bqehefaodeuuboo6oybjq4 214 5 lexicon lexicon NNP work_jqo6bqehefaodeuuboo6oybjq4 214 6 induction induction NNP work_jqo6bqehefaodeuuboo6oybjq4 214 7 heuristics heuristics NNP work_jqo6bqehefaodeuuboo6oybjq4 214 8 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 214 9 available available JJ work_jqo6bqehefaodeuuboo6oybjq4 214 10 online online RB work_jqo6bqehefaodeuuboo6oybjq4 214 11 . . . work_jqo6bqehefaodeuuboo6oybjq4 215 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 215 2 automatically automatically RB work_jqo6bqehefaodeuuboo6oybjq4 215 3 generated generate VBN work_jqo6bqehefaodeuuboo6oybjq4 215 4 lexicon lexicon NN work_jqo6bqehefaodeuuboo6oybjq4 215 5 makes make VBZ work_jqo6bqehefaodeuuboo6oybjq4 215 6 it -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 215 7 dif- dif- RB work_jqo6bqehefaodeuuboo6oybjq4 215 8 ficult ficult NN work_jqo6bqehefaodeuuboo6oybjq4 215 9 to to TO work_jqo6bqehefaodeuuboo6oybjq4 215 10 compare compare VB work_jqo6bqehefaodeuuboo6oybjq4 215 11 semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 215 12 parses parse NNS work_jqo6bqehefaodeuuboo6oybjq4 215 13 across across IN work_jqo6bqehefaodeuuboo6oybjq4 215 14 models model NNS work_jqo6bqehefaodeuuboo6oybjq4 215 15 , , , work_jqo6bqehefaodeuuboo6oybjq4 215 16 since since IN work_jqo6bqehefaodeuuboo6oybjq4 215 17 the the DT work_jqo6bqehefaodeuuboo6oybjq4 215 18 correctness correctness NN work_jqo6bqehefaodeuuboo6oybjq4 215 19 of of IN work_jqo6bqehefaodeuuboo6oybjq4 215 20 a a DT work_jqo6bqehefaodeuuboo6oybjq4 215 21 semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 215 22 parse parse NN work_jqo6bqehefaodeuuboo6oybjq4 215 23 depends depend VBZ work_jqo6bqehefaodeuuboo6oybjq4 215 24 on on IN work_jqo6bqehefaodeuuboo6oybjq4 215 25 the the DT work_jqo6bqehefaodeuuboo6oybjq4 215 26 learned learn VBN work_jqo6bqehefaodeuuboo6oybjq4 215 27 perceptual perceptual JJ work_jqo6bqehefaodeuuboo6oybjq4 215 28 classifiers classifier NNS work_jqo6bqehefaodeuuboo6oybjq4 215 29 . . . work_jqo6bqehefaodeuuboo6oybjq4 216 1 To to TO work_jqo6bqehefaodeuuboo6oybjq4 216 2 facilitate facilitate VB work_jqo6bqehefaodeuuboo6oybjq4 216 3 such such PDT work_jqo6bqehefaodeuuboo6oybjq4 216 4 a a DT work_jqo6bqehefaodeuuboo6oybjq4 216 5 comparison comparison NN work_jqo6bqehefaodeuuboo6oybjq4 216 6 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 216 7 Section section NN work_jqo6bqehefaodeuuboo6oybjq4 216 8 5.6 5.6 CD work_jqo6bqehefaodeuuboo6oybjq4 216 9 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 216 10 , , , work_jqo6bqehefaodeuuboo6oybjq4 216 11 we -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 216 12 filtered filter VBD work_jqo6bqehefaodeuuboo6oybjq4 216 13 out out RP work_jqo6bqehefaodeuuboo6oybjq4 216 14 lexicon lexicon NN work_jqo6bqehefaodeuuboo6oybjq4 216 15 entries entry NNS work_jqo6bqehefaodeuuboo6oybjq4 216 16 containing contain VBG work_jqo6bqehefaodeuuboo6oybjq4 216 17 predicates predicate NNS work_jqo6bqehefaodeuuboo6oybjq4 216 18 which which WDT work_jqo6bqehefaodeuuboo6oybjq4 216 19 were be VBD work_jqo6bqehefaodeuuboo6oybjq4 216 20 not not RB work_jqo6bqehefaodeuuboo6oybjq4 216 21 used use VBN work_jqo6bqehefaodeuuboo6oybjq4 216 22 in in IN work_jqo6bqehefaodeuuboo6oybjq4 216 23 any any DT work_jqo6bqehefaodeuuboo6oybjq4 216 24 of of IN work_jqo6bqehefaodeuuboo6oybjq4 216 25 the the DT work_jqo6bqehefaodeuuboo6oybjq4 216 26 annotated annotate VBN work_jqo6bqehefaodeuuboo6oybjq4 216 27 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 216 28 forms form NNS work_jqo6bqehefaodeuuboo6oybjq4 216 29 . . . work_jqo6bqehefaodeuuboo6oybjq4 217 1 Statistics statistic NNS work_jqo6bqehefaodeuuboo6oybjq4 217 2 of of IN work_jqo6bqehefaodeuuboo6oybjq4 217 3 the the DT work_jqo6bqehefaodeuuboo6oybjq4 217 4 filtered filter VBN work_jqo6bqehefaodeuuboo6oybjq4 217 5 lexicons lexicon NNS work_jqo6bqehefaodeuuboo6oybjq4 217 6 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 217 7 shown show VBN work_jqo6bqehefaodeuuboo6oybjq4 217 8 in in IN work_jqo6bqehefaodeuuboo6oybjq4 217 9 Table table NN work_jqo6bqehefaodeuuboo6oybjq4 217 10 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 217 11 . . . work_jqo6bqehefaodeuuboo6oybjq4 218 1 4http://www.lemurproject.org/clueweb09/ 4http://www.lemurproject.org/clueweb09/ CD work_jqo6bqehefaodeuuboo6oybjq4 218 2 5We 5we CD work_jqo6bqehefaodeuuboo6oybjq4 218 3 used use VBD work_jqo6bqehefaodeuuboo6oybjq4 218 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 218 5 Stanford Stanford NNP work_jqo6bqehefaodeuuboo6oybjq4 218 6 POS POS NNP work_jqo6bqehefaodeuuboo6oybjq4 218 7 tagger tagger NN work_jqo6bqehefaodeuuboo6oybjq4 218 8 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 218 9 Toutanova Toutanova NNP work_jqo6bqehefaodeuuboo6oybjq4 218 10 et et FW work_jqo6bqehefaodeuuboo6oybjq4 218 11 al al NNP work_jqo6bqehefaodeuuboo6oybjq4 218 12 . . NNP work_jqo6bqehefaodeuuboo6oybjq4 218 13 , , , work_jqo6bqehefaodeuuboo6oybjq4 218 14 2003 2003 CD work_jqo6bqehefaodeuuboo6oybjq4 218 15 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 218 16 . . . work_jqo6bqehefaodeuuboo6oybjq4 219 1 200 200 CD work_jqo6bqehefaodeuuboo6oybjq4 219 2 Environment Environment NNP work_jqo6bqehefaodeuuboo6oybjq4 219 3 d d NNP work_jqo6bqehefaodeuuboo6oybjq4 219 4 Language Language NNP work_jqo6bqehefaodeuuboo6oybjq4 219 5 z z NNP work_jqo6bqehefaodeuuboo6oybjq4 219 6 and and CC work_jqo6bqehefaodeuuboo6oybjq4 219 7 predicted predict VBD work_jqo6bqehefaodeuuboo6oybjq4 219 8 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 219 9 form form NN work_jqo6bqehefaodeuuboo6oybjq4 219 10 ` ` '' work_jqo6bqehefaodeuuboo6oybjq4 219 11 Predicted predict VBD work_jqo6bqehefaodeuuboo6oybjq4 219 12 grounding ground VBG work_jqo6bqehefaodeuuboo6oybjq4 219 13 True true JJ work_jqo6bqehefaodeuuboo6oybjq4 219 14 grounding grounding NN work_jqo6bqehefaodeuuboo6oybjq4 219 15 monitor monitor NN work_jqo6bqehefaodeuuboo6oybjq4 219 16 to to IN work_jqo6bqehefaodeuuboo6oybjq4 219 17 the the DT work_jqo6bqehefaodeuuboo6oybjq4 219 18 left left NN work_jqo6bqehefaodeuuboo6oybjq4 219 19 of of IN work_jqo6bqehefaodeuuboo6oybjq4 219 20 the the DT work_jqo6bqehefaodeuuboo6oybjq4 219 21 mugs mug NNS work_jqo6bqehefaodeuuboo6oybjq4 219 22 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 219 23 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 219 24 2,1 2,1 CD work_jqo6bqehefaodeuuboo6oybjq4 219 25 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 219 26 , , , work_jqo6bqehefaodeuuboo6oybjq4 219 27 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 219 28 2,3 2,3 CD work_jqo6bqehefaodeuuboo6oybjq4 219 29 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 219 30 } } -RRB- work_jqo6bqehefaodeuuboo6oybjq4 219 31 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 219 32 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 219 33 2,1 2,1 CD work_jqo6bqehefaodeuuboo6oybjq4 219 34 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 219 35 , , , work_jqo6bqehefaodeuuboo6oybjq4 219 36 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 219 37 2,3 2,3 CD work_jqo6bqehefaodeuuboo6oybjq4 219 38 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 219 39 } } -RRB- work_jqo6bqehefaodeuuboo6oybjq4 219 40 λx.∃y.monitor(x λx.∃y.monitor(x NN work_jqo6bqehefaodeuuboo6oybjq4 219 41 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 219 42 ∧ ∧ NNP work_jqo6bqehefaodeuuboo6oybjq4 219 43 left leave VBD work_jqo6bqehefaodeuuboo6oybjq4 219 44 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 219 45 rel(x rel(x NN work_jqo6bqehefaodeuuboo6oybjq4 219 46 , , , work_jqo6bqehefaodeuuboo6oybjq4 219 47 y y NNP work_jqo6bqehefaodeuuboo6oybjq4 219 48 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 219 49 ∧ ∧ NNP work_jqo6bqehefaodeuuboo6oybjq4 219 50 mug(y mug(y POS work_jqo6bqehefaodeuuboo6oybjq4 219 51 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 219 52 mug mug NNP work_jqo6bqehefaodeuuboo6oybjq4 219 53 to to IN work_jqo6bqehefaodeuuboo6oybjq4 219 54 the the DT work_jqo6bqehefaodeuuboo6oybjq4 219 55 left left NN work_jqo6bqehefaodeuuboo6oybjq4 219 56 of of IN work_jqo6bqehefaodeuuboo6oybjq4 219 57 the the DT work_jqo6bqehefaodeuuboo6oybjq4 219 58 other other JJ work_jqo6bqehefaodeuuboo6oybjq4 219 59 mug mug NN work_jqo6bqehefaodeuuboo6oybjq4 219 60 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 219 61 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 219 62 3,1 3,1 CD work_jqo6bqehefaodeuuboo6oybjq4 219 63 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 219 64 } } -RRB- work_jqo6bqehefaodeuuboo6oybjq4 219 65 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 219 66 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 219 67 3,1 3,1 CD work_jqo6bqehefaodeuuboo6oybjq4 219 68 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 219 69 } } -RRB- work_jqo6bqehefaodeuuboo6oybjq4 219 70 λx.∃y.mug(x λx.∃y.mug(x NNP work_jqo6bqehefaodeuuboo6oybjq4 219 71 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 219 72 ∧ ∧ NNP work_jqo6bqehefaodeuuboo6oybjq4 219 73 left leave VBD work_jqo6bqehefaodeuuboo6oybjq4 219 74 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 219 75 rel(x rel(x NN work_jqo6bqehefaodeuuboo6oybjq4 219 76 , , , work_jqo6bqehefaodeuuboo6oybjq4 219 77 y y NNP work_jqo6bqehefaodeuuboo6oybjq4 219 78 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 219 79 ∧ ∧ NNP work_jqo6bqehefaodeuuboo6oybjq4 219 80 mug(y mug(y POS work_jqo6bqehefaodeuuboo6oybjq4 219 81 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 219 82 objects object NNS work_jqo6bqehefaodeuuboo6oybjq4 219 83 on on IN work_jqo6bqehefaodeuuboo6oybjq4 219 84 the the DT work_jqo6bqehefaodeuuboo6oybjq4 219 85 table table NN work_jqo6bqehefaodeuuboo6oybjq4 219 86 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 219 87 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 219 88 1,4 1,4 CD work_jqo6bqehefaodeuuboo6oybjq4 219 89 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 219 90 , , , work_jqo6bqehefaodeuuboo6oybjq4 219 91 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 219 92 2,4 2,4 CD work_jqo6bqehefaodeuuboo6oybjq4 219 93 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 219 94 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 219 95 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 219 96 1,4 1,4 CD work_jqo6bqehefaodeuuboo6oybjq4 219 97 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 219 98 , , , work_jqo6bqehefaodeuuboo6oybjq4 219 99 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 219 100 2,4 2,4 CD work_jqo6bqehefaodeuuboo6oybjq4 219 101 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 219 102 , , , work_jqo6bqehefaodeuuboo6oybjq4 219 103 λx.∃y.object(x λx.∃y.object(x NN work_jqo6bqehefaodeuuboo6oybjq4 219 104 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 219 105 ∧ ∧ NNP work_jqo6bqehefaodeuuboo6oybjq4 219 106 on on IN work_jqo6bqehefaodeuuboo6oybjq4 219 107 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 219 108 rel(x rel(x NNP work_jqo6bqehefaodeuuboo6oybjq4 219 109 , , , work_jqo6bqehefaodeuuboo6oybjq4 219 110 y y NNP work_jqo6bqehefaodeuuboo6oybjq4 219 111 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 219 112 ∧ ∧ NNP work_jqo6bqehefaodeuuboo6oybjq4 219 113 table(y table(y NN work_jqo6bqehefaodeuuboo6oybjq4 219 114 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 219 115 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 219 116 3,4 3,4 CD work_jqo6bqehefaodeuuboo6oybjq4 219 117 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 219 118 } } -RRB- work_jqo6bqehefaodeuuboo6oybjq4 219 119 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 219 120 3,4 3,4 CD work_jqo6bqehefaodeuuboo6oybjq4 219 121 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 219 122 } } -RRB- work_jqo6bqehefaodeuuboo6oybjq4 219 123 two two CD work_jqo6bqehefaodeuuboo6oybjq4 219 124 blue blue JJ work_jqo6bqehefaodeuuboo6oybjq4 219 125 cups cup NNS work_jqo6bqehefaodeuuboo6oybjq4 219 126 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 219 127 placed place VBN work_jqo6bqehefaodeuuboo6oybjq4 219 128 near near RB work_jqo6bqehefaodeuuboo6oybjq4 219 129 to to IN work_jqo6bqehefaodeuuboo6oybjq4 219 130 the the DT work_jqo6bqehefaodeuuboo6oybjq4 219 131 computer computer NN work_jqo6bqehefaodeuuboo6oybjq4 219 132 screen screen NN work_jqo6bqehefaodeuuboo6oybjq4 219 133 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 219 134 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 219 135 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 219 136 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 219 137 } } -RRB- work_jqo6bqehefaodeuuboo6oybjq4 219 138 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 219 139 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 219 140 1,2 1,2 CD work_jqo6bqehefaodeuuboo6oybjq4 219 141 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 219 142 , , , work_jqo6bqehefaodeuuboo6oybjq4 219 143 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 219 144 3,2 3,2 CD work_jqo6bqehefaodeuuboo6oybjq4 219 145 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 219 146 } } -RRB- work_jqo6bqehefaodeuuboo6oybjq4 219 147 λx.blue(x λx.blue(x XX work_jqo6bqehefaodeuuboo6oybjq4 219 148 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 219 149 ∧ ∧ NNP work_jqo6bqehefaodeuuboo6oybjq4 219 150 cup(x cup(x IN work_jqo6bqehefaodeuuboo6oybjq4 219 151 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 219 152 ∧ ∧ NNP work_jqo6bqehefaodeuuboo6oybjq4 219 153 comp comp NN work_jqo6bqehefaodeuuboo6oybjq4 219 154 . . . work_jqo6bqehefaodeuuboo6oybjq4 220 1 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 220 2 x x LS work_jqo6bqehefaodeuuboo6oybjq4 220 3 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 220 4 ∧ ∧ NNP work_jqo6bqehefaodeuuboo6oybjq4 220 5 screen(x screen(x NN work_jqo6bqehefaodeuuboo6oybjq4 220 6 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 220 7 What what WDT work_jqo6bqehefaodeuuboo6oybjq4 220 8 cities city NNS work_jqo6bqehefaodeuuboo6oybjq4 220 9 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 220 10 in in IN work_jqo6bqehefaodeuuboo6oybjq4 220 11 North North NNP work_jqo6bqehefaodeuuboo6oybjq4 220 12 Carolina Carolina NNP work_jqo6bqehefaodeuuboo6oybjq4 220 13 ? ? . work_jqo6bqehefaodeuuboo6oybjq4 221 1 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 221 2 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 221 3 CH CH NNP work_jqo6bqehefaodeuuboo6oybjq4 221 4 , , , work_jqo6bqehefaodeuuboo6oybjq4 221 5 NC NC NNP work_jqo6bqehefaodeuuboo6oybjq4 221 6 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 221 7 , , , work_jqo6bqehefaodeuuboo6oybjq4 221 8 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 221 9 GB GB NNP work_jqo6bqehefaodeuuboo6oybjq4 221 10 , , , work_jqo6bqehefaodeuuboo6oybjq4 221 11 NC NC NNP work_jqo6bqehefaodeuuboo6oybjq4 221 12 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 221 13 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 221 14 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 221 15 CH CH NNP work_jqo6bqehefaodeuuboo6oybjq4 221 16 , , , work_jqo6bqehefaodeuuboo6oybjq4 221 17 NC NC NNP work_jqo6bqehefaodeuuboo6oybjq4 221 18 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 221 19 , , , work_jqo6bqehefaodeuuboo6oybjq4 221 20 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 221 21 GB GB NNP work_jqo6bqehefaodeuuboo6oybjq4 221 22 , , , work_jqo6bqehefaodeuuboo6oybjq4 221 23 NC NC NNP work_jqo6bqehefaodeuuboo6oybjq4 221 24 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 221 25 λx.∃y.city(x λx.∃y.city(x NN work_jqo6bqehefaodeuuboo6oybjq4 221 26 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 221 27 ∧ ∧ NNP work_jqo6bqehefaodeuuboo6oybjq4 221 28 in in IN work_jqo6bqehefaodeuuboo6oybjq4 221 29 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 221 30 rel(x rel(x NNP work_jqo6bqehefaodeuuboo6oybjq4 221 31 , , , work_jqo6bqehefaodeuuboo6oybjq4 221 32 y y NNP work_jqo6bqehefaodeuuboo6oybjq4 221 33 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 221 34 ∧ ∧ NNP work_jqo6bqehefaodeuuboo6oybjq4 221 35 y y NNP work_jqo6bqehefaodeuuboo6oybjq4 221 36 = = NN work_jqo6bqehefaodeuuboo6oybjq4 221 37 NC NC NNP work_jqo6bqehefaodeuuboo6oybjq4 221 38 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 221 39 RA RA NNP work_jqo6bqehefaodeuuboo6oybjq4 221 40 , , , work_jqo6bqehefaodeuuboo6oybjq4 221 41 NC NC NNP work_jqo6bqehefaodeuuboo6oybjq4 221 42 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 221 43 } } -RRB- work_jqo6bqehefaodeuuboo6oybjq4 221 44 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 221 45 RA RA NNP work_jqo6bqehefaodeuuboo6oybjq4 221 46 , , , work_jqo6bqehefaodeuuboo6oybjq4 221 47 NC NC NNP work_jqo6bqehefaodeuuboo6oybjq4 221 48 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 221 49 } } -RRB- work_jqo6bqehefaodeuuboo6oybjq4 221 50 What what WP work_jqo6bqehefaodeuuboo6oybjq4 221 51 city city NN work_jqo6bqehefaodeuuboo6oybjq4 221 52 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 221 53 east east NN work_jqo6bqehefaodeuuboo6oybjq4 221 54 of of IN work_jqo6bqehefaodeuuboo6oybjq4 221 55 Greensboro Greensboro NNP work_jqo6bqehefaodeuuboo6oybjq4 221 56 in in IN work_jqo6bqehefaodeuuboo6oybjq4 221 57 North North NNP work_jqo6bqehefaodeuuboo6oybjq4 221 58 Carolina Carolina NNP work_jqo6bqehefaodeuuboo6oybjq4 221 59 ? ? . work_jqo6bqehefaodeuuboo6oybjq4 222 1 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 222 2 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 222 3 RA RA NNP work_jqo6bqehefaodeuuboo6oybjq4 222 4 , , , work_jqo6bqehefaodeuuboo6oybjq4 222 5 GB GB NNP work_jqo6bqehefaodeuuboo6oybjq4 222 6 , , , work_jqo6bqehefaodeuuboo6oybjq4 222 7 NC NC NNP work_jqo6bqehefaodeuuboo6oybjq4 222 8 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 222 9 , , , work_jqo6bqehefaodeuuboo6oybjq4 222 10 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 222 11 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 222 12 RA RA NNP work_jqo6bqehefaodeuuboo6oybjq4 222 13 , , , work_jqo6bqehefaodeuuboo6oybjq4 222 14 GB GB NNP work_jqo6bqehefaodeuuboo6oybjq4 222 15 , , , work_jqo6bqehefaodeuuboo6oybjq4 222 16 NC NC NNP work_jqo6bqehefaodeuuboo6oybjq4 222 17 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 222 18 } } -RRB- work_jqo6bqehefaodeuuboo6oybjq4 222 19 λx.∃y λx.∃y NNP work_jqo6bqehefaodeuuboo6oybjq4 222 20 , , , work_jqo6bqehefaodeuuboo6oybjq4 222 21 z.city(x z.city(x NNP work_jqo6bqehefaodeuuboo6oybjq4 222 22 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 222 23 ∧ ∧ NNP work_jqo6bqehefaodeuuboo6oybjq4 222 24 east east NNP work_jqo6bqehefaodeuuboo6oybjq4 222 25 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 222 26 rel(x rel(x NNP work_jqo6bqehefaodeuuboo6oybjq4 222 27 , , , work_jqo6bqehefaodeuuboo6oybjq4 222 28 y y NNP work_jqo6bqehefaodeuuboo6oybjq4 222 29 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 222 30 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 222 31 MB MB NNP work_jqo6bqehefaodeuuboo6oybjq4 222 32 , , , work_jqo6bqehefaodeuuboo6oybjq4 222 33 GB GB NNP work_jqo6bqehefaodeuuboo6oybjq4 222 34 , , , work_jqo6bqehefaodeuuboo6oybjq4 222 35 NC NC NNP work_jqo6bqehefaodeuuboo6oybjq4 222 36 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 222 37 } } -RRB- work_jqo6bqehefaodeuuboo6oybjq4 222 38 ∧ ∧ NNP work_jqo6bqehefaodeuuboo6oybjq4 222 39 y y NNP work_jqo6bqehefaodeuuboo6oybjq4 222 40 = = , work_jqo6bqehefaodeuuboo6oybjq4 222 41 GB GB NNP work_jqo6bqehefaodeuuboo6oybjq4 222 42 ∧ ∧ NNP work_jqo6bqehefaodeuuboo6oybjq4 222 43 in in IN work_jqo6bqehefaodeuuboo6oybjq4 222 44 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 222 45 rel(y rel(y NN work_jqo6bqehefaodeuuboo6oybjq4 222 46 , , , work_jqo6bqehefaodeuuboo6oybjq4 222 47 z z LS work_jqo6bqehefaodeuuboo6oybjq4 222 48 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 222 49 ∧ ∧ NNP work_jqo6bqehefaodeuuboo6oybjq4 222 50 z z NNP work_jqo6bqehefaodeuuboo6oybjq4 222 51 = = SYM work_jqo6bqehefaodeuuboo6oybjq4 222 52 NC NC NNP work_jqo6bqehefaodeuuboo6oybjq4 222 53 What what WDT work_jqo6bqehefaodeuuboo6oybjq4 222 54 cities city NNS work_jqo6bqehefaodeuuboo6oybjq4 222 55 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 222 56 on on IN work_jqo6bqehefaodeuuboo6oybjq4 222 57 the the DT work_jqo6bqehefaodeuuboo6oybjq4 222 58 ocean ocean NN work_jqo6bqehefaodeuuboo6oybjq4 222 59 ? ? . work_jqo6bqehefaodeuuboo6oybjq4 223 1 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 223 2 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 223 3 CH CH NNP work_jqo6bqehefaodeuuboo6oybjq4 223 4 , , , work_jqo6bqehefaodeuuboo6oybjq4 223 5 AO AO NNP work_jqo6bqehefaodeuuboo6oybjq4 223 6 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 223 7 , , , work_jqo6bqehefaodeuuboo6oybjq4 223 8 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 223 9 GB GB NNP work_jqo6bqehefaodeuuboo6oybjq4 223 10 , , , work_jqo6bqehefaodeuuboo6oybjq4 223 11 AO AO NNP work_jqo6bqehefaodeuuboo6oybjq4 223 12 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 223 13 , , , work_jqo6bqehefaodeuuboo6oybjq4 223 14 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 223 15 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 223 16 MB mb NN work_jqo6bqehefaodeuuboo6oybjq4 223 17 , , , work_jqo6bqehefaodeuuboo6oybjq4 223 18 AO AO NNP work_jqo6bqehefaodeuuboo6oybjq4 223 19 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 223 20 } } -RRB- work_jqo6bqehefaodeuuboo6oybjq4 223 21 λx.∃y.city(x λx.∃y.city(x NN work_jqo6bqehefaodeuuboo6oybjq4 223 22 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 223 23 ∧ ∧ NNP work_jqo6bqehefaodeuuboo6oybjq4 223 24 on on IN work_jqo6bqehefaodeuuboo6oybjq4 223 25 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 223 26 rel(x rel(x NNP work_jqo6bqehefaodeuuboo6oybjq4 223 27 , , , work_jqo6bqehefaodeuuboo6oybjq4 223 28 y y NNP work_jqo6bqehefaodeuuboo6oybjq4 223 29 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 223 30 ∧ ∧ NNP work_jqo6bqehefaodeuuboo6oybjq4 223 31 ocean(y ocean(y NNP work_jqo6bqehefaodeuuboo6oybjq4 223 32 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 223 33 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 223 34 MB mb NN work_jqo6bqehefaodeuuboo6oybjq4 223 35 , , , work_jqo6bqehefaodeuuboo6oybjq4 223 36 AO AO NNP work_jqo6bqehefaodeuuboo6oybjq4 223 37 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 223 38 , , , work_jqo6bqehefaodeuuboo6oybjq4 223 39 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 223 40 RA RA NNP work_jqo6bqehefaodeuuboo6oybjq4 223 41 , , , work_jqo6bqehefaodeuuboo6oybjq4 223 42 AO AO NNP work_jqo6bqehefaodeuuboo6oybjq4 223 43 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 223 44 } } -RRB- work_jqo6bqehefaodeuuboo6oybjq4 223 45 Figure figure NN work_jqo6bqehefaodeuuboo6oybjq4 223 46 5 5 CD work_jqo6bqehefaodeuuboo6oybjq4 223 47 : : : work_jqo6bqehefaodeuuboo6oybjq4 223 48 Example example NN work_jqo6bqehefaodeuuboo6oybjq4 223 49 environments environment NNS work_jqo6bqehefaodeuuboo6oybjq4 223 50 , , , work_jqo6bqehefaodeuuboo6oybjq4 223 51 statements statement NNS work_jqo6bqehefaodeuuboo6oybjq4 223 52 , , , work_jqo6bqehefaodeuuboo6oybjq4 223 53 and and CC work_jqo6bqehefaodeuuboo6oybjq4 223 54 model model NN work_jqo6bqehefaodeuuboo6oybjq4 223 55 predictions prediction NNS work_jqo6bqehefaodeuuboo6oybjq4 223 56 from from IN work_jqo6bqehefaodeuuboo6oybjq4 223 57 the the DT work_jqo6bqehefaodeuuboo6oybjq4 223 58 SCENE SCENE NNP work_jqo6bqehefaodeuuboo6oybjq4 223 59 and and CC work_jqo6bqehefaodeuuboo6oybjq4 223 60 GEOQA GEOQA NNP work_jqo6bqehefaodeuuboo6oybjq4 223 61 data datum NNS work_jqo6bqehefaodeuuboo6oybjq4 223 62 sets set NNS work_jqo6bqehefaodeuuboo6oybjq4 223 63 . . . work_jqo6bqehefaodeuuboo6oybjq4 224 1 5.4 5.4 CD work_jqo6bqehefaodeuuboo6oybjq4 224 2 Models Models NNPS work_jqo6bqehefaodeuuboo6oybjq4 224 3 and and CC work_jqo6bqehefaodeuuboo6oybjq4 224 4 Training train VBG work_jqo6bqehefaodeuuboo6oybjq4 224 5 The the DT work_jqo6bqehefaodeuuboo6oybjq4 224 6 evaluation evaluation NN work_jqo6bqehefaodeuuboo6oybjq4 224 7 compares compare VBZ work_jqo6bqehefaodeuuboo6oybjq4 224 8 three three CD work_jqo6bqehefaodeuuboo6oybjq4 224 9 models model NNS work_jqo6bqehefaodeuuboo6oybjq4 224 10 . . . work_jqo6bqehefaodeuuboo6oybjq4 225 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 225 2 first first JJ work_jqo6bqehefaodeuuboo6oybjq4 225 3 model model NN work_jqo6bqehefaodeuuboo6oybjq4 225 4 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 225 5 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 225 6 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 225 7 W W NNP work_jqo6bqehefaodeuuboo6oybjq4 225 8 , , , work_jqo6bqehefaodeuuboo6oybjq4 225 9 which which WDT work_jqo6bqehefaodeuuboo6oybjq4 225 10 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 225 11 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 225 12 trained train VBN work_jqo6bqehefaodeuuboo6oybjq4 225 13 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 225 14 the the DT work_jqo6bqehefaodeuuboo6oybjq4 225 15 weakly weakly RB work_jqo6bqehefaodeuuboo6oybjq4 225 16 supervised supervise VBN work_jqo6bqehefaodeuuboo6oybjq4 225 17 algorithm algorithm NNP work_jqo6bqehefaodeuuboo6oybjq4 225 18 described describe VBN work_jqo6bqehefaodeuuboo6oybjq4 225 19 in in IN work_jqo6bqehefaodeuuboo6oybjq4 225 20 Section section NN work_jqo6bqehefaodeuuboo6oybjq4 225 21 4 4 CD work_jqo6bqehefaodeuuboo6oybjq4 225 22 . . . work_jqo6bqehefaodeuuboo6oybjq4 226 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 226 2 second second JJ work_jqo6bqehefaodeuuboo6oybjq4 226 3 model model NN work_jqo6bqehefaodeuuboo6oybjq4 226 4 , , , work_jqo6bqehefaodeuuboo6oybjq4 226 5 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 226 6 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 226 7 CAT CAT NNP work_jqo6bqehefaodeuuboo6oybjq4 226 8 , , , work_jqo6bqehefaodeuuboo6oybjq4 226 9 replicates replicate VBZ work_jqo6bqehefaodeuuboo6oybjq4 226 10 the the DT work_jqo6bqehefaodeuuboo6oybjq4 226 11 model model NN work_jqo6bqehefaodeuuboo6oybjq4 226 12 of of IN work_jqo6bqehefaodeuuboo6oybjq4 226 13 Matuszek Matuszek NNP work_jqo6bqehefaodeuuboo6oybjq4 226 14 et et NNP work_jqo6bqehefaodeuuboo6oybjq4 226 15 al al NNP work_jqo6bqehefaodeuuboo6oybjq4 226 16 . . . work_jqo6bqehefaodeuuboo6oybjq4 227 1 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 227 2 2012 2012 CD work_jqo6bqehefaodeuuboo6oybjq4 227 3 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 227 4 by by IN work_jqo6bqehefaodeuuboo6oybjq4 227 5 restricting restrict VBG work_jqo6bqehefaodeuuboo6oybjq4 227 6 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 227 7 to to TO work_jqo6bqehefaodeuuboo6oybjq4 227 8 use use VB work_jqo6bqehefaodeuuboo6oybjq4 227 9 category category NN work_jqo6bqehefaodeuuboo6oybjq4 227 10 predicates predicate NNS work_jqo6bqehefaodeuuboo6oybjq4 227 11 . . . work_jqo6bqehefaodeuuboo6oybjq4 228 1 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 228 2 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 228 3 CAT CAT NNP work_jqo6bqehefaodeuuboo6oybjq4 228 4 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 228 5 constructed construct VBN work_jqo6bqehefaodeuuboo6oybjq4 228 6 by by IN work_jqo6bqehefaodeuuboo6oybjq4 228 7 removing remove VBG work_jqo6bqehefaodeuuboo6oybjq4 228 8 all all DT work_jqo6bqehefaodeuuboo6oybjq4 228 9 relation relation NN work_jqo6bqehefaodeuuboo6oybjq4 228 10 predicates predicate NNS work_jqo6bqehefaodeuuboo6oybjq4 228 11 in in IN work_jqo6bqehefaodeuuboo6oybjq4 228 12 lexicon lexicon NN work_jqo6bqehefaodeuuboo6oybjq4 228 13 entries entry NNS work_jqo6bqehefaodeuuboo6oybjq4 228 14 , , , work_jqo6bqehefaodeuuboo6oybjq4 228 15 mapping map VBG work_jqo6bqehefaodeuuboo6oybjq4 228 16 entries entry NNS work_jqo6bqehefaodeuuboo6oybjq4 228 17 like like IN work_jqo6bqehefaodeuuboo6oybjq4 228 18 λf.λg.λx.∃y.r(x λf.λg.λx.∃y.r(x NNP work_jqo6bqehefaodeuuboo6oybjq4 228 19 , , , work_jqo6bqehefaodeuuboo6oybjq4 228 20 y y LS work_jqo6bqehefaodeuuboo6oybjq4 228 21 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 228 22 ∧ ∧ NNP work_jqo6bqehefaodeuuboo6oybjq4 228 23 g(x g(x NNP work_jqo6bqehefaodeuuboo6oybjq4 228 24 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 228 25 ∧ ∧ NNP work_jqo6bqehefaodeuuboo6oybjq4 228 26 f(y f(y NNP work_jqo6bqehefaodeuuboo6oybjq4 228 27 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 228 28 to to TO work_jqo6bqehefaodeuuboo6oybjq4 228 29 λf.λg.λx.∃y.g(x λf.λg.λx.∃y.g(x VB work_jqo6bqehefaodeuuboo6oybjq4 228 30 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 228 31 ∧ ∧ NNP work_jqo6bqehefaodeuuboo6oybjq4 228 32 f(y f(y NNP work_jqo6bqehefaodeuuboo6oybjq4 228 33 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 228 34 . . . work_jqo6bqehefaodeuuboo6oybjq4 229 1 This this DT work_jqo6bqehefaodeuuboo6oybjq4 229 2 model model NN work_jqo6bqehefaodeuuboo6oybjq4 229 3 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 229 4 also also RB work_jqo6bqehefaodeuuboo6oybjq4 229 5 trained train VBN work_jqo6bqehefaodeuuboo6oybjq4 229 6 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 229 7 our -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 229 8 weakly weakly RB work_jqo6bqehefaodeuuboo6oybjq4 229 9 supervised supervise VBN work_jqo6bqehefaodeuuboo6oybjq4 229 10 algorithm algorithm NNP work_jqo6bqehefaodeuuboo6oybjq4 229 11 . . . work_jqo6bqehefaodeuuboo6oybjq4 230 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 230 2 third third JJ work_jqo6bqehefaodeuuboo6oybjq4 230 3 model model NN work_jqo6bqehefaodeuuboo6oybjq4 230 4 , , , work_jqo6bqehefaodeuuboo6oybjq4 230 5 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 230 6 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 230 7 F F NNP work_jqo6bqehefaodeuuboo6oybjq4 230 8 , , , work_jqo6bqehefaodeuuboo6oybjq4 230 9 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 230 10 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 230 11 trained train VBN work_jqo6bqehefaodeuuboo6oybjq4 230 12 with with IN work_jqo6bqehefaodeuuboo6oybjq4 230 13 full full JJ work_jqo6bqehefaodeuuboo6oybjq4 230 14 supervision supervision NN work_jqo6bqehefaodeuuboo6oybjq4 230 15 , , , work_jqo6bqehefaodeuuboo6oybjq4 230 16 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 230 17 the the DT work_jqo6bqehefaodeuuboo6oybjq4 230 18 manually manually RB work_jqo6bqehefaodeuuboo6oybjq4 230 19 annotated annotate VBN work_jqo6bqehefaodeuuboo6oybjq4 230 20 semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 230 21 parses parse NNS work_jqo6bqehefaodeuuboo6oybjq4 230 22 and and CC work_jqo6bqehefaodeuuboo6oybjq4 230 23 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 230 24 knowledge knowledge NN work_jqo6bqehefaodeuuboo6oybjq4 230 25 bases basis NNS work_jqo6bqehefaodeuuboo6oybjq4 230 26 in in IN work_jqo6bqehefaodeuuboo6oybjq4 230 27 our -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 230 28 data data NN work_jqo6bqehefaodeuuboo6oybjq4 230 29 sets set NNS work_jqo6bqehefaodeuuboo6oybjq4 230 30 . . . work_jqo6bqehefaodeuuboo6oybjq4 231 1 Given give VBN work_jqo6bqehefaodeuuboo6oybjq4 231 2 these these DT work_jqo6bqehefaodeuuboo6oybjq4 231 3 annotations annotation NNS work_jqo6bqehefaodeuuboo6oybjq4 231 4 , , , work_jqo6bqehefaodeuuboo6oybjq4 231 5 training train VBG work_jqo6bqehefaodeuuboo6oybjq4 231 6 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 231 7 amounts amount VBZ work_jqo6bqehefaodeuuboo6oybjq4 231 8 to to IN work_jqo6bqehefaodeuuboo6oybjq4 231 9 independently independently RB work_jqo6bqehefaodeuuboo6oybjq4 231 10 training train VBG work_jqo6bqehefaodeuuboo6oybjq4 231 11 a a DT work_jqo6bqehefaodeuuboo6oybjq4 231 12 semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 231 13 parser parser NN work_jqo6bqehefaodeuuboo6oybjq4 231 14 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 231 15 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 231 16 sen- sen- NN work_jqo6bqehefaodeuuboo6oybjq4 231 17 tences tence NNS work_jqo6bqehefaodeuuboo6oybjq4 231 18 with with IN work_jqo6bqehefaodeuuboo6oybjq4 231 19 annotated annotate VBN work_jqo6bqehefaodeuuboo6oybjq4 231 20 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 231 21 forms form NNS work_jqo6bqehefaodeuuboo6oybjq4 231 22 , , , work_jqo6bqehefaodeuuboo6oybjq4 231 23 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 231 24 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 231 25 zi,`i zi,`i NN work_jqo6bqehefaodeuuboo6oybjq4 231 26 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 231 27 } } -RRB- work_jqo6bqehefaodeuuboo6oybjq4 231 28 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 231 29 and and CC work_jqo6bqehefaodeuuboo6oybjq4 231 30 a a DT work_jqo6bqehefaodeuuboo6oybjq4 231 31 set set NN work_jqo6bqehefaodeuuboo6oybjq4 231 32 of of IN work_jqo6bqehefaodeuuboo6oybjq4 231 33 perceptual perceptual JJ work_jqo6bqehefaodeuuboo6oybjq4 231 34 classifiers classifier NNS work_jqo6bqehefaodeuuboo6oybjq4 231 35 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 231 36 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 231 37 environments environment NNS work_jqo6bqehefaodeuuboo6oybjq4 231 38 with with IN work_jqo6bqehefaodeuuboo6oybjq4 231 39 annotated annotate VBN work_jqo6bqehefaodeuuboo6oybjq4 231 40 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 231 41 knowledge knowledge NN work_jqo6bqehefaodeuuboo6oybjq4 231 42 bases basis NNS work_jqo6bqehefaodeuuboo6oybjq4 231 43 , , , work_jqo6bqehefaodeuuboo6oybjq4 231 44 { { -LRB- work_jqo6bqehefaodeuuboo6oybjq4 231 45 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 231 46 di di FW work_jqo6bqehefaodeuuboo6oybjq4 231 47 , , , work_jqo6bqehefaodeuuboo6oybjq4 231 48 Γi Γi NNP work_jqo6bqehefaodeuuboo6oybjq4 231 49 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 231 50 } } -RRB- work_jqo6bqehefaodeuuboo6oybjq4 231 51 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 231 52 . . . work_jqo6bqehefaodeuuboo6oybjq4 232 1 This this DT work_jqo6bqehefaodeuuboo6oybjq4 232 2 model model NN work_jqo6bqehefaodeuuboo6oybjq4 232 3 measures measure VBZ work_jqo6bqehefaodeuuboo6oybjq4 232 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 232 5 performance performance NN work_jqo6bqehefaodeuuboo6oybjq4 232 6 achievable achievable JJ work_jqo6bqehefaodeuuboo6oybjq4 232 7 with with IN work_jqo6bqehefaodeuuboo6oybjq4 232 8 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 232 9 given give VBN work_jqo6bqehefaodeuuboo6oybjq4 232 10 significantly significantly RB work_jqo6bqehefaodeuuboo6oybjq4 232 11 more more JJR work_jqo6bqehefaodeuuboo6oybjq4 232 12 supervision supervision NN work_jqo6bqehefaodeuuboo6oybjq4 232 13 . . . work_jqo6bqehefaodeuuboo6oybjq4 233 1 All all DT work_jqo6bqehefaodeuuboo6oybjq4 233 2 three three CD work_jqo6bqehefaodeuuboo6oybjq4 233 3 variants variant NNS work_jqo6bqehefaodeuuboo6oybjq4 233 4 of of IN work_jqo6bqehefaodeuuboo6oybjq4 233 5 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 233 6 were be VBD work_jqo6bqehefaodeuuboo6oybjq4 233 7 trained train VBN work_jqo6bqehefaodeuuboo6oybjq4 233 8 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 233 9 the the DT work_jqo6bqehefaodeuuboo6oybjq4 233 10 same same JJ work_jqo6bqehefaodeuuboo6oybjq4 233 11 hyperparameters hyperparameter NNS work_jqo6bqehefaodeuuboo6oybjq4 233 12 . . . work_jqo6bqehefaodeuuboo6oybjq4 234 1 For for IN work_jqo6bqehefaodeuuboo6oybjq4 234 2 SCENE SCENE NNP work_jqo6bqehefaodeuuboo6oybjq4 234 3 , , , work_jqo6bqehefaodeuuboo6oybjq4 234 4 we -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 234 5 computed compute VBD work_jqo6bqehefaodeuuboo6oybjq4 234 6 subgradients subgradient NNS work_jqo6bqehefaodeuuboo6oybjq4 234 7 in in IN work_jqo6bqehefaodeuuboo6oybjq4 234 8 5 5 CD work_jqo6bqehefaodeuuboo6oybjq4 234 9 example example NN work_jqo6bqehefaodeuuboo6oybjq4 234 10 minibatches minibatche NNS work_jqo6bqehefaodeuuboo6oybjq4 234 11 and and CC work_jqo6bqehefaodeuuboo6oybjq4 234 12 per- per- RB work_jqo6bqehefaodeuuboo6oybjq4 234 13 formed form VBD work_jqo6bqehefaodeuuboo6oybjq4 234 14 100 100 CD work_jqo6bqehefaodeuuboo6oybjq4 234 15 passes pass NNS work_jqo6bqehefaodeuuboo6oybjq4 234 16 over over IN work_jqo6bqehefaodeuuboo6oybjq4 234 17 the the DT work_jqo6bqehefaodeuuboo6oybjq4 234 18 data datum NNS work_jqo6bqehefaodeuuboo6oybjq4 234 19 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 234 20 λ λ NN work_jqo6bqehefaodeuuboo6oybjq4 234 21 = = SYM work_jqo6bqehefaodeuuboo6oybjq4 234 22 0.03 0.03 CD work_jqo6bqehefaodeuuboo6oybjq4 234 23 . . . work_jqo6bqehefaodeuuboo6oybjq4 235 1 For for IN work_jqo6bqehefaodeuuboo6oybjq4 235 2 GEOQA GEOQA NNP work_jqo6bqehefaodeuuboo6oybjq4 235 3 , , , work_jqo6bqehefaodeuuboo6oybjq4 235 4 we -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 235 5 computed compute VBD work_jqo6bqehefaodeuuboo6oybjq4 235 6 subgradients subgradient NNS work_jqo6bqehefaodeuuboo6oybjq4 235 7 in in IN work_jqo6bqehefaodeuuboo6oybjq4 235 8 8 8 CD work_jqo6bqehefaodeuuboo6oybjq4 235 9 example example NN work_jqo6bqehefaodeuuboo6oybjq4 235 10 minibatches minibatche NNS work_jqo6bqehefaodeuuboo6oybjq4 235 11 , , , work_jqo6bqehefaodeuuboo6oybjq4 235 12 again again RB work_jqo6bqehefaodeuuboo6oybjq4 235 13 performing perform VBG work_jqo6bqehefaodeuuboo6oybjq4 235 14 100 100 CD work_jqo6bqehefaodeuuboo6oybjq4 235 15 passes pass NNS work_jqo6bqehefaodeuuboo6oybjq4 235 16 over over IN work_jqo6bqehefaodeuuboo6oybjq4 235 17 the the DT work_jqo6bqehefaodeuuboo6oybjq4 235 18 data datum NNS work_jqo6bqehefaodeuuboo6oybjq4 235 19 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 235 20 λ λ NN work_jqo6bqehefaodeuuboo6oybjq4 235 21 = = SYM work_jqo6bqehefaodeuuboo6oybjq4 235 22 0.02 0.02 CD work_jqo6bqehefaodeuuboo6oybjq4 235 23 . . . work_jqo6bqehefaodeuuboo6oybjq4 236 1 We -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 236 2 tried try VBD work_jqo6bqehefaodeuuboo6oybjq4 236 3 varying vary VBG work_jqo6bqehefaodeuuboo6oybjq4 236 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 236 5 regular- regular- NNP work_jqo6bqehefaodeuuboo6oybjq4 236 6 ization ization NN work_jqo6bqehefaodeuuboo6oybjq4 236 7 parameter parameter NN work_jqo6bqehefaodeuuboo6oybjq4 236 8 , , , work_jqo6bqehefaodeuuboo6oybjq4 236 9 but but CC work_jqo6bqehefaodeuuboo6oybjq4 236 10 found find VBD work_jqo6bqehefaodeuuboo6oybjq4 236 11 that that DT work_jqo6bqehefaodeuuboo6oybjq4 236 12 performance performance NN work_jqo6bqehefaodeuuboo6oybjq4 236 13 was be VBD work_jqo6bqehefaodeuuboo6oybjq4 236 14 relatively relatively RB work_jqo6bqehefaodeuuboo6oybjq4 236 15 stable stable JJ work_jqo6bqehefaodeuuboo6oybjq4 236 16 under under IN work_jqo6bqehefaodeuuboo6oybjq4 236 17 λ λ NNP work_jqo6bqehefaodeuuboo6oybjq4 236 18 ≤ ≤ JJ work_jqo6bqehefaodeuuboo6oybjq4 236 19 0.05 0.05 CD work_jqo6bqehefaodeuuboo6oybjq4 236 20 . . . work_jqo6bqehefaodeuuboo6oybjq4 237 1 All all DT work_jqo6bqehefaodeuuboo6oybjq4 237 2 experiments experiment NNS work_jqo6bqehefaodeuuboo6oybjq4 237 3 use use VBP work_jqo6bqehefaodeuuboo6oybjq4 237 4 leave leave NN work_jqo6bqehefaodeuuboo6oybjq4 237 5 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 237 6 one one CD work_jqo6bqehefaodeuuboo6oybjq4 237 7 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 237 8 environment environment NN work_jqo6bqehefaodeuuboo6oybjq4 237 9 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 237 10 out out NN work_jqo6bqehefaodeuuboo6oybjq4 237 11 cross cross NN work_jqo6bqehefaodeuuboo6oybjq4 237 12 - - NN work_jqo6bqehefaodeuuboo6oybjq4 237 13 validation validation NN work_jqo6bqehefaodeuuboo6oybjq4 237 14 to to TO work_jqo6bqehefaodeuuboo6oybjq4 237 15 estimate estimate VB work_jqo6bqehefaodeuuboo6oybjq4 237 16 model model NN work_jqo6bqehefaodeuuboo6oybjq4 237 17 performance performance NN work_jqo6bqehefaodeuuboo6oybjq4 237 18 . . . work_jqo6bqehefaodeuuboo6oybjq4 238 1 We -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 238 2 hold hold VBP work_jqo6bqehefaodeuuboo6oybjq4 238 3 out out RP work_jqo6bqehefaodeuuboo6oybjq4 238 4 each each DT work_jqo6bqehefaodeuuboo6oybjq4 238 5 en- en- RB work_jqo6bqehefaodeuuboo6oybjq4 238 6 vironment vironment JJ work_jqo6bqehefaodeuuboo6oybjq4 238 7 in in IN work_jqo6bqehefaodeuuboo6oybjq4 238 8 turn turn NN work_jqo6bqehefaodeuuboo6oybjq4 238 9 , , , work_jqo6bqehefaodeuuboo6oybjq4 238 10 train train VB work_jqo6bqehefaodeuuboo6oybjq4 238 11 each each DT work_jqo6bqehefaodeuuboo6oybjq4 238 12 model model NN work_jqo6bqehefaodeuuboo6oybjq4 238 13 on on IN work_jqo6bqehefaodeuuboo6oybjq4 238 14 the the DT work_jqo6bqehefaodeuuboo6oybjq4 238 15 remaining remain VBG work_jqo6bqehefaodeuuboo6oybjq4 238 16 environments environment NNS work_jqo6bqehefaodeuuboo6oybjq4 238 17 , , , work_jqo6bqehefaodeuuboo6oybjq4 238 18 then then RB work_jqo6bqehefaodeuuboo6oybjq4 238 19 test test VB work_jqo6bqehefaodeuuboo6oybjq4 238 20 on on IN work_jqo6bqehefaodeuuboo6oybjq4 238 21 the the DT work_jqo6bqehefaodeuuboo6oybjq4 238 22 held hold VBN work_jqo6bqehefaodeuuboo6oybjq4 238 23 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 238 24 out out RP work_jqo6bqehefaodeuuboo6oybjq4 238 25 environment environment NN work_jqo6bqehefaodeuuboo6oybjq4 238 26 . . . work_jqo6bqehefaodeuuboo6oybjq4 239 1 5.5 5.5 CD work_jqo6bqehefaodeuuboo6oybjq4 239 2 Results result NNS work_jqo6bqehefaodeuuboo6oybjq4 239 3 We -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 239 4 consider consider VBP work_jqo6bqehefaodeuuboo6oybjq4 239 5 two two CD work_jqo6bqehefaodeuuboo6oybjq4 239 6 prediction prediction NN work_jqo6bqehefaodeuuboo6oybjq4 239 7 problems problem NNS work_jqo6bqehefaodeuuboo6oybjq4 239 8 in in IN work_jqo6bqehefaodeuuboo6oybjq4 239 9 the the DT work_jqo6bqehefaodeuuboo6oybjq4 239 10 eval- eval- JJ work_jqo6bqehefaodeuuboo6oybjq4 239 11 uation uation NN work_jqo6bqehefaodeuuboo6oybjq4 239 12 . . . work_jqo6bqehefaodeuuboo6oybjq4 240 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 240 2 first first JJ work_jqo6bqehefaodeuuboo6oybjq4 240 3 problem problem NN work_jqo6bqehefaodeuuboo6oybjq4 240 4 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 240 5 to to TO work_jqo6bqehefaodeuuboo6oybjq4 240 6 predict predict VB work_jqo6bqehefaodeuuboo6oybjq4 240 7 the the DT work_jqo6bqehefaodeuuboo6oybjq4 240 8 correct correct JJ work_jqo6bqehefaodeuuboo6oybjq4 240 9 denotation denotation NN work_jqo6bqehefaodeuuboo6oybjq4 240 10 γi γi NN work_jqo6bqehefaodeuuboo6oybjq4 240 11 for for IN work_jqo6bqehefaodeuuboo6oybjq4 240 12 a a DT work_jqo6bqehefaodeuuboo6oybjq4 240 13 statement statement NN work_jqo6bqehefaodeuuboo6oybjq4 240 14 zi zi NN work_jqo6bqehefaodeuuboo6oybjq4 240 15 in in IN work_jqo6bqehefaodeuuboo6oybjq4 240 16 an an DT work_jqo6bqehefaodeuuboo6oybjq4 240 17 environment environment NN work_jqo6bqehefaodeuuboo6oybjq4 240 18 di di NN work_jqo6bqehefaodeuuboo6oybjq4 240 19 . . . work_jqo6bqehefaodeuuboo6oybjq4 241 1 A a DT work_jqo6bqehefaodeuuboo6oybjq4 241 2 correct correct JJ work_jqo6bqehefaodeuuboo6oybjq4 241 3 prediction prediction NN work_jqo6bqehefaodeuuboo6oybjq4 241 4 on on IN work_jqo6bqehefaodeuuboo6oybjq4 241 5 this this DT work_jqo6bqehefaodeuuboo6oybjq4 241 6 task task NN work_jqo6bqehefaodeuuboo6oybjq4 241 7 corresponds correspond VBZ work_jqo6bqehefaodeuuboo6oybjq4 241 8 to to IN work_jqo6bqehefaodeuuboo6oybjq4 241 9 a a DT work_jqo6bqehefaodeuuboo6oybjq4 241 10 correctly correctly RB work_jqo6bqehefaodeuuboo6oybjq4 241 11 answered answer VBN work_jqo6bqehefaodeuuboo6oybjq4 241 12 question question NN work_jqo6bqehefaodeuuboo6oybjq4 241 13 . . . work_jqo6bqehefaodeuuboo6oybjq4 242 1 A a DT work_jqo6bqehefaodeuuboo6oybjq4 242 2 weakness weakness NN work_jqo6bqehefaodeuuboo6oybjq4 242 3 of of IN work_jqo6bqehefaodeuuboo6oybjq4 242 4 this this DT work_jqo6bqehefaodeuuboo6oybjq4 242 5 task task NN work_jqo6bqehefaodeuuboo6oybjq4 242 6 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 242 7 that that IN work_jqo6bqehefaodeuuboo6oybjq4 242 8 it -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 242 9 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 242 10 possible possible JJ work_jqo6bqehefaodeuuboo6oybjq4 242 11 to to TO work_jqo6bqehefaodeuuboo6oybjq4 242 12 guess guess VB work_jqo6bqehefaodeuuboo6oybjq4 242 13 the the DT work_jqo6bqehefaodeuuboo6oybjq4 242 14 right right NN work_jqo6bqehefaodeuuboo6oybjq4 242 15 de- de- RB work_jqo6bqehefaodeuuboo6oybjq4 242 16 notation notation NN work_jqo6bqehefaodeuuboo6oybjq4 242 17 without without IN work_jqo6bqehefaodeuuboo6oybjq4 242 18 fully fully RB work_jqo6bqehefaodeuuboo6oybjq4 242 19 understanding understand VBG work_jqo6bqehefaodeuuboo6oybjq4 242 20 the the DT work_jqo6bqehefaodeuuboo6oybjq4 242 21 language language NN work_jqo6bqehefaodeuuboo6oybjq4 242 22 . . . work_jqo6bqehefaodeuuboo6oybjq4 243 1 For for IN work_jqo6bqehefaodeuuboo6oybjq4 243 2 example example NN work_jqo6bqehefaodeuuboo6oybjq4 243 3 , , , work_jqo6bqehefaodeuuboo6oybjq4 243 4 given give VBN work_jqo6bqehefaodeuuboo6oybjq4 243 5 a a DT work_jqo6bqehefaodeuuboo6oybjq4 243 6 query query NN work_jqo6bqehefaodeuuboo6oybjq4 243 7 like like IN work_jqo6bqehefaodeuuboo6oybjq4 243 8 “ " `` work_jqo6bqehefaodeuuboo6oybjq4 243 9 mugs mug NNS work_jqo6bqehefaodeuuboo6oybjq4 243 10 on on IN work_jqo6bqehefaodeuuboo6oybjq4 243 11 the the DT work_jqo6bqehefaodeuuboo6oybjq4 243 12 ta- ta- NN work_jqo6bqehefaodeuuboo6oybjq4 243 13 ble ble VBN work_jqo6bqehefaodeuuboo6oybjq4 243 14 , , , work_jqo6bqehefaodeuuboo6oybjq4 243 15 ” " '' work_jqo6bqehefaodeuuboo6oybjq4 243 16 it -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 243 17 might may MD work_jqo6bqehefaodeuuboo6oybjq4 243 18 be be VB work_jqo6bqehefaodeuuboo6oybjq4 243 19 possible possible JJ work_jqo6bqehefaodeuuboo6oybjq4 243 20 to to TO work_jqo6bqehefaodeuuboo6oybjq4 243 21 guess guess VB work_jqo6bqehefaodeuuboo6oybjq4 243 22 the the DT work_jqo6bqehefaodeuuboo6oybjq4 243 23 denotation denotation NN work_jqo6bqehefaodeuuboo6oybjq4 243 24 based base VBN work_jqo6bqehefaodeuuboo6oybjq4 243 25 solely solely RB work_jqo6bqehefaodeuuboo6oybjq4 243 26 on on IN work_jqo6bqehefaodeuuboo6oybjq4 243 27 “ " `` work_jqo6bqehefaodeuuboo6oybjq4 243 28 mugs mug NNS work_jqo6bqehefaodeuuboo6oybjq4 243 29 , , , work_jqo6bqehefaodeuuboo6oybjq4 243 30 ” " '' work_jqo6bqehefaodeuuboo6oybjq4 243 31 ignoring ignore VBG work_jqo6bqehefaodeuuboo6oybjq4 243 32 “ " `` work_jqo6bqehefaodeuuboo6oybjq4 243 33 table table NN work_jqo6bqehefaodeuuboo6oybjq4 243 34 ” " '' work_jqo6bqehefaodeuuboo6oybjq4 243 35 altogether altogether RB work_jqo6bqehefaodeuuboo6oybjq4 243 36 . . . work_jqo6bqehefaodeuuboo6oybjq4 244 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 244 2 grounding ground VBG work_jqo6bqehefaodeuuboo6oybjq4 244 3 prediction prediction NN work_jqo6bqehefaodeuuboo6oybjq4 244 4 task task NN work_jqo6bqehefaodeuuboo6oybjq4 244 5 corrects correct VBZ work_jqo6bqehefaodeuuboo6oybjq4 244 6 for for IN work_jqo6bqehefaodeuuboo6oybjq4 244 7 this this DT work_jqo6bqehefaodeuuboo6oybjq4 244 8 prob- prob- NN work_jqo6bqehefaodeuuboo6oybjq4 244 9 lem lem XX work_jqo6bqehefaodeuuboo6oybjq4 244 10 . . . work_jqo6bqehefaodeuuboo6oybjq4 245 1 Here here RB work_jqo6bqehefaodeuuboo6oybjq4 245 2 , , , work_jqo6bqehefaodeuuboo6oybjq4 245 3 each each DT work_jqo6bqehefaodeuuboo6oybjq4 245 4 model model NN work_jqo6bqehefaodeuuboo6oybjq4 245 5 predicts predict VBZ work_jqo6bqehefaodeuuboo6oybjq4 245 6 a a DT work_jqo6bqehefaodeuuboo6oybjq4 245 7 grounding grounding NN work_jqo6bqehefaodeuuboo6oybjq4 245 8 , , , work_jqo6bqehefaodeuuboo6oybjq4 245 9 which which WDT work_jqo6bqehefaodeuuboo6oybjq4 245 10 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 245 11 the the DT work_jqo6bqehefaodeuuboo6oybjq4 245 12 set set NN work_jqo6bqehefaodeuuboo6oybjq4 245 13 of of IN work_jqo6bqehefaodeuuboo6oybjq4 245 14 all all DT work_jqo6bqehefaodeuuboo6oybjq4 245 15 satisfying satisfy VBG work_jqo6bqehefaodeuuboo6oybjq4 245 16 assignments assignment NNS work_jqo6bqehefaodeuuboo6oybjq4 245 17 to to IN work_jqo6bqehefaodeuuboo6oybjq4 245 18 the the DT work_jqo6bqehefaodeuuboo6oybjq4 245 19 vari- vari- NNP work_jqo6bqehefaodeuuboo6oybjq4 245 20 ables able NNS work_jqo6bqehefaodeuuboo6oybjq4 245 21 in in IN work_jqo6bqehefaodeuuboo6oybjq4 245 22 a a DT work_jqo6bqehefaodeuuboo6oybjq4 245 23 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 245 24 form form NN work_jqo6bqehefaodeuuboo6oybjq4 245 25 . . . work_jqo6bqehefaodeuuboo6oybjq4 246 1 For for IN work_jqo6bqehefaodeuuboo6oybjq4 246 2 example example NN work_jqo6bqehefaodeuuboo6oybjq4 246 3 , , , work_jqo6bqehefaodeuuboo6oybjq4 246 4 for for IN work_jqo6bqehefaodeuuboo6oybjq4 246 5 the the DT work_jqo6bqehefaodeuuboo6oybjq4 246 6 log- log- JJ work_jqo6bqehefaodeuuboo6oybjq4 246 7 ical ical JJ work_jqo6bqehefaodeuuboo6oybjq4 246 8 form form NN work_jqo6bqehefaodeuuboo6oybjq4 246 9 λx.∃y.left λx.∃y.left NNP work_jqo6bqehefaodeuuboo6oybjq4 246 10 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 246 11 rel(x rel(x NNP work_jqo6bqehefaodeuuboo6oybjq4 246 12 , , , work_jqo6bqehefaodeuuboo6oybjq4 246 13 y y NNP work_jqo6bqehefaodeuuboo6oybjq4 246 14 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 246 15 ∧ ∧ NNP work_jqo6bqehefaodeuuboo6oybjq4 246 16 mug(y mug(y POS work_jqo6bqehefaodeuuboo6oybjq4 246 17 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 246 18 , , , work_jqo6bqehefaodeuuboo6oybjq4 246 19 the the DT work_jqo6bqehefaodeuuboo6oybjq4 246 20 grounding grounding NN work_jqo6bqehefaodeuuboo6oybjq4 246 21 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 246 22 the the DT work_jqo6bqehefaodeuuboo6oybjq4 246 23 set set NN work_jqo6bqehefaodeuuboo6oybjq4 246 24 of of IN work_jqo6bqehefaodeuuboo6oybjq4 246 25 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 246 26 x x NN work_jqo6bqehefaodeuuboo6oybjq4 246 27 , , , work_jqo6bqehefaodeuuboo6oybjq4 246 28 y y NNP work_jqo6bqehefaodeuuboo6oybjq4 246 29 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 246 30 tuples tuples NNP work_jqo6bqehefaodeuuboo6oybjq4 246 31 for for IN work_jqo6bqehefaodeuuboo6oybjq4 246 32 which which WDT work_jqo6bqehefaodeuuboo6oybjq4 246 33 both both DT work_jqo6bqehefaodeuuboo6oybjq4 246 34 left leave VBN work_jqo6bqehefaodeuuboo6oybjq4 246 35 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 246 36 rel(x rel(x NN work_jqo6bqehefaodeuuboo6oybjq4 246 37 , , , work_jqo6bqehefaodeuuboo6oybjq4 246 38 y y NNP work_jqo6bqehefaodeuuboo6oybjq4 246 39 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 246 40 and and CC work_jqo6bqehefaodeuuboo6oybjq4 246 41 mug(y mug(y LS work_jqo6bqehefaodeuuboo6oybjq4 246 42 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 246 43 return return VB work_jqo6bqehefaodeuuboo6oybjq4 246 44 true true JJ work_jqo6bqehefaodeuuboo6oybjq4 246 45 . . . work_jqo6bqehefaodeuuboo6oybjq4 247 1 Note note VB work_jqo6bqehefaodeuuboo6oybjq4 247 2 that that IN work_jqo6bqehefaodeuuboo6oybjq4 247 3 , , , work_jqo6bqehefaodeuuboo6oybjq4 247 4 if if IN work_jqo6bqehefaodeuuboo6oybjq4 247 5 the the DT work_jqo6bqehefaodeuuboo6oybjq4 247 6 predicted predict VBN work_jqo6bqehefaodeuuboo6oybjq4 247 7 semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 247 8 parse parse NN work_jqo6bqehefaodeuuboo6oybjq4 247 9 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 247 10 incorrect incorrect JJ work_jqo6bqehefaodeuuboo6oybjq4 247 11 , , , work_jqo6bqehefaodeuuboo6oybjq4 247 12 the the DT work_jqo6bqehefaodeuuboo6oybjq4 247 13 predicted predict VBN work_jqo6bqehefaodeuuboo6oybjq4 247 14 grounding ground VBG work_jqo6bqehefaodeuuboo6oybjq4 247 15 for for IN work_jqo6bqehefaodeuuboo6oybjq4 247 16 a a DT work_jqo6bqehefaodeuuboo6oybjq4 247 17 statement statement NN work_jqo6bqehefaodeuuboo6oybjq4 247 18 may may MD work_jqo6bqehefaodeuuboo6oybjq4 247 19 contain contain VB work_jqo6bqehefaodeuuboo6oybjq4 247 20 a a DT work_jqo6bqehefaodeuuboo6oybjq4 247 21 different different JJ work_jqo6bqehefaodeuuboo6oybjq4 247 22 number number NN work_jqo6bqehefaodeuuboo6oybjq4 247 23 of of IN work_jqo6bqehefaodeuuboo6oybjq4 247 24 variables variable NNS work_jqo6bqehefaodeuuboo6oybjq4 247 25 than than IN work_jqo6bqehefaodeuuboo6oybjq4 247 26 the the DT work_jqo6bqehefaodeuuboo6oybjq4 247 27 true true JJ work_jqo6bqehefaodeuuboo6oybjq4 247 28 ground- ground- NN work_jqo6bqehefaodeuuboo6oybjq4 247 29 ing ing NNP work_jqo6bqehefaodeuuboo6oybjq4 247 30 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 247 31 such such JJ work_jqo6bqehefaodeuuboo6oybjq4 247 32 groundings grounding NNS work_jqo6bqehefaodeuuboo6oybjq4 247 33 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 247 34 incorrect incorrect JJ work_jqo6bqehefaodeuuboo6oybjq4 247 35 . . . work_jqo6bqehefaodeuuboo6oybjq4 248 1 Figure figure NN work_jqo6bqehefaodeuuboo6oybjq4 248 2 5 5 CD work_jqo6bqehefaodeuuboo6oybjq4 248 3 shows show VBZ work_jqo6bqehefaodeuuboo6oybjq4 248 4 model model NN work_jqo6bqehefaodeuuboo6oybjq4 248 5 predictions prediction NNS work_jqo6bqehefaodeuuboo6oybjq4 248 6 for for IN work_jqo6bqehefaodeuuboo6oybjq4 248 7 the the DT work_jqo6bqehefaodeuuboo6oybjq4 248 8 grounding grounding NN work_jqo6bqehefaodeuuboo6oybjq4 248 9 task task NN work_jqo6bqehefaodeuuboo6oybjq4 248 10 . . . work_jqo6bqehefaodeuuboo6oybjq4 249 1 Performance performance NN work_jqo6bqehefaodeuuboo6oybjq4 249 2 on on IN work_jqo6bqehefaodeuuboo6oybjq4 249 3 both both DT work_jqo6bqehefaodeuuboo6oybjq4 249 4 tasks task NNS work_jqo6bqehefaodeuuboo6oybjq4 249 5 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 249 6 measured measure VBN work_jqo6bqehefaodeuuboo6oybjq4 249 7 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 249 8 ex- ex- DT work_jqo6bqehefaodeuuboo6oybjq4 249 9 act act NN work_jqo6bqehefaodeuuboo6oybjq4 249 10 match match NN work_jqo6bqehefaodeuuboo6oybjq4 249 11 accuracy accuracy NN work_jqo6bqehefaodeuuboo6oybjq4 249 12 . . . work_jqo6bqehefaodeuuboo6oybjq4 250 1 This this DT work_jqo6bqehefaodeuuboo6oybjq4 250 2 metric metric NN work_jqo6bqehefaodeuuboo6oybjq4 250 3 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 250 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 250 5 fraction fraction NN work_jqo6bqehefaodeuuboo6oybjq4 250 6 of of IN work_jqo6bqehefaodeuuboo6oybjq4 250 7 examples example NNS work_jqo6bqehefaodeuuboo6oybjq4 250 8 for for IN work_jqo6bqehefaodeuuboo6oybjq4 250 9 which which WDT work_jqo6bqehefaodeuuboo6oybjq4 250 10 the the DT work_jqo6bqehefaodeuuboo6oybjq4 250 11 predicted predict VBN work_jqo6bqehefaodeuuboo6oybjq4 250 12 set set NN work_jqo6bqehefaodeuuboo6oybjq4 250 13 of of IN work_jqo6bqehefaodeuuboo6oybjq4 250 14 entities entity NNS work_jqo6bqehefaodeuuboo6oybjq4 250 15 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 250 16 be be VB work_jqo6bqehefaodeuuboo6oybjq4 250 17 it -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 250 18 the the DT work_jqo6bqehefaodeuuboo6oybjq4 250 19 denotation denotation NN work_jqo6bqehefaodeuuboo6oybjq4 250 20 or or CC work_jqo6bqehefaodeuuboo6oybjq4 250 21 grounding grounding NN work_jqo6bqehefaodeuuboo6oybjq4 250 22 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 250 23 exactly exactly RB work_jqo6bqehefaodeuuboo6oybjq4 250 24 equals equal VBZ work_jqo6bqehefaodeuuboo6oybjq4 250 25 the the DT work_jqo6bqehefaodeuuboo6oybjq4 250 26 annotated annotate VBN work_jqo6bqehefaodeuuboo6oybjq4 250 27 set set NN work_jqo6bqehefaodeuuboo6oybjq4 250 28 . . . work_jqo6bqehefaodeuuboo6oybjq4 251 1 This this DT work_jqo6bqehefaodeuuboo6oybjq4 251 2 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 251 3 a a DT work_jqo6bqehefaodeuuboo6oybjq4 251 4 challenging challenging JJ work_jqo6bqehefaodeuuboo6oybjq4 251 5 metric metric NN work_jqo6bqehefaodeuuboo6oybjq4 251 6 , , , work_jqo6bqehefaodeuuboo6oybjq4 251 7 as as IN work_jqo6bqehefaodeuuboo6oybjq4 251 8 the the DT work_jqo6bqehefaodeuuboo6oybjq4 251 9 201 201 CD work_jqo6bqehefaodeuuboo6oybjq4 251 10 Denotation Denotation NNP work_jqo6bqehefaodeuuboo6oybjq4 251 11 γ γ NNP work_jqo6bqehefaodeuuboo6oybjq4 251 12 0 0 CD work_jqo6bqehefaodeuuboo6oybjq4 251 13 rel rel NN work_jqo6bqehefaodeuuboo6oybjq4 251 14 . . . work_jqo6bqehefaodeuuboo6oybjq4 252 1 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 252 2 rel rel NN work_jqo6bqehefaodeuuboo6oybjq4 252 3 . . . work_jqo6bqehefaodeuuboo6oybjq4 253 1 other other JJ work_jqo6bqehefaodeuuboo6oybjq4 253 2 total total JJ work_jqo6bqehefaodeuuboo6oybjq4 253 3 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 253 4 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 253 5 CAT CAT NNP work_jqo6bqehefaodeuuboo6oybjq4 253 6 0.94 0.94 CD work_jqo6bqehefaodeuuboo6oybjq4 253 7 0.45 0.45 CD work_jqo6bqehefaodeuuboo6oybjq4 253 8 0.20 0.20 CD work_jqo6bqehefaodeuuboo6oybjq4 253 9 0.51 0.51 CD work_jqo6bqehefaodeuuboo6oybjq4 253 10 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 253 11 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 253 12 F F NNP work_jqo6bqehefaodeuuboo6oybjq4 253 13 0.89 0.89 CD work_jqo6bqehefaodeuuboo6oybjq4 253 14 0.81 0.81 CD work_jqo6bqehefaodeuuboo6oybjq4 253 15 0.20 0.20 CD work_jqo6bqehefaodeuuboo6oybjq4 253 16 0.70 0.70 CD work_jqo6bqehefaodeuuboo6oybjq4 253 17 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 253 18 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 253 19 W W NNP work_jqo6bqehefaodeuuboo6oybjq4 253 20 0.89 0.89 CD work_jqo6bqehefaodeuuboo6oybjq4 253 21 0.77 0.77 CD work_jqo6bqehefaodeuuboo6oybjq4 253 22 0.16 0.16 CD work_jqo6bqehefaodeuuboo6oybjq4 253 23 0.67 0.67 CD work_jqo6bqehefaodeuuboo6oybjq4 253 24 Grounding ground VBG work_jqo6bqehefaodeuuboo6oybjq4 253 25 g g NN work_jqo6bqehefaodeuuboo6oybjq4 253 26 0 0 CD work_jqo6bqehefaodeuuboo6oybjq4 253 27 rel rel NN work_jqo6bqehefaodeuuboo6oybjq4 253 28 . . . work_jqo6bqehefaodeuuboo6oybjq4 254 1 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 254 2 rel rel NN work_jqo6bqehefaodeuuboo6oybjq4 254 3 . . . work_jqo6bqehefaodeuuboo6oybjq4 255 1 other other JJ work_jqo6bqehefaodeuuboo6oybjq4 255 2 total total JJ work_jqo6bqehefaodeuuboo6oybjq4 255 3 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 255 4 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 255 5 CAT CAT NNP work_jqo6bqehefaodeuuboo6oybjq4 255 6 0.94 0.94 CD work_jqo6bqehefaodeuuboo6oybjq4 255 7 0.37 0.37 CD work_jqo6bqehefaodeuuboo6oybjq4 255 8 0.00 0.00 CD work_jqo6bqehefaodeuuboo6oybjq4 255 9 0.42 0.42 CD work_jqo6bqehefaodeuuboo6oybjq4 255 10 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 255 11 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 255 12 F F NNP work_jqo6bqehefaodeuuboo6oybjq4 255 13 0.89 0.89 CD work_jqo6bqehefaodeuuboo6oybjq4 255 14 0.80 0.80 CD work_jqo6bqehefaodeuuboo6oybjq4 255 15 0.00 0.00 CD work_jqo6bqehefaodeuuboo6oybjq4 255 16 0.65 0.65 CD work_jqo6bqehefaodeuuboo6oybjq4 255 17 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 255 18 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 255 19 W W NNP work_jqo6bqehefaodeuuboo6oybjq4 255 20 0.89 0.89 CD work_jqo6bqehefaodeuuboo6oybjq4 255 21 0.70 0.70 CD work_jqo6bqehefaodeuuboo6oybjq4 255 22 0.00 0.00 CD work_jqo6bqehefaodeuuboo6oybjq4 255 23 0.59 0.59 CD work_jqo6bqehefaodeuuboo6oybjq4 255 24 % % NN work_jqo6bqehefaodeuuboo6oybjq4 255 25 of of IN work_jqo6bqehefaodeuuboo6oybjq4 255 26 data datum NNS work_jqo6bqehefaodeuuboo6oybjq4 255 27 23 23 CD work_jqo6bqehefaodeuuboo6oybjq4 255 28 56 56 CD work_jqo6bqehefaodeuuboo6oybjq4 255 29 21 21 CD work_jqo6bqehefaodeuuboo6oybjq4 255 30 100 100 CD work_jqo6bqehefaodeuuboo6oybjq4 255 31 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 255 32 a a DT work_jqo6bqehefaodeuuboo6oybjq4 255 33 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 255 34 Results result NNS work_jqo6bqehefaodeuuboo6oybjq4 255 35 on on IN work_jqo6bqehefaodeuuboo6oybjq4 255 36 the the DT work_jqo6bqehefaodeuuboo6oybjq4 255 37 SCENE SCENE NNP work_jqo6bqehefaodeuuboo6oybjq4 255 38 data datum NNS work_jqo6bqehefaodeuuboo6oybjq4 255 39 set set NN work_jqo6bqehefaodeuuboo6oybjq4 255 40 . . . work_jqo6bqehefaodeuuboo6oybjq4 256 1 Denotation Denotation NNP work_jqo6bqehefaodeuuboo6oybjq4 256 2 γ γ NNP work_jqo6bqehefaodeuuboo6oybjq4 256 3 0 0 CD work_jqo6bqehefaodeuuboo6oybjq4 256 4 rel rel NN work_jqo6bqehefaodeuuboo6oybjq4 256 5 . . . work_jqo6bqehefaodeuuboo6oybjq4 257 1 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 257 2 rel rel NN work_jqo6bqehefaodeuuboo6oybjq4 257 3 . . . work_jqo6bqehefaodeuuboo6oybjq4 258 1 other other JJ work_jqo6bqehefaodeuuboo6oybjq4 258 2 total total JJ work_jqo6bqehefaodeuuboo6oybjq4 258 3 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 258 4 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 258 5 CAT CAT NNP work_jqo6bqehefaodeuuboo6oybjq4 258 6 0.22 0.22 CD work_jqo6bqehefaodeuuboo6oybjq4 258 7 0.19 0.19 CD work_jqo6bqehefaodeuuboo6oybjq4 258 8 0.07 0.07 CD work_jqo6bqehefaodeuuboo6oybjq4 258 9 0.17 0.17 CD work_jqo6bqehefaodeuuboo6oybjq4 258 10 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 258 11 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 258 12 F F NNP work_jqo6bqehefaodeuuboo6oybjq4 258 13 0.64 0.64 CD work_jqo6bqehefaodeuuboo6oybjq4 258 14 0.53 0.53 CD work_jqo6bqehefaodeuuboo6oybjq4 258 15 0.21 0.21 CD work_jqo6bqehefaodeuuboo6oybjq4 258 16 0.48 0.48 CD work_jqo6bqehefaodeuuboo6oybjq4 258 17 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 258 18 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 258 19 W W NNP work_jqo6bqehefaodeuuboo6oybjq4 258 20 0.64 0.64 CD work_jqo6bqehefaodeuuboo6oybjq4 258 21 0.58 0.58 CD work_jqo6bqehefaodeuuboo6oybjq4 258 22 0.21 0.21 CD work_jqo6bqehefaodeuuboo6oybjq4 258 23 0.51 0.51 CD work_jqo6bqehefaodeuuboo6oybjq4 258 24 Grounding ground VBG work_jqo6bqehefaodeuuboo6oybjq4 258 25 g g NN work_jqo6bqehefaodeuuboo6oybjq4 258 26 0 0 CD work_jqo6bqehefaodeuuboo6oybjq4 258 27 rel rel NN work_jqo6bqehefaodeuuboo6oybjq4 258 28 . . . work_jqo6bqehefaodeuuboo6oybjq4 259 1 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 259 2 rel rel NN work_jqo6bqehefaodeuuboo6oybjq4 259 3 . . . work_jqo6bqehefaodeuuboo6oybjq4 260 1 other other JJ work_jqo6bqehefaodeuuboo6oybjq4 260 2 total total JJ work_jqo6bqehefaodeuuboo6oybjq4 260 3 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 260 4 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 260 5 CAT CAT NNP work_jqo6bqehefaodeuuboo6oybjq4 260 6 0.22 0.22 CD work_jqo6bqehefaodeuuboo6oybjq4 260 7 0.19 0.19 CD work_jqo6bqehefaodeuuboo6oybjq4 260 8 0.00 0.00 CD work_jqo6bqehefaodeuuboo6oybjq4 260 9 0.16 0.16 CD work_jqo6bqehefaodeuuboo6oybjq4 260 10 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 260 11 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 260 12 F F NNP work_jqo6bqehefaodeuuboo6oybjq4 260 13 0.64 0.64 CD work_jqo6bqehefaodeuuboo6oybjq4 260 14 0.53 0.53 CD work_jqo6bqehefaodeuuboo6oybjq4 260 15 0.17 0.17 CD work_jqo6bqehefaodeuuboo6oybjq4 260 16 0.47 0.47 CD work_jqo6bqehefaodeuuboo6oybjq4 260 17 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 260 18 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 260 19 W W NNP work_jqo6bqehefaodeuuboo6oybjq4 260 20 0.64 0.64 CD work_jqo6bqehefaodeuuboo6oybjq4 260 21 0.58 0.58 CD work_jqo6bqehefaodeuuboo6oybjq4 260 22 0.15 0.15 CD work_jqo6bqehefaodeuuboo6oybjq4 260 23 0.50 0.50 CD work_jqo6bqehefaodeuuboo6oybjq4 260 24 % % NN work_jqo6bqehefaodeuuboo6oybjq4 260 25 of of IN work_jqo6bqehefaodeuuboo6oybjq4 260 26 data datum NNS work_jqo6bqehefaodeuuboo6oybjq4 260 27 8 8 CD work_jqo6bqehefaodeuuboo6oybjq4 260 28 72 72 CD work_jqo6bqehefaodeuuboo6oybjq4 260 29 20 20 CD work_jqo6bqehefaodeuuboo6oybjq4 260 30 100 100 CD work_jqo6bqehefaodeuuboo6oybjq4 260 31 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 260 32 b b NN work_jqo6bqehefaodeuuboo6oybjq4 260 33 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 260 34 Results result NNS work_jqo6bqehefaodeuuboo6oybjq4 260 35 on on IN work_jqo6bqehefaodeuuboo6oybjq4 260 36 the the DT work_jqo6bqehefaodeuuboo6oybjq4 260 37 GEOQA GEOQA NNP work_jqo6bqehefaodeuuboo6oybjq4 260 38 data datum NNS work_jqo6bqehefaodeuuboo6oybjq4 260 39 set set NN work_jqo6bqehefaodeuuboo6oybjq4 260 40 . . . work_jqo6bqehefaodeuuboo6oybjq4 261 1 Table table NN work_jqo6bqehefaodeuuboo6oybjq4 261 2 2 2 CD work_jqo6bqehefaodeuuboo6oybjq4 261 3 : : : work_jqo6bqehefaodeuuboo6oybjq4 261 4 Model model NN work_jqo6bqehefaodeuuboo6oybjq4 261 5 performance performance NN work_jqo6bqehefaodeuuboo6oybjq4 261 6 on on IN work_jqo6bqehefaodeuuboo6oybjq4 261 7 the the DT work_jqo6bqehefaodeuuboo6oybjq4 261 8 SCENE SCENE NNP work_jqo6bqehefaodeuuboo6oybjq4 261 9 and and CC work_jqo6bqehefaodeuuboo6oybjq4 261 10 GEOQA GEOQA NNP work_jqo6bqehefaodeuuboo6oybjq4 261 11 datasets dataset NNS work_jqo6bqehefaodeuuboo6oybjq4 261 12 . . . work_jqo6bqehefaodeuuboo6oybjq4 262 1 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 262 2 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 262 3 CAT CAT NNP work_jqo6bqehefaodeuuboo6oybjq4 262 4 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 262 5 an an DT work_jqo6bqehefaodeuuboo6oybjq4 262 6 ablated ablate VBN work_jqo6bqehefaodeuuboo6oybjq4 262 7 version version NN work_jqo6bqehefaodeuuboo6oybjq4 262 8 of of IN work_jqo6bqehefaodeuuboo6oybjq4 262 9 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 262 10 that that WDT work_jqo6bqehefaodeuuboo6oybjq4 262 11 only only RB work_jqo6bqehefaodeuuboo6oybjq4 262 12 learns learn VBZ work_jqo6bqehefaodeuuboo6oybjq4 262 13 categories category NNS work_jqo6bqehefaodeuuboo6oybjq4 262 14 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 262 15 similar similar JJ work_jqo6bqehefaodeuuboo6oybjq4 262 16 to to IN work_jqo6bqehefaodeuuboo6oybjq4 262 17 Matuszek Matuszek NNP work_jqo6bqehefaodeuuboo6oybjq4 262 18 et et NNP work_jqo6bqehefaodeuuboo6oybjq4 262 19 al al NNP work_jqo6bqehefaodeuuboo6oybjq4 262 20 . . . work_jqo6bqehefaodeuuboo6oybjq4 263 1 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 263 2 2012 2012 CD work_jqo6bqehefaodeuuboo6oybjq4 263 3 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 263 4 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 263 5 , , , work_jqo6bqehefaodeuuboo6oybjq4 263 6 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 263 7 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 263 8 F F NNP work_jqo6bqehefaodeuuboo6oybjq4 263 9 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 263 10 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 263 11 trained train VBN work_jqo6bqehefaodeuuboo6oybjq4 263 12 with with IN work_jqo6bqehefaodeuuboo6oybjq4 263 13 annotated annotate VBN work_jqo6bqehefaodeuuboo6oybjq4 263 14 seman- seman- NNP work_jqo6bqehefaodeuuboo6oybjq4 263 15 tic tic NNP work_jqo6bqehefaodeuuboo6oybjq4 263 16 parses parse NNS work_jqo6bqehefaodeuuboo6oybjq4 263 17 and and CC work_jqo6bqehefaodeuuboo6oybjq4 263 18 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 263 19 knowledge knowledge NN work_jqo6bqehefaodeuuboo6oybjq4 263 20 bases basis NNS work_jqo6bqehefaodeuuboo6oybjq4 263 21 , , , work_jqo6bqehefaodeuuboo6oybjq4 263 22 and and CC work_jqo6bqehefaodeuuboo6oybjq4 263 23 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 263 24 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 263 25 W W NNP work_jqo6bqehefaodeuuboo6oybjq4 263 26 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 263 27 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 263 28 trained train VBN work_jqo6bqehefaodeuuboo6oybjq4 263 29 on on IN work_jqo6bqehefaodeuuboo6oybjq4 263 30 sentences sentence NNS work_jqo6bqehefaodeuuboo6oybjq4 263 31 with with IN work_jqo6bqehefaodeuuboo6oybjq4 263 32 annotated annotate VBN work_jqo6bqehefaodeuuboo6oybjq4 263 33 denotations denotation NNS work_jqo6bqehefaodeuuboo6oybjq4 263 34 . . . work_jqo6bqehefaodeuuboo6oybjq4 264 1 Results result NNS work_jqo6bqehefaodeuuboo6oybjq4 264 2 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 264 3 separated separate VBN work_jqo6bqehefaodeuuboo6oybjq4 264 4 by by IN work_jqo6bqehefaodeuuboo6oybjq4 264 5 the the DT work_jqo6bqehefaodeuuboo6oybjq4 264 6 number number NN work_jqo6bqehefaodeuuboo6oybjq4 264 7 of of IN work_jqo6bqehefaodeuuboo6oybjq4 264 8 relations relation NNS work_jqo6bqehefaodeuuboo6oybjq4 264 9 in in IN work_jqo6bqehefaodeuuboo6oybjq4 264 10 each each DT work_jqo6bqehefaodeuuboo6oybjq4 264 11 test test NN work_jqo6bqehefaodeuuboo6oybjq4 264 12 natural natural JJ work_jqo6bqehefaodeuuboo6oybjq4 264 13 language language NN work_jqo6bqehefaodeuuboo6oybjq4 264 14 statement statement NN work_jqo6bqehefaodeuuboo6oybjq4 264 15 . . . work_jqo6bqehefaodeuuboo6oybjq4 265 1 number number NN work_jqo6bqehefaodeuuboo6oybjq4 265 2 of of IN work_jqo6bqehefaodeuuboo6oybjq4 265 3 possible possible JJ work_jqo6bqehefaodeuuboo6oybjq4 265 4 sets set NNS work_jqo6bqehefaodeuuboo6oybjq4 265 5 grows grow VBZ work_jqo6bqehefaodeuuboo6oybjq4 265 6 exponentially exponentially RB work_jqo6bqehefaodeuuboo6oybjq4 265 7 in in IN work_jqo6bqehefaodeuuboo6oybjq4 265 8 the the DT work_jqo6bqehefaodeuuboo6oybjq4 265 9 number number NN work_jqo6bqehefaodeuuboo6oybjq4 265 10 of of IN work_jqo6bqehefaodeuuboo6oybjq4 265 11 entities entity NNS work_jqo6bqehefaodeuuboo6oybjq4 265 12 in in IN work_jqo6bqehefaodeuuboo6oybjq4 265 13 the the DT work_jqo6bqehefaodeuuboo6oybjq4 265 14 environment environment NN work_jqo6bqehefaodeuuboo6oybjq4 265 15 . . . work_jqo6bqehefaodeuuboo6oybjq4 266 1 Say say VB work_jqo6bqehefaodeuuboo6oybjq4 266 2 an an DT work_jqo6bqehefaodeuuboo6oybjq4 266 3 en- en- NN work_jqo6bqehefaodeuuboo6oybjq4 266 4 vironment vironment NN work_jqo6bqehefaodeuuboo6oybjq4 266 5 has have VBZ work_jqo6bqehefaodeuuboo6oybjq4 266 6 5 5 CD work_jqo6bqehefaodeuuboo6oybjq4 266 7 entities entity NNS work_jqo6bqehefaodeuuboo6oybjq4 266 8 and and CC work_jqo6bqehefaodeuuboo6oybjq4 266 9 a a DT work_jqo6bqehefaodeuuboo6oybjq4 266 10 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 266 11 form form NN work_jqo6bqehefaodeuuboo6oybjq4 266 12 has have VBZ work_jqo6bqehefaodeuuboo6oybjq4 266 13 two two CD work_jqo6bqehefaodeuuboo6oybjq4 266 14 variables variable NNS work_jqo6bqehefaodeuuboo6oybjq4 266 15 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 266 16 then then RB work_jqo6bqehefaodeuuboo6oybjq4 266 17 there there EX work_jqo6bqehefaodeuuboo6oybjq4 266 18 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 266 19 25 25 CD work_jqo6bqehefaodeuuboo6oybjq4 266 20 possible possible JJ work_jqo6bqehefaodeuuboo6oybjq4 266 21 denotations denotation NNS work_jqo6bqehefaodeuuboo6oybjq4 266 22 and and CC work_jqo6bqehefaodeuuboo6oybjq4 266 23 225 225 CD work_jqo6bqehefaodeuuboo6oybjq4 266 24 possible possible JJ work_jqo6bqehefaodeuuboo6oybjq4 266 25 groundings grounding NNS work_jqo6bqehefaodeuuboo6oybjq4 266 26 . . . work_jqo6bqehefaodeuuboo6oybjq4 267 1 To to TO work_jqo6bqehefaodeuuboo6oybjq4 267 2 quantify quantify VB work_jqo6bqehefaodeuuboo6oybjq4 267 3 this this DT work_jqo6bqehefaodeuuboo6oybjq4 267 4 difficulty difficulty NN work_jqo6bqehefaodeuuboo6oybjq4 267 5 , , , work_jqo6bqehefaodeuuboo6oybjq4 267 6 note note VB work_jqo6bqehefaodeuuboo6oybjq4 267 7 that that IN work_jqo6bqehefaodeuuboo6oybjq4 267 8 selecting select VBG work_jqo6bqehefaodeuuboo6oybjq4 267 9 a a DT work_jqo6bqehefaodeuuboo6oybjq4 267 10 denotation denotation NN work_jqo6bqehefaodeuuboo6oybjq4 267 11 uniformly uniformly RB work_jqo6bqehefaodeuuboo6oybjq4 267 12 at at IN work_jqo6bqehefaodeuuboo6oybjq4 267 13 random random JJ work_jqo6bqehefaodeuuboo6oybjq4 267 14 achieves achieve VBZ work_jqo6bqehefaodeuuboo6oybjq4 267 15 6 6 CD work_jqo6bqehefaodeuuboo6oybjq4 267 16 % % NN work_jqo6bqehefaodeuuboo6oybjq4 267 17 accuracy accuracy NN work_jqo6bqehefaodeuuboo6oybjq4 267 18 on on IN work_jqo6bqehefaodeuuboo6oybjq4 267 19 SCENE SCENE NNP work_jqo6bqehefaodeuuboo6oybjq4 267 20 , , , work_jqo6bqehefaodeuuboo6oybjq4 267 21 and and CC work_jqo6bqehefaodeuuboo6oybjq4 267 22 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 267 23 % % NN work_jqo6bqehefaodeuuboo6oybjq4 267 24 accuracy accuracy NN work_jqo6bqehefaodeuuboo6oybjq4 267 25 on on IN work_jqo6bqehefaodeuuboo6oybjq4 267 26 GEOQA GEOQA NNP work_jqo6bqehefaodeuuboo6oybjq4 267 27 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 267 28 selecting select VBG work_jqo6bqehefaodeuuboo6oybjq4 267 29 a a DT work_jqo6bqehefaodeuuboo6oybjq4 267 30 random random JJ work_jqo6bqehefaodeuuboo6oybjq4 267 31 grounding grounding NN work_jqo6bqehefaodeuuboo6oybjq4 267 32 achieves achieve VBZ work_jqo6bqehefaodeuuboo6oybjq4 267 33 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 267 34 % % NN work_jqo6bqehefaodeuuboo6oybjq4 267 35 and and CC work_jqo6bqehefaodeuuboo6oybjq4 267 36 0 0 CD work_jqo6bqehefaodeuuboo6oybjq4 267 37 % % NN work_jqo6bqehefaodeuuboo6oybjq4 267 38 accuracy accuracy NN work_jqo6bqehefaodeuuboo6oybjq4 267 39 , , , work_jqo6bqehefaodeuuboo6oybjq4 267 40 respectively respectively RB work_jqo6bqehefaodeuuboo6oybjq4 267 41 . . . work_jqo6bqehefaodeuuboo6oybjq4 268 1 Table table NN work_jqo6bqehefaodeuuboo6oybjq4 268 2 2 2 CD work_jqo6bqehefaodeuuboo6oybjq4 268 3 shows show VBZ work_jqo6bqehefaodeuuboo6oybjq4 268 4 results result NNS work_jqo6bqehefaodeuuboo6oybjq4 268 5 for for IN work_jqo6bqehefaodeuuboo6oybjq4 268 6 both both DT work_jqo6bqehefaodeuuboo6oybjq4 268 7 applications application NNS work_jqo6bqehefaodeuuboo6oybjq4 268 8 us- us- XX work_jqo6bqehefaodeuuboo6oybjq4 268 9 ing ing JJ work_jqo6bqehefaodeuuboo6oybjq4 268 10 exact exact JJ work_jqo6bqehefaodeuuboo6oybjq4 268 11 match match NN work_jqo6bqehefaodeuuboo6oybjq4 268 12 accuracy accuracy NN work_jqo6bqehefaodeuuboo6oybjq4 268 13 . . . work_jqo6bqehefaodeuuboo6oybjq4 269 1 To to TO work_jqo6bqehefaodeuuboo6oybjq4 269 2 better well RBR work_jqo6bqehefaodeuuboo6oybjq4 269 3 understand understand VB work_jqo6bqehefaodeuuboo6oybjq4 269 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 269 5 performance performance NN work_jqo6bqehefaodeuuboo6oybjq4 269 6 of of IN work_jqo6bqehefaodeuuboo6oybjq4 269 7 each each DT work_jqo6bqehefaodeuuboo6oybjq4 269 8 model model NN work_jqo6bqehefaodeuuboo6oybjq4 269 9 , , , work_jqo6bqehefaodeuuboo6oybjq4 269 10 we -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 269 11 break break VBP work_jqo6bqehefaodeuuboo6oybjq4 269 12 down down RP work_jqo6bqehefaodeuuboo6oybjq4 269 13 perfor- perfor- IN work_jqo6bqehefaodeuuboo6oybjq4 269 14 mance mance NN work_jqo6bqehefaodeuuboo6oybjq4 269 15 according accord VBG work_jqo6bqehefaodeuuboo6oybjq4 269 16 to to IN work_jqo6bqehefaodeuuboo6oybjq4 269 17 linguistic linguistic JJ work_jqo6bqehefaodeuuboo6oybjq4 269 18 complexity complexity NN work_jqo6bqehefaodeuuboo6oybjq4 269 19 . . . work_jqo6bqehefaodeuuboo6oybjq4 270 1 We -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 270 2 com- com- RB work_jqo6bqehefaodeuuboo6oybjq4 270 3 pute pute VBP work_jqo6bqehefaodeuuboo6oybjq4 270 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 270 5 number number NN work_jqo6bqehefaodeuuboo6oybjq4 270 6 of of IN work_jqo6bqehefaodeuuboo6oybjq4 270 7 relations relation NNS work_jqo6bqehefaodeuuboo6oybjq4 270 8 in in IN work_jqo6bqehefaodeuuboo6oybjq4 270 9 the the DT work_jqo6bqehefaodeuuboo6oybjq4 270 10 annotated annotate VBN work_jqo6bqehefaodeuuboo6oybjq4 270 11 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 270 12 form form NN work_jqo6bqehefaodeuuboo6oybjq4 270 13 for for IN work_jqo6bqehefaodeuuboo6oybjq4 270 14 each each DT work_jqo6bqehefaodeuuboo6oybjq4 270 15 statement statement NN work_jqo6bqehefaodeuuboo6oybjq4 270 16 , , , work_jqo6bqehefaodeuuboo6oybjq4 270 17 and and CC work_jqo6bqehefaodeuuboo6oybjq4 270 18 show show VB work_jqo6bqehefaodeuuboo6oybjq4 270 19 separate separate JJ work_jqo6bqehefaodeuuboo6oybjq4 270 20 results result NNS work_jqo6bqehefaodeuuboo6oybjq4 270 21 for for IN work_jqo6bqehefaodeuuboo6oybjq4 270 22 0 0 CD work_jqo6bqehefaodeuuboo6oybjq4 270 23 and and CC work_jqo6bqehefaodeuuboo6oybjq4 270 24 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 270 25 relations relation NNS work_jqo6bqehefaodeuuboo6oybjq4 270 26 . . . work_jqo6bqehefaodeuuboo6oybjq4 271 1 We -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 271 2 also also RB work_jqo6bqehefaodeuuboo6oybjq4 271 3 include include VBP work_jqo6bqehefaodeuuboo6oybjq4 271 4 an an DT work_jqo6bqehefaodeuuboo6oybjq4 271 5 “ " `` work_jqo6bqehefaodeuuboo6oybjq4 271 6 other other JJ work_jqo6bqehefaodeuuboo6oybjq4 271 7 ” " '' work_jqo6bqehefaodeuuboo6oybjq4 271 8 category category NN work_jqo6bqehefaodeuuboo6oybjq4 271 9 to to TO work_jqo6bqehefaodeuuboo6oybjq4 271 10 capture capture VB work_jqo6bqehefaodeuuboo6oybjq4 271 11 sentences sentence NNS work_jqo6bqehefaodeuuboo6oybjq4 271 12 with with IN work_jqo6bqehefaodeuuboo6oybjq4 271 13 more more JJR work_jqo6bqehefaodeuuboo6oybjq4 271 14 than than IN work_jqo6bqehefaodeuuboo6oybjq4 271 15 one one CD work_jqo6bqehefaodeuuboo6oybjq4 271 16 relation relation NN work_jqo6bqehefaodeuuboo6oybjq4 271 17 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 271 18 very very RB work_jqo6bqehefaodeuuboo6oybjq4 271 19 infrequent infrequent JJ work_jqo6bqehefaodeuuboo6oybjq4 271 20 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 271 21 , , , work_jqo6bqehefaodeuuboo6oybjq4 271 22 or or CC work_jqo6bqehefaodeuuboo6oybjq4 271 23 that that DT work_jqo6bqehefaodeuuboo6oybjq4 271 24 include include VBP work_jqo6bqehefaodeuuboo6oybjq4 271 25 quanti- quanti- JJ work_jqo6bqehefaodeuuboo6oybjq4 271 26 fiers fier NNS work_jqo6bqehefaodeuuboo6oybjq4 271 27 , , , work_jqo6bqehefaodeuuboo6oybjq4 271 28 comparatives comparative NNS work_jqo6bqehefaodeuuboo6oybjq4 271 29 , , , work_jqo6bqehefaodeuuboo6oybjq4 271 30 or or CC work_jqo6bqehefaodeuuboo6oybjq4 271 31 other other JJ work_jqo6bqehefaodeuuboo6oybjq4 271 32 linguistic linguistic JJ work_jqo6bqehefaodeuuboo6oybjq4 271 33 phenomena phenomenon NNS work_jqo6bqehefaodeuuboo6oybjq4 271 34 not not RB work_jqo6bqehefaodeuuboo6oybjq4 271 35 captured capture VBN work_jqo6bqehefaodeuuboo6oybjq4 271 36 by by IN work_jqo6bqehefaodeuuboo6oybjq4 271 37 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 271 38 . . . work_jqo6bqehefaodeuuboo6oybjq4 272 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 272 2 results result NNS work_jqo6bqehefaodeuuboo6oybjq4 272 3 from from IN work_jqo6bqehefaodeuuboo6oybjq4 272 4 these these DT work_jqo6bqehefaodeuuboo6oybjq4 272 5 experiments experiment NNS work_jqo6bqehefaodeuuboo6oybjq4 272 6 suggest suggest VBP work_jqo6bqehefaodeuuboo6oybjq4 272 7 three three CD work_jqo6bqehefaodeuuboo6oybjq4 272 8 conclusions conclusion NNS work_jqo6bqehefaodeuuboo6oybjq4 272 9 . . . work_jqo6bqehefaodeuuboo6oybjq4 273 1 First first RB work_jqo6bqehefaodeuuboo6oybjq4 273 2 , , , work_jqo6bqehefaodeuuboo6oybjq4 273 3 we -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 273 4 find find VBP work_jqo6bqehefaodeuuboo6oybjq4 273 5 that that IN work_jqo6bqehefaodeuuboo6oybjq4 273 6 modelling modelling NN work_jqo6bqehefaodeuuboo6oybjq4 273 7 relations relation NNS work_jqo6bqehefaodeuuboo6oybjq4 273 8 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 273 9 important important JJ work_jqo6bqehefaodeuuboo6oybjq4 273 10 for for IN work_jqo6bqehefaodeuuboo6oybjq4 273 11 both both DT work_jqo6bqehefaodeuuboo6oybjq4 273 12 applications application NNS work_jqo6bqehefaodeuuboo6oybjq4 273 13 , , , work_jqo6bqehefaodeuuboo6oybjq4 273 14 as as IN work_jqo6bqehefaodeuuboo6oybjq4 273 15 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 273 16 1 1 LS work_jqo6bqehefaodeuuboo6oybjq4 273 17 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 273 18 the the DT work_jqo6bqehefaodeuuboo6oybjq4 273 19 major- major- JJ work_jqo6bqehefaodeuuboo6oybjq4 273 20 ity ity NN work_jqo6bqehefaodeuuboo6oybjq4 273 21 of of IN work_jqo6bqehefaodeuuboo6oybjq4 273 22 examples example NNS work_jqo6bqehefaodeuuboo6oybjq4 273 23 contain contain VBP work_jqo6bqehefaodeuuboo6oybjq4 273 24 relational relational JJ work_jqo6bqehefaodeuuboo6oybjq4 273 25 language language NN work_jqo6bqehefaodeuuboo6oybjq4 273 26 , , , work_jqo6bqehefaodeuuboo6oybjq4 273 27 and and CC work_jqo6bqehefaodeuuboo6oybjq4 273 28 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 273 29 2 2 LS work_jqo6bqehefaodeuuboo6oybjq4 273 30 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 273 31 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 273 32 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 273 33 W W NNP work_jqo6bqehefaodeuuboo6oybjq4 273 34 and and CC work_jqo6bqehefaodeuuboo6oybjq4 273 35 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 273 36 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 273 37 F F NNP work_jqo6bqehefaodeuuboo6oybjq4 273 38 dramatically dramatically RB work_jqo6bqehefaodeuuboo6oybjq4 273 39 outperform outperform NN work_jqo6bqehefaodeuuboo6oybjq4 273 40 LSP- LSP- NNP work_jqo6bqehefaodeuuboo6oybjq4 273 41 CAT CAT NNP work_jqo6bqehefaodeuuboo6oybjq4 273 42 on on IN work_jqo6bqehefaodeuuboo6oybjq4 273 43 these these DT work_jqo6bqehefaodeuuboo6oybjq4 273 44 examples example NNS work_jqo6bqehefaodeuuboo6oybjq4 273 45 . . . work_jqo6bqehefaodeuuboo6oybjq4 274 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 274 2 low low JJ work_jqo6bqehefaodeuuboo6oybjq4 274 3 performance performance NN work_jqo6bqehefaodeuuboo6oybjq4 274 4 of of IN work_jqo6bqehefaodeuuboo6oybjq4 274 5 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 274 6 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 274 7 CAT CAT NNP work_jqo6bqehefaodeuuboo6oybjq4 274 8 suggests suggest VBZ work_jqo6bqehefaodeuuboo6oybjq4 274 9 that that IN work_jqo6bqehefaodeuuboo6oybjq4 274 10 many many JJ work_jqo6bqehefaodeuuboo6oybjq4 274 11 denotations denotation NNS work_jqo6bqehefaodeuuboo6oybjq4 274 12 can can MD work_jqo6bqehefaodeuuboo6oybjq4 274 13 not not RB work_jqo6bqehefaodeuuboo6oybjq4 274 14 be be VB work_jqo6bqehefaodeuuboo6oybjq4 274 15 predicted predict VBN work_jqo6bqehefaodeuuboo6oybjq4 274 16 from from IN work_jqo6bqehefaodeuuboo6oybjq4 274 17 only only RB work_jqo6bqehefaodeuuboo6oybjq4 274 18 the the DT work_jqo6bqehefaodeuuboo6oybjq4 274 19 first first JJ work_jqo6bqehefaodeuuboo6oybjq4 274 20 noun noun NNP work_jqo6bqehefaodeuuboo6oybjq4 274 21 phrase phrase NN work_jqo6bqehefaodeuuboo6oybjq4 274 22 in in IN work_jqo6bqehefaodeuuboo6oybjq4 274 23 a a DT work_jqo6bqehefaodeuuboo6oybjq4 274 24 statement statement NN work_jqo6bqehefaodeuuboo6oybjq4 274 25 , , , work_jqo6bqehefaodeuuboo6oybjq4 274 26 demonstrating demonstrate VBG work_jqo6bqehefaodeuuboo6oybjq4 274 27 that that IN work_jqo6bqehefaodeuuboo6oybjq4 274 28 both both DT work_jqo6bqehefaodeuuboo6oybjq4 274 29 applications application NNS work_jqo6bqehefaodeuuboo6oybjq4 274 30 re- re- RB work_jqo6bqehefaodeuuboo6oybjq4 274 31 quire quire VBP work_jqo6bqehefaodeuuboo6oybjq4 274 32 an an DT work_jqo6bqehefaodeuuboo6oybjq4 274 33 understanding understanding NN work_jqo6bqehefaodeuuboo6oybjq4 274 34 of of IN work_jqo6bqehefaodeuuboo6oybjq4 274 35 relations relation NNS work_jqo6bqehefaodeuuboo6oybjq4 274 36 . . . work_jqo6bqehefaodeuuboo6oybjq4 275 1 Second second JJ work_jqo6bqehefaodeuuboo6oybjq4 275 2 , , , work_jqo6bqehefaodeuuboo6oybjq4 275 3 we -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 275 4 find find VBP work_jqo6bqehefaodeuuboo6oybjq4 275 5 that that IN work_jqo6bqehefaodeuuboo6oybjq4 275 6 weakly weakly RB work_jqo6bqehefaodeuuboo6oybjq4 275 7 supervised supervise VBD work_jqo6bqehefaodeuuboo6oybjq4 275 8 training training NN work_jqo6bqehefaodeuuboo6oybjq4 275 9 and and CC work_jqo6bqehefaodeuuboo6oybjq4 275 10 fully fully RB work_jqo6bqehefaodeuuboo6oybjq4 275 11 supervised supervise VBN work_jqo6bqehefaodeuuboo6oybjq4 275 12 training training NN work_jqo6bqehefaodeuuboo6oybjq4 275 13 perform perform VBP work_jqo6bqehefaodeuuboo6oybjq4 275 14 similarly similarly RB work_jqo6bqehefaodeuuboo6oybjq4 275 15 , , , work_jqo6bqehefaodeuuboo6oybjq4 275 16 with with IN work_jqo6bqehefaodeuuboo6oybjq4 275 17 accuracy accuracy NN work_jqo6bqehefaodeuuboo6oybjq4 275 18 differences difference NNS work_jqo6bqehefaodeuuboo6oybjq4 275 19 in in IN work_jqo6bqehefaodeuuboo6oybjq4 275 20 the the DT work_jqo6bqehefaodeuuboo6oybjq4 275 21 range range NN work_jqo6bqehefaodeuuboo6oybjq4 275 22 of of IN work_jqo6bqehefaodeuuboo6oybjq4 275 23 3%-6 3%-6 NNP work_jqo6bqehefaodeuuboo6oybjq4 275 24 % % NN work_jqo6bqehefaodeuuboo6oybjq4 275 25 . . . work_jqo6bqehefaodeuuboo6oybjq4 276 1 Finally finally RB work_jqo6bqehefaodeuuboo6oybjq4 276 2 , , , work_jqo6bqehefaodeuuboo6oybjq4 276 3 we -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 276 4 find find VBP work_jqo6bqehefaodeuuboo6oybjq4 276 5 that that IN work_jqo6bqehefaodeuuboo6oybjq4 276 6 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 276 7 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 276 8 W W NNP work_jqo6bqehefaodeuuboo6oybjq4 276 9 performs perform VBZ work_jqo6bqehefaodeuuboo6oybjq4 276 10 similarly similarly RB work_jqo6bqehefaodeuuboo6oybjq4 276 11 on on IN work_jqo6bqehefaodeuuboo6oybjq4 276 12 both both CC work_jqo6bqehefaodeuuboo6oybjq4 276 13 the the DT work_jqo6bqehefaodeuuboo6oybjq4 276 14 denotation denotation NN work_jqo6bqehefaodeuuboo6oybjq4 276 15 and and CC work_jqo6bqehefaodeuuboo6oybjq4 276 16 com- com- NN work_jqo6bqehefaodeuuboo6oybjq4 276 17 plete plete VBP work_jqo6bqehefaodeuuboo6oybjq4 276 18 grounding grounding NN work_jqo6bqehefaodeuuboo6oybjq4 276 19 tasks task NNS work_jqo6bqehefaodeuuboo6oybjq4 276 20 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 276 21 this this DT work_jqo6bqehefaodeuuboo6oybjq4 276 22 result result NN work_jqo6bqehefaodeuuboo6oybjq4 276 23 suggests suggest VBZ work_jqo6bqehefaodeuuboo6oybjq4 276 24 that that IN work_jqo6bqehefaodeuuboo6oybjq4 276 25 when when WRB work_jqo6bqehefaodeuuboo6oybjq4 276 26 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 276 27 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 276 28 W W NNP work_jqo6bqehefaodeuuboo6oybjq4 276 29 predicts predict VBZ work_jqo6bqehefaodeuuboo6oybjq4 276 30 a a DT work_jqo6bqehefaodeuuboo6oybjq4 276 31 correct correct JJ work_jqo6bqehefaodeuuboo6oybjq4 276 32 denotation denotation NN work_jqo6bqehefaodeuuboo6oybjq4 276 33 , , , work_jqo6bqehefaodeuuboo6oybjq4 276 34 it -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 276 35 does do VBZ work_jqo6bqehefaodeuuboo6oybjq4 276 36 so so RB work_jqo6bqehefaodeuuboo6oybjq4 276 37 be- be- RB work_jqo6bqehefaodeuuboo6oybjq4 276 38 cause cause VB work_jqo6bqehefaodeuuboo6oybjq4 276 39 it -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 276 40 has have VBZ work_jqo6bqehefaodeuuboo6oybjq4 276 41 identified identify VBN work_jqo6bqehefaodeuuboo6oybjq4 276 42 the the DT work_jqo6bqehefaodeuuboo6oybjq4 276 43 correct correct JJ work_jqo6bqehefaodeuuboo6oybjq4 276 44 entity entity NN work_jqo6bqehefaodeuuboo6oybjq4 276 45 referents referent NNS work_jqo6bqehefaodeuuboo6oybjq4 276 46 of of IN work_jqo6bqehefaodeuuboo6oybjq4 276 47 each each DT work_jqo6bqehefaodeuuboo6oybjq4 276 48 portion portion NN work_jqo6bqehefaodeuuboo6oybjq4 276 49 of of IN work_jqo6bqehefaodeuuboo6oybjq4 276 50 the the DT work_jqo6bqehefaodeuuboo6oybjq4 276 51 statement statement NN work_jqo6bqehefaodeuuboo6oybjq4 276 52 . . . work_jqo6bqehefaodeuuboo6oybjq4 277 1 5.6 5.6 CD work_jqo6bqehefaodeuuboo6oybjq4 277 2 Component Component NNP work_jqo6bqehefaodeuuboo6oybjq4 277 3 Error Error NNP work_jqo6bqehefaodeuuboo6oybjq4 277 4 Analysis Analysis NNP work_jqo6bqehefaodeuuboo6oybjq4 277 5 We -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 277 6 performed perform VBD work_jqo6bqehefaodeuuboo6oybjq4 277 7 an an DT work_jqo6bqehefaodeuuboo6oybjq4 277 8 error error NN work_jqo6bqehefaodeuuboo6oybjq4 277 9 analysis analysis NN work_jqo6bqehefaodeuuboo6oybjq4 277 10 of of IN work_jqo6bqehefaodeuuboo6oybjq4 277 11 each each DT work_jqo6bqehefaodeuuboo6oybjq4 277 12 model model NN work_jqo6bqehefaodeuuboo6oybjq4 277 13 com- com- NN work_jqo6bqehefaodeuuboo6oybjq4 277 14 ponent ponent NN work_jqo6bqehefaodeuuboo6oybjq4 277 15 to to TO work_jqo6bqehefaodeuuboo6oybjq4 277 16 better well RBR work_jqo6bqehefaodeuuboo6oybjq4 277 17 understand understand VB work_jqo6bqehefaodeuuboo6oybjq4 277 18 the the DT work_jqo6bqehefaodeuuboo6oybjq4 277 19 causes cause NNS work_jqo6bqehefaodeuuboo6oybjq4 277 20 of of IN work_jqo6bqehefaodeuuboo6oybjq4 277 21 errors error NNS work_jqo6bqehefaodeuuboo6oybjq4 277 22 . . . work_jqo6bqehefaodeuuboo6oybjq4 278 1 Ta- ta- DT work_jqo6bqehefaodeuuboo6oybjq4 278 2 ble ble VBD work_jqo6bqehefaodeuuboo6oybjq4 278 3 3 3 CD work_jqo6bqehefaodeuuboo6oybjq4 278 4 shows show VBZ work_jqo6bqehefaodeuuboo6oybjq4 278 5 the the DT work_jqo6bqehefaodeuuboo6oybjq4 278 6 accuracy accuracy NN work_jqo6bqehefaodeuuboo6oybjq4 278 7 of of IN work_jqo6bqehefaodeuuboo6oybjq4 278 8 the the DT work_jqo6bqehefaodeuuboo6oybjq4 278 9 semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 278 10 parser parser NN work_jqo6bqehefaodeuuboo6oybjq4 278 11 from from IN work_jqo6bqehefaodeuuboo6oybjq4 278 12 each each DT work_jqo6bqehefaodeuuboo6oybjq4 278 13 trained train VBN work_jqo6bqehefaodeuuboo6oybjq4 278 14 model model NN work_jqo6bqehefaodeuuboo6oybjq4 278 15 . . . work_jqo6bqehefaodeuuboo6oybjq4 279 1 Each each DT work_jqo6bqehefaodeuuboo6oybjq4 279 2 held hold VBN work_jqo6bqehefaodeuuboo6oybjq4 279 3 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 279 4 out out RP work_jqo6bqehefaodeuuboo6oybjq4 279 5 sentence sentence NN work_jqo6bqehefaodeuuboo6oybjq4 279 6 zi zi NNP work_jqo6bqehefaodeuuboo6oybjq4 279 7 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 279 8 parsed parse VBN work_jqo6bqehefaodeuuboo6oybjq4 279 9 to to TO work_jqo6bqehefaodeuuboo6oybjq4 279 10 produce produce VB work_jqo6bqehefaodeuuboo6oybjq4 279 11 a a DT work_jqo6bqehefaodeuuboo6oybjq4 279 12 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 279 13 form form NN work_jqo6bqehefaodeuuboo6oybjq4 279 14 ` ` '' work_jqo6bqehefaodeuuboo6oybjq4 279 15 , , , work_jqo6bqehefaodeuuboo6oybjq4 279 16 which which WDT work_jqo6bqehefaodeuuboo6oybjq4 279 17 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 279 18 marked mark VBN work_jqo6bqehefaodeuuboo6oybjq4 279 19 correct correct JJ work_jqo6bqehefaodeuuboo6oybjq4 279 20 if if IN work_jqo6bqehefaodeuuboo6oybjq4 279 21 it -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 279 22 exactly exactly RB work_jqo6bqehefaodeuuboo6oybjq4 279 23 matches match VBZ work_jqo6bqehefaodeuuboo6oybjq4 279 24 our -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 279 25 manual manual JJ work_jqo6bqehefaodeuuboo6oybjq4 279 26 annotation annotation NN work_jqo6bqehefaodeuuboo6oybjq4 279 27 ` ` '' work_jqo6bqehefaodeuuboo6oybjq4 279 28 i. i. NNP work_jqo6bqehefaodeuuboo6oybjq4 280 1 A a DT work_jqo6bqehefaodeuuboo6oybjq4 280 2 correct correct JJ work_jqo6bqehefaodeuuboo6oybjq4 280 3 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 280 4 form form NN work_jqo6bqehefaodeuuboo6oybjq4 280 5 implies imply VBZ work_jqo6bqehefaodeuuboo6oybjq4 280 6 a a DT work_jqo6bqehefaodeuuboo6oybjq4 280 7 correct correct JJ work_jqo6bqehefaodeuuboo6oybjq4 280 8 ground- ground- NN work_jqo6bqehefaodeuuboo6oybjq4 280 9 ing ing NN work_jqo6bqehefaodeuuboo6oybjq4 280 10 for for IN work_jqo6bqehefaodeuuboo6oybjq4 280 11 the the DT work_jqo6bqehefaodeuuboo6oybjq4 280 12 statement statement NN work_jqo6bqehefaodeuuboo6oybjq4 280 13 when when WRB work_jqo6bqehefaodeuuboo6oybjq4 280 14 the the DT work_jqo6bqehefaodeuuboo6oybjq4 280 15 parse parse NN work_jqo6bqehefaodeuuboo6oybjq4 280 16 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 280 17 evaluated evaluate VBN work_jqo6bqehefaodeuuboo6oybjq4 280 18 in in IN work_jqo6bqehefaodeuuboo6oybjq4 280 19 the the DT work_jqo6bqehefaodeuuboo6oybjq4 280 20 gold gold JJ work_jqo6bqehefaodeuuboo6oybjq4 280 21 standard standard JJ work_jqo6bqehefaodeuuboo6oybjq4 280 22 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 280 23 knowledge knowledge NN work_jqo6bqehefaodeuuboo6oybjq4 280 24 base base NN work_jqo6bqehefaodeuuboo6oybjq4 280 25 . . . work_jqo6bqehefaodeuuboo6oybjq4 281 1 These these DT work_jqo6bqehefaodeuuboo6oybjq4 281 2 re- re- JJ work_jqo6bqehefaodeuuboo6oybjq4 281 3 sults sult NNS work_jqo6bqehefaodeuuboo6oybjq4 281 4 show show VBP work_jqo6bqehefaodeuuboo6oybjq4 281 5 that that IN work_jqo6bqehefaodeuuboo6oybjq4 281 6 both both DT work_jqo6bqehefaodeuuboo6oybjq4 281 7 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 281 8 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 281 9 W W NNP work_jqo6bqehefaodeuuboo6oybjq4 281 10 and and CC work_jqo6bqehefaodeuuboo6oybjq4 281 11 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 281 12 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 281 13 F F NNP work_jqo6bqehefaodeuuboo6oybjq4 281 14 have have VBP work_jqo6bqehefaodeuuboo6oybjq4 281 15 rea- rea- NNS work_jqo6bqehefaodeuuboo6oybjq4 281 16 sonably sonably RB work_jqo6bqehefaodeuuboo6oybjq4 281 17 accurate accurate JJ work_jqo6bqehefaodeuuboo6oybjq4 281 18 semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 281 19 parsers parser NNS work_jqo6bqehefaodeuuboo6oybjq4 281 20 , , , work_jqo6bqehefaodeuuboo6oybjq4 281 21 given give VBN work_jqo6bqehefaodeuuboo6oybjq4 281 22 the the DT work_jqo6bqehefaodeuuboo6oybjq4 281 23 restric- restric- JJ work_jqo6bqehefaodeuuboo6oybjq4 281 24 tions tion NNS work_jqo6bqehefaodeuuboo6oybjq4 281 25 on on IN work_jqo6bqehefaodeuuboo6oybjq4 281 26 possible possible JJ work_jqo6bqehefaodeuuboo6oybjq4 281 27 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 281 28 forms form NNS work_jqo6bqehefaodeuuboo6oybjq4 281 29 . . . work_jqo6bqehefaodeuuboo6oybjq4 282 1 Common common JJ work_jqo6bqehefaodeuuboo6oybjq4 282 2 mistakes mistake NNS work_jqo6bqehefaodeuuboo6oybjq4 282 3 include include VBP work_jqo6bqehefaodeuuboo6oybjq4 282 4 missing miss VBG work_jqo6bqehefaodeuuboo6oybjq4 282 5 lexicon lexicon NN work_jqo6bqehefaodeuuboo6oybjq4 282 6 entries entry NNS work_jqo6bqehefaodeuuboo6oybjq4 282 7 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 282 8 e.g. e.g. RB work_jqo6bqehefaodeuuboo6oybjq4 282 9 , , , work_jqo6bqehefaodeuuboo6oybjq4 282 10 “ " `` work_jqo6bqehefaodeuuboo6oybjq4 282 11 borders border NNS work_jqo6bqehefaodeuuboo6oybjq4 282 12 ” " '' work_jqo6bqehefaodeuuboo6oybjq4 282 13 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 282 14 POS pos NN work_jqo6bqehefaodeuuboo6oybjq4 282 15 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 282 16 tagged tag VBN work_jqo6bqehefaodeuuboo6oybjq4 282 17 as as IN work_jqo6bqehefaodeuuboo6oybjq4 282 18 a a DT work_jqo6bqehefaodeuuboo6oybjq4 282 19 noun noun NN work_jqo6bqehefaodeuuboo6oybjq4 282 20 , , , work_jqo6bqehefaodeuuboo6oybjq4 282 21 so so RB work_jqo6bqehefaodeuuboo6oybjq4 282 22 the the DT work_jqo6bqehefaodeuuboo6oybjq4 282 23 GEOQA GEOQA NNP work_jqo6bqehefaodeuuboo6oybjq4 282 24 lexicon lexicon NN work_jqo6bqehefaodeuuboo6oybjq4 282 25 does do VBZ work_jqo6bqehefaodeuuboo6oybjq4 282 26 not not RB work_jqo6bqehefaodeuuboo6oybjq4 282 27 include include VB work_jqo6bqehefaodeuuboo6oybjq4 282 28 a a DT work_jqo6bqehefaodeuuboo6oybjq4 282 29 verb verb NN work_jqo6bqehefaodeuuboo6oybjq4 282 30 for for IN work_jqo6bqehefaodeuuboo6oybjq4 282 31 it -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 282 32 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 282 33 and and CC work_jqo6bqehefaodeuuboo6oybjq4 282 34 prepositional prepositional JJ work_jqo6bqehefaodeuuboo6oybjq4 282 35 phrase phrase NN work_jqo6bqehefaodeuuboo6oybjq4 282 36 attachments attachment NNS work_jqo6bqehefaodeuuboo6oybjq4 282 37 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 282 38 e.g. e.g. RB work_jqo6bqehefaodeuuboo6oybjq4 282 39 , , , work_jqo6bqehefaodeuuboo6oybjq4 282 40 6th 6th JJ work_jqo6bqehefaodeuuboo6oybjq4 282 41 example example NN work_jqo6bqehefaodeuuboo6oybjq4 282 42 in in IN work_jqo6bqehefaodeuuboo6oybjq4 282 43 Figure Figure NNP work_jqo6bqehefaodeuuboo6oybjq4 282 44 5 5 CD work_jqo6bqehefaodeuuboo6oybjq4 282 45 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 282 46 . . . work_jqo6bqehefaodeuuboo6oybjq4 283 1 Table table NN work_jqo6bqehefaodeuuboo6oybjq4 283 2 4 4 CD work_jqo6bqehefaodeuuboo6oybjq4 283 3 shows show VBZ work_jqo6bqehefaodeuuboo6oybjq4 283 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 283 5 precision precision NN work_jqo6bqehefaodeuuboo6oybjq4 283 6 and and CC work_jqo6bqehefaodeuuboo6oybjq4 283 7 recall recall NN work_jqo6bqehefaodeuuboo6oybjq4 283 8 of of IN work_jqo6bqehefaodeuuboo6oybjq4 283 9 the the DT work_jqo6bqehefaodeuuboo6oybjq4 283 10 in- in- JJ work_jqo6bqehefaodeuuboo6oybjq4 283 11 dividual dividual JJ work_jqo6bqehefaodeuuboo6oybjq4 283 12 perceptual perceptual JJ work_jqo6bqehefaodeuuboo6oybjq4 283 13 classifiers classifier NNS work_jqo6bqehefaodeuuboo6oybjq4 283 14 . . . work_jqo6bqehefaodeuuboo6oybjq4 284 1 We -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 284 2 computed compute VBD work_jqo6bqehefaodeuuboo6oybjq4 284 3 these these DT work_jqo6bqehefaodeuuboo6oybjq4 284 4 metrics metric NNS work_jqo6bqehefaodeuuboo6oybjq4 284 5 by by IN work_jqo6bqehefaodeuuboo6oybjq4 284 6 comparing compare VBG work_jqo6bqehefaodeuuboo6oybjq4 284 7 each each DT work_jqo6bqehefaodeuuboo6oybjq4 284 8 annotated annotate VBN work_jqo6bqehefaodeuuboo6oybjq4 284 9 predicate predicate NN work_jqo6bqehefaodeuuboo6oybjq4 284 10 in in IN work_jqo6bqehefaodeuuboo6oybjq4 284 11 the the DT work_jqo6bqehefaodeuuboo6oybjq4 284 12 held hold VBN work_jqo6bqehefaodeuuboo6oybjq4 284 13 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 284 14 out out RP work_jqo6bqehefaodeuuboo6oybjq4 284 15 environment environment NN work_jqo6bqehefaodeuuboo6oybjq4 284 16 with with IN work_jqo6bqehefaodeuuboo6oybjq4 284 17 the the DT work_jqo6bqehefaodeuuboo6oybjq4 284 18 model model NN work_jqo6bqehefaodeuuboo6oybjq4 284 19 ’s ’s POS work_jqo6bqehefaodeuuboo6oybjq4 284 20 predic- predic- NN work_jqo6bqehefaodeuuboo6oybjq4 284 21 tions tion NNS work_jqo6bqehefaodeuuboo6oybjq4 284 22 for for IN work_jqo6bqehefaodeuuboo6oybjq4 284 23 the the DT work_jqo6bqehefaodeuuboo6oybjq4 284 24 same same JJ work_jqo6bqehefaodeuuboo6oybjq4 284 25 predicate predicate NN work_jqo6bqehefaodeuuboo6oybjq4 284 26 , , , work_jqo6bqehefaodeuuboo6oybjq4 284 27 treating treat VBG work_jqo6bqehefaodeuuboo6oybjq4 284 28 each each DT work_jqo6bqehefaodeuuboo6oybjq4 284 29 entity entity NN work_jqo6bqehefaodeuuboo6oybjq4 284 30 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 284 31 or or CC work_jqo6bqehefaodeuuboo6oybjq4 284 32 entity entity NN work_jqo6bqehefaodeuuboo6oybjq4 284 33 pair pair NN work_jqo6bqehefaodeuuboo6oybjq4 284 34 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 284 35 as as IN work_jqo6bqehefaodeuuboo6oybjq4 284 36 an an DT work_jqo6bqehefaodeuuboo6oybjq4 284 37 independent independent JJ work_jqo6bqehefaodeuuboo6oybjq4 284 38 example example NN work_jqo6bqehefaodeuuboo6oybjq4 284 39 for for IN work_jqo6bqehefaodeuuboo6oybjq4 284 40 classifi- classifi- JJ work_jqo6bqehefaodeuuboo6oybjq4 284 41 202 202 CD work_jqo6bqehefaodeuuboo6oybjq4 284 42 SCENE scene NN work_jqo6bqehefaodeuuboo6oybjq4 284 43 GEOQA GEOQA NNP work_jqo6bqehefaodeuuboo6oybjq4 284 44 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 284 45 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 284 46 CAT CAT NNP work_jqo6bqehefaodeuuboo6oybjq4 284 47 0.21 0.21 CD work_jqo6bqehefaodeuuboo6oybjq4 284 48 0.17 0.17 CD work_jqo6bqehefaodeuuboo6oybjq4 284 49 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 284 50 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 284 51 W W NNP work_jqo6bqehefaodeuuboo6oybjq4 284 52 0.72 0.72 CD work_jqo6bqehefaodeuuboo6oybjq4 284 53 0.71 0.71 CD work_jqo6bqehefaodeuuboo6oybjq4 284 54 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 284 55 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 284 56 F F NNP work_jqo6bqehefaodeuuboo6oybjq4 284 57 0.73 0.73 CD work_jqo6bqehefaodeuuboo6oybjq4 284 58 0.75 0.75 CD work_jqo6bqehefaodeuuboo6oybjq4 284 59 Upper Upper NNP work_jqo6bqehefaodeuuboo6oybjq4 284 60 Bound Bound NNP work_jqo6bqehefaodeuuboo6oybjq4 284 61 0.79 0.79 CD work_jqo6bqehefaodeuuboo6oybjq4 284 62 0.87 0.87 CD work_jqo6bqehefaodeuuboo6oybjq4 284 63 Table table NN work_jqo6bqehefaodeuuboo6oybjq4 284 64 3 3 CD work_jqo6bqehefaodeuuboo6oybjq4 284 65 : : : work_jqo6bqehefaodeuuboo6oybjq4 284 66 Accuracy accuracy NN work_jqo6bqehefaodeuuboo6oybjq4 284 67 of of IN work_jqo6bqehefaodeuuboo6oybjq4 284 68 the the DT work_jqo6bqehefaodeuuboo6oybjq4 284 69 semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 284 70 parser parser NN work_jqo6bqehefaodeuuboo6oybjq4 284 71 from from IN work_jqo6bqehefaodeuuboo6oybjq4 284 72 each each DT work_jqo6bqehefaodeuuboo6oybjq4 284 73 trained train VBN work_jqo6bqehefaodeuuboo6oybjq4 284 74 model model NN work_jqo6bqehefaodeuuboo6oybjq4 284 75 . . . work_jqo6bqehefaodeuuboo6oybjq4 285 1 Upper upper JJ work_jqo6bqehefaodeuuboo6oybjq4 285 2 bound bound NN work_jqo6bqehefaodeuuboo6oybjq4 285 3 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 285 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 285 5 highest high JJS work_jqo6bqehefaodeuuboo6oybjq4 285 6 accu- accu- NN work_jqo6bqehefaodeuuboo6oybjq4 285 7 racy racy NN work_jqo6bqehefaodeuuboo6oybjq4 285 8 achievable achievable JJ work_jqo6bqehefaodeuuboo6oybjq4 285 9 without without IN work_jqo6bqehefaodeuuboo6oybjq4 285 10 modelling model VBG work_jqo6bqehefaodeuuboo6oybjq4 285 11 comparatives comparative NNS work_jqo6bqehefaodeuuboo6oybjq4 285 12 and and CC work_jqo6bqehefaodeuuboo6oybjq4 285 13 other other JJ work_jqo6bqehefaodeuuboo6oybjq4 285 14 linguistic linguistic JJ work_jqo6bqehefaodeuuboo6oybjq4 285 15 phenomena phenomenon NNS work_jqo6bqehefaodeuuboo6oybjq4 285 16 not not RB work_jqo6bqehefaodeuuboo6oybjq4 285 17 captured capture VBN work_jqo6bqehefaodeuuboo6oybjq4 285 18 by by IN work_jqo6bqehefaodeuuboo6oybjq4 285 19 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 285 20 . . . work_jqo6bqehefaodeuuboo6oybjq4 286 1 cation cation NNP work_jqo6bqehefaodeuuboo6oybjq4 286 2 . . . work_jqo6bqehefaodeuuboo6oybjq4 287 1 Fully fully RB work_jqo6bqehefaodeuuboo6oybjq4 287 2 supervised supervise VBN work_jqo6bqehefaodeuuboo6oybjq4 287 3 training training NN work_jqo6bqehefaodeuuboo6oybjq4 287 4 appears appear VBZ work_jqo6bqehefaodeuuboo6oybjq4 287 5 to to TO work_jqo6bqehefaodeuuboo6oybjq4 287 6 produce produce VB work_jqo6bqehefaodeuuboo6oybjq4 287 7 better well JJR work_jqo6bqehefaodeuuboo6oybjq4 287 8 perceptual perceptual JJ work_jqo6bqehefaodeuuboo6oybjq4 287 9 classifiers classifier NNS work_jqo6bqehefaodeuuboo6oybjq4 287 10 than than IN work_jqo6bqehefaodeuuboo6oybjq4 287 11 weakly weakly RB work_jqo6bqehefaodeuuboo6oybjq4 287 12 supervised supervise VBD work_jqo6bqehefaodeuuboo6oybjq4 287 13 training training NN work_jqo6bqehefaodeuuboo6oybjq4 287 14 ; ; : work_jqo6bqehefaodeuuboo6oybjq4 287 15 however however RB work_jqo6bqehefaodeuuboo6oybjq4 287 16 , , , work_jqo6bqehefaodeuuboo6oybjq4 287 17 this this DT work_jqo6bqehefaodeuuboo6oybjq4 287 18 result result NN work_jqo6bqehefaodeuuboo6oybjq4 287 19 conflicts conflict NNS work_jqo6bqehefaodeuuboo6oybjq4 287 20 with with IN work_jqo6bqehefaodeuuboo6oybjq4 287 21 the the DT work_jqo6bqehefaodeuuboo6oybjq4 287 22 full full JJ work_jqo6bqehefaodeuuboo6oybjq4 287 23 system system NN work_jqo6bqehefaodeuuboo6oybjq4 287 24 evaluation evaluation NN work_jqo6bqehefaodeuuboo6oybjq4 287 25 in in IN work_jqo6bqehefaodeuuboo6oybjq4 287 26 Table table NN work_jqo6bqehefaodeuuboo6oybjq4 287 27 2 2 CD work_jqo6bqehefaodeuuboo6oybjq4 287 28 , , , work_jqo6bqehefaodeuuboo6oybjq4 287 29 where where WRB work_jqo6bqehefaodeuuboo6oybjq4 287 30 both both DT work_jqo6bqehefaodeuuboo6oybjq4 287 31 systems system NNS work_jqo6bqehefaodeuuboo6oybjq4 287 32 perform perform VBP work_jqo6bqehefaodeuuboo6oybjq4 287 33 equally equally RB work_jqo6bqehefaodeuuboo6oybjq4 287 34 well well RB work_jqo6bqehefaodeuuboo6oybjq4 287 35 . . . work_jqo6bqehefaodeuuboo6oybjq4 288 1 There there EX work_jqo6bqehefaodeuuboo6oybjq4 288 2 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 288 3 two two CD work_jqo6bqehefaodeuuboo6oybjq4 288 4 causes cause NNS work_jqo6bqehefaodeuuboo6oybjq4 288 5 for for IN work_jqo6bqehefaodeuuboo6oybjq4 288 6 this this DT work_jqo6bqehefaodeuuboo6oybjq4 288 7 phenomenon phenomenon NN work_jqo6bqehefaodeuuboo6oybjq4 288 8 : : : work_jqo6bqehefaodeuuboo6oybjq4 288 9 uninformative uninformative JJ work_jqo6bqehefaodeuuboo6oybjq4 288 10 adjectives adjective NNS work_jqo6bqehefaodeuuboo6oybjq4 288 11 and and CC work_jqo6bqehefaodeuuboo6oybjq4 288 12 unim- unim- JJ work_jqo6bqehefaodeuuboo6oybjq4 288 13 portant portant JJ work_jqo6bqehefaodeuuboo6oybjq4 288 14 relation relation NN work_jqo6bqehefaodeuuboo6oybjq4 288 15 instances instance NNS work_jqo6bqehefaodeuuboo6oybjq4 288 16 . . . work_jqo6bqehefaodeuuboo6oybjq4 289 1 Uninformative uninformative JJ work_jqo6bqehefaodeuuboo6oybjq4 289 2 adjective adjective JJ work_jqo6bqehefaodeuuboo6oybjq4 289 3 predicates predicate NNS work_jqo6bqehefaodeuuboo6oybjq4 289 4 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 289 5 responsi- responsi- FW work_jqo6bqehefaodeuuboo6oybjq4 289 6 ble ble NNP work_jqo6bqehefaodeuuboo6oybjq4 289 7 for for IN work_jqo6bqehefaodeuuboo6oybjq4 289 8 the the DT work_jqo6bqehefaodeuuboo6oybjq4 289 9 low low JJ work_jqo6bqehefaodeuuboo6oybjq4 289 10 performance performance NN work_jqo6bqehefaodeuuboo6oybjq4 289 11 of of IN work_jqo6bqehefaodeuuboo6oybjq4 289 12 the the DT work_jqo6bqehefaodeuuboo6oybjq4 289 13 category category NN work_jqo6bqehefaodeuuboo6oybjq4 289 14 classi- classi- XX work_jqo6bqehefaodeuuboo6oybjq4 289 15 fiers fier NNS work_jqo6bqehefaodeuuboo6oybjq4 289 16 in in IN work_jqo6bqehefaodeuuboo6oybjq4 289 17 SCENE SCENE NNP work_jqo6bqehefaodeuuboo6oybjq4 289 18 . . . work_jqo6bqehefaodeuuboo6oybjq4 290 1 Phrases phrase NNS work_jqo6bqehefaodeuuboo6oybjq4 290 2 like like IN work_jqo6bqehefaodeuuboo6oybjq4 290 3 “ " `` work_jqo6bqehefaodeuuboo6oybjq4 290 4 LCD lcd NN work_jqo6bqehefaodeuuboo6oybjq4 290 5 screen screen NN work_jqo6bqehefaodeuuboo6oybjq4 290 6 ” " '' work_jqo6bqehefaodeuuboo6oybjq4 290 7 in in IN work_jqo6bqehefaodeuuboo6oybjq4 290 8 this this DT work_jqo6bqehefaodeuuboo6oybjq4 290 9 domain domain NN work_jqo6bqehefaodeuuboo6oybjq4 290 10 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 290 11 annotated annotate VBN work_jqo6bqehefaodeuuboo6oybjq4 290 12 with with IN work_jqo6bqehefaodeuuboo6oybjq4 290 13 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 290 14 forms form NNS work_jqo6bqehefaodeuuboo6oybjq4 290 15 such such JJ work_jqo6bqehefaodeuuboo6oybjq4 290 16 as as IN work_jqo6bqehefaodeuuboo6oybjq4 290 17 λx.lcd(x λx.lcd(x ADD work_jqo6bqehefaodeuuboo6oybjq4 290 18 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 290 19 ∧ ∧ NNP work_jqo6bqehefaodeuuboo6oybjq4 290 20 screen(x screen(x NN work_jqo6bqehefaodeuuboo6oybjq4 290 21 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 290 22 . . . work_jqo6bqehefaodeuuboo6oybjq4 291 1 Here here RB work_jqo6bqehefaodeuuboo6oybjq4 291 2 , , , work_jqo6bqehefaodeuuboo6oybjq4 291 3 lcd lcd NN work_jqo6bqehefaodeuuboo6oybjq4 291 4 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 291 5 uninfor- uninfor- NN work_jqo6bqehefaodeuuboo6oybjq4 291 6 mative mative NN work_jqo6bqehefaodeuuboo6oybjq4 291 7 , , , work_jqo6bqehefaodeuuboo6oybjq4 291 8 since since IN work_jqo6bqehefaodeuuboo6oybjq4 291 9 screen screen NN work_jqo6bqehefaodeuuboo6oybjq4 291 10 already already RB work_jqo6bqehefaodeuuboo6oybjq4 291 11 denotes denote VBZ work_jqo6bqehefaodeuuboo6oybjq4 291 12 a a DT work_jqo6bqehefaodeuuboo6oybjq4 291 13 unique unique JJ work_jqo6bqehefaodeuuboo6oybjq4 291 14 ob- ob- JJ work_jqo6bqehefaodeuuboo6oybjq4 291 15 ject ject NN work_jqo6bqehefaodeuuboo6oybjq4 291 16 in in IN work_jqo6bqehefaodeuuboo6oybjq4 291 17 the the DT work_jqo6bqehefaodeuuboo6oybjq4 291 18 environment environment NN work_jqo6bqehefaodeuuboo6oybjq4 291 19 . . . work_jqo6bqehefaodeuuboo6oybjq4 292 1 Therefore therefore RB work_jqo6bqehefaodeuuboo6oybjq4 292 2 , , , work_jqo6bqehefaodeuuboo6oybjq4 292 3 it -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 292 4 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 292 5 not not RB work_jqo6bqehefaodeuuboo6oybjq4 292 6 impor- impor- RB work_jqo6bqehefaodeuuboo6oybjq4 292 7 tant tant NN work_jqo6bqehefaodeuuboo6oybjq4 292 8 to to TO work_jqo6bqehefaodeuuboo6oybjq4 292 9 learn learn VB work_jqo6bqehefaodeuuboo6oybjq4 292 10 an an DT work_jqo6bqehefaodeuuboo6oybjq4 292 11 accurate accurate JJ work_jqo6bqehefaodeuuboo6oybjq4 292 12 classifier classifier NN work_jqo6bqehefaodeuuboo6oybjq4 292 13 for for IN work_jqo6bqehefaodeuuboo6oybjq4 292 14 lcd lcd NN work_jqo6bqehefaodeuuboo6oybjq4 292 15 . . . work_jqo6bqehefaodeuuboo6oybjq4 293 1 Weakly weakly WDT work_jqo6bqehefaodeuuboo6oybjq4 293 2 supervised supervise VBD work_jqo6bqehefaodeuuboo6oybjq4 293 3 training training NN work_jqo6bqehefaodeuuboo6oybjq4 293 4 learns learn VBZ work_jqo6bqehefaodeuuboo6oybjq4 293 5 that that IN work_jqo6bqehefaodeuuboo6oybjq4 293 6 lcd lcd NN work_jqo6bqehefaodeuuboo6oybjq4 293 7 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 293 8 meaningless meaningless JJ work_jqo6bqehefaodeuuboo6oybjq4 293 9 , , , work_jqo6bqehefaodeuuboo6oybjq4 293 10 yet yet RB work_jqo6bqehefaodeuuboo6oybjq4 293 11 predicts predict VBZ work_jqo6bqehefaodeuuboo6oybjq4 293 12 the the DT work_jqo6bqehefaodeuuboo6oybjq4 293 13 correct correct JJ work_jqo6bqehefaodeuuboo6oybjq4 293 14 denotation denotation NN work_jqo6bqehefaodeuuboo6oybjq4 293 15 for for IN work_jqo6bqehefaodeuuboo6oybjq4 293 16 λx.lcd(x λx.lcd(x NNP work_jqo6bqehefaodeuuboo6oybjq4 293 17 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 293 18 ∧ ∧ NNP work_jqo6bqehefaodeuuboo6oybjq4 293 19 screen(x screen(x NN work_jqo6bqehefaodeuuboo6oybjq4 293 20 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 293 21 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 293 22 its -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 293 23 screen screen NN work_jqo6bqehefaodeuuboo6oybjq4 293 24 classifier classifier NN work_jqo6bqehefaodeuuboo6oybjq4 293 25 . . . work_jqo6bqehefaodeuuboo6oybjq4 294 1 The the DT work_jqo6bqehefaodeuuboo6oybjq4 294 2 discrepancy discrepancy NN work_jqo6bqehefaodeuuboo6oybjq4 294 3 in in IN work_jqo6bqehefaodeuuboo6oybjq4 294 4 relation relation NN work_jqo6bqehefaodeuuboo6oybjq4 294 5 performance performance NN work_jqo6bqehefaodeuuboo6oybjq4 294 6 occurs occur VBZ work_jqo6bqehefaodeuuboo6oybjq4 294 7 because because IN work_jqo6bqehefaodeuuboo6oybjq4 294 8 the the DT work_jqo6bqehefaodeuuboo6oybjq4 294 9 relation relation NN work_jqo6bqehefaodeuuboo6oybjq4 294 10 evaluation evaluation NN work_jqo6bqehefaodeuuboo6oybjq4 294 11 weights weight NNS work_jqo6bqehefaodeuuboo6oybjq4 294 12 every every DT work_jqo6bqehefaodeuuboo6oybjq4 294 13 rela- rela- JJ work_jqo6bqehefaodeuuboo6oybjq4 294 14 tion tion NN work_jqo6bqehefaodeuuboo6oybjq4 294 15 equally equally RB work_jqo6bqehefaodeuuboo6oybjq4 294 16 , , , work_jqo6bqehefaodeuuboo6oybjq4 294 17 whereas whereas IN work_jqo6bqehefaodeuuboo6oybjq4 294 18 in in IN work_jqo6bqehefaodeuuboo6oybjq4 294 19 reality reality NN work_jqo6bqehefaodeuuboo6oybjq4 294 20 some some DT work_jqo6bqehefaodeuuboo6oybjq4 294 21 relations relation NNS work_jqo6bqehefaodeuuboo6oybjq4 294 22 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 294 23 more more RBR work_jqo6bqehefaodeuuboo6oybjq4 294 24 frequent frequent JJ work_jqo6bqehefaodeuuboo6oybjq4 294 25 . . . work_jqo6bqehefaodeuuboo6oybjq4 295 1 Furthermore furthermore RB work_jqo6bqehefaodeuuboo6oybjq4 295 2 , , , work_jqo6bqehefaodeuuboo6oybjq4 295 3 even even RB work_jqo6bqehefaodeuuboo6oybjq4 295 4 within within IN work_jqo6bqehefaodeuuboo6oybjq4 295 5 a a DT work_jqo6bqehefaodeuuboo6oybjq4 295 6 single single JJ work_jqo6bqehefaodeuuboo6oybjq4 295 7 relation relation NN work_jqo6bqehefaodeuuboo6oybjq4 295 8 , , , work_jqo6bqehefaodeuuboo6oybjq4 295 9 each each DT work_jqo6bqehefaodeuuboo6oybjq4 295 10 entity entity NN work_jqo6bqehefaodeuuboo6oybjq4 295 11 pair pair NN work_jqo6bqehefaodeuuboo6oybjq4 295 12 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 295 13 not not RB work_jqo6bqehefaodeuuboo6oybjq4 295 14 equally equally RB work_jqo6bqehefaodeuuboo6oybjq4 295 15 important important JJ work_jqo6bqehefaodeuuboo6oybjq4 295 16 – – : work_jqo6bqehefaodeuuboo6oybjq4 295 17 for for IN work_jqo6bqehefaodeuuboo6oybjq4 295 18 example example NN work_jqo6bqehefaodeuuboo6oybjq4 295 19 , , , work_jqo6bqehefaodeuuboo6oybjq4 295 20 people people NNS work_jqo6bqehefaodeuuboo6oybjq4 295 21 tend tend VBP work_jqo6bqehefaodeuuboo6oybjq4 295 22 to to TO work_jqo6bqehefaodeuuboo6oybjq4 295 23 ask ask VB work_jqo6bqehefaodeuuboo6oybjq4 295 24 what what WP work_jqo6bqehefaodeuuboo6oybjq4 295 25 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 295 26 in in IN work_jqo6bqehefaodeuuboo6oybjq4 295 27 a a DT work_jqo6bqehefaodeuuboo6oybjq4 295 28 state state NN work_jqo6bqehefaodeuuboo6oybjq4 295 29 , , , work_jqo6bqehefaodeuuboo6oybjq4 295 30 but but CC work_jqo6bqehefaodeuuboo6oybjq4 295 31 not not RB work_jqo6bqehefaodeuuboo6oybjq4 295 32 what what WP work_jqo6bqehefaodeuuboo6oybjq4 295 33 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 295 34 in in IN work_jqo6bqehefaodeuuboo6oybjq4 295 35 an an DT work_jqo6bqehefaodeuuboo6oybjq4 295 36 ocean ocean NN work_jqo6bqehefaodeuuboo6oybjq4 295 37 . . . work_jqo6bqehefaodeuuboo6oybjq4 296 1 To to TO work_jqo6bqehefaodeuuboo6oybjq4 296 2 account account VB work_jqo6bqehefaodeuuboo6oybjq4 296 3 for for IN work_jqo6bqehefaodeuuboo6oybjq4 296 4 these these DT work_jqo6bqehefaodeuuboo6oybjq4 296 5 factors factor NNS work_jqo6bqehefaodeuuboo6oybjq4 296 6 , , , work_jqo6bqehefaodeuuboo6oybjq4 296 7 we -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 296 8 define define VBP work_jqo6bqehefaodeuuboo6oybjq4 296 9 a a DT work_jqo6bqehefaodeuuboo6oybjq4 296 10 reweighted reweighted JJ work_jqo6bqehefaodeuuboo6oybjq4 296 11 relation relation NN work_jqo6bqehefaodeuuboo6oybjq4 296 12 metric metric NN work_jqo6bqehefaodeuuboo6oybjq4 296 13 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 296 14 the the DT work_jqo6bqehefaodeuuboo6oybjq4 296 15 an- an- XX work_jqo6bqehefaodeuuboo6oybjq4 296 16 notated notate VBN work_jqo6bqehefaodeuuboo6oybjq4 296 17 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 296 18 forms form NNS work_jqo6bqehefaodeuuboo6oybjq4 296 19 containing contain VBG work_jqo6bqehefaodeuuboo6oybjq4 296 20 only only RB work_jqo6bqehefaodeuuboo6oybjq4 296 21 one one CD work_jqo6bqehefaodeuuboo6oybjq4 296 22 relation relation NN work_jqo6bqehefaodeuuboo6oybjq4 296 23 , , , work_jqo6bqehefaodeuuboo6oybjq4 296 24 of of IN work_jqo6bqehefaodeuuboo6oybjq4 296 25 the the DT work_jqo6bqehefaodeuuboo6oybjq4 296 26 form form NN work_jqo6bqehefaodeuuboo6oybjq4 296 27 λx.∃y.c1(x λx.∃y.c1(x CD work_jqo6bqehefaodeuuboo6oybjq4 296 28 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 296 29 ∧ ∧ NNP work_jqo6bqehefaodeuuboo6oybjq4 296 30 r(x r(x NNP work_jqo6bqehefaodeuuboo6oybjq4 296 31 , , , work_jqo6bqehefaodeuuboo6oybjq4 296 32 y y NNP work_jqo6bqehefaodeuuboo6oybjq4 296 33 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 296 34 ∧ ∧ NNP work_jqo6bqehefaodeuuboo6oybjq4 296 35 c2(y c2(y NNP work_jqo6bqehefaodeuuboo6oybjq4 296 36 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 296 37 . . . work_jqo6bqehefaodeuuboo6oybjq4 297 1 Using use VBG work_jqo6bqehefaodeuuboo6oybjq4 297 2 these these DT work_jqo6bqehefaodeuuboo6oybjq4 297 3 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 297 4 forms form NNS work_jqo6bqehefaodeuuboo6oybjq4 297 5 , , , work_jqo6bqehefaodeuuboo6oybjq4 297 6 we -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 297 7 measure measure VBP work_jqo6bqehefaodeuuboo6oybjq4 297 8 the the DT work_jqo6bqehefaodeuuboo6oybjq4 297 9 performance performance NN work_jqo6bqehefaodeuuboo6oybjq4 297 10 of of IN work_jqo6bqehefaodeuuboo6oybjq4 297 11 r r NNP work_jqo6bqehefaodeuuboo6oybjq4 297 12 on on IN work_jqo6bqehefaodeuuboo6oybjq4 297 13 the the DT work_jqo6bqehefaodeuuboo6oybjq4 297 14 set set NN work_jqo6bqehefaodeuuboo6oybjq4 297 15 of of IN work_jqo6bqehefaodeuuboo6oybjq4 297 16 x x NNP work_jqo6bqehefaodeuuboo6oybjq4 297 17 , , , work_jqo6bqehefaodeuuboo6oybjq4 297 18 y y NNP work_jqo6bqehefaodeuuboo6oybjq4 297 19 pairs pair NNS work_jqo6bqehefaodeuuboo6oybjq4 297 20 such such JJ work_jqo6bqehefaodeuuboo6oybjq4 297 21 that that IN work_jqo6bqehefaodeuuboo6oybjq4 297 22 c1(x)∧c2(y c1(x)∧c2(y NNP work_jqo6bqehefaodeuuboo6oybjq4 297 23 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 297 24 , , , work_jqo6bqehefaodeuuboo6oybjq4 297 25 then then RB work_jqo6bqehefaodeuuboo6oybjq4 297 26 average average VB work_jqo6bqehefaodeuuboo6oybjq4 297 27 this this DT work_jqo6bqehefaodeuuboo6oybjq4 297 28 over over IN work_jqo6bqehefaodeuuboo6oybjq4 297 29 all all DT work_jqo6bqehefaodeuuboo6oybjq4 297 30 examples example NNS work_jqo6bqehefaodeuuboo6oybjq4 297 31 . . . work_jqo6bqehefaodeuuboo6oybjq4 298 1 Table table NN work_jqo6bqehefaodeuuboo6oybjq4 298 2 4 4 CD work_jqo6bqehefaodeuuboo6oybjq4 298 3 shows show VBZ work_jqo6bqehefaodeuuboo6oybjq4 298 4 that that IN work_jqo6bqehefaodeuuboo6oybjq4 298 5 , , , work_jqo6bqehefaodeuuboo6oybjq4 298 6 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 298 7 this this DT work_jqo6bqehefaodeuuboo6oybjq4 298 8 metric metric NN work_jqo6bqehefaodeuuboo6oybjq4 298 9 , , , work_jqo6bqehefaodeuuboo6oybjq4 298 10 both both DT work_jqo6bqehefaodeuuboo6oybjq4 298 11 training training NN work_jqo6bqehefaodeuuboo6oybjq4 298 12 regimes regime NNS work_jqo6bqehefaodeuuboo6oybjq4 298 13 have have VBP work_jqo6bqehefaodeuuboo6oybjq4 298 14 similar similar JJ work_jqo6bqehefaodeuuboo6oybjq4 298 15 performance performance NN work_jqo6bqehefaodeuuboo6oybjq4 298 16 . . . work_jqo6bqehefaodeuuboo6oybjq4 299 1 This this DT work_jqo6bqehefaodeuuboo6oybjq4 299 2 result result NN work_jqo6bqehefaodeuuboo6oybjq4 299 3 suggests suggest VBZ work_jqo6bqehefaodeuuboo6oybjq4 299 4 that that IN work_jqo6bqehefaodeuuboo6oybjq4 299 5 weakly weakly RB work_jqo6bqehefaodeuuboo6oybjq4 299 6 su- su- RB work_jqo6bqehefaodeuuboo6oybjq4 299 7 pervised pervise VBD work_jqo6bqehefaodeuuboo6oybjq4 299 8 training training NN work_jqo6bqehefaodeuuboo6oybjq4 299 9 adapts adapt VBZ work_jqo6bqehefaodeuuboo6oybjq4 299 10 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 299 11 ’s ’s POS work_jqo6bqehefaodeuuboo6oybjq4 299 12 relation relation NN work_jqo6bqehefaodeuuboo6oybjq4 299 13 classifiers classifier NNS work_jqo6bqehefaodeuuboo6oybjq4 299 14 to to IN work_jqo6bqehefaodeuuboo6oybjq4 299 15 the the DT work_jqo6bqehefaodeuuboo6oybjq4 299 16 relation relation NN work_jqo6bqehefaodeuuboo6oybjq4 299 17 instances instance NNS work_jqo6bqehefaodeuuboo6oybjq4 299 18 which which WDT work_jqo6bqehefaodeuuboo6oybjq4 299 19 are be VBP work_jqo6bqehefaodeuuboo6oybjq4 299 20 empirically empirically RB work_jqo6bqehefaodeuuboo6oybjq4 299 21 impor- impor- JJ work_jqo6bqehefaodeuuboo6oybjq4 299 22 tant tant JJ work_jqo6bqehefaodeuuboo6oybjq4 299 23 for for IN work_jqo6bqehefaodeuuboo6oybjq4 299 24 grounding ground VBG work_jqo6bqehefaodeuuboo6oybjq4 299 25 natural natural JJ work_jqo6bqehefaodeuuboo6oybjq4 299 26 language language NN work_jqo6bqehefaodeuuboo6oybjq4 299 27 . . . work_jqo6bqehefaodeuuboo6oybjq4 300 1 SCENE scene NN work_jqo6bqehefaodeuuboo6oybjq4 300 2 GEOQA GEOQA NNP work_jqo6bqehefaodeuuboo6oybjq4 300 3 Categories category NNS work_jqo6bqehefaodeuuboo6oybjq4 300 4 P p NN work_jqo6bqehefaodeuuboo6oybjq4 300 5 R r NN work_jqo6bqehefaodeuuboo6oybjq4 300 6 F1 f1 NN work_jqo6bqehefaodeuuboo6oybjq4 300 7 P p NN work_jqo6bqehefaodeuuboo6oybjq4 300 8 R r NN work_jqo6bqehefaodeuuboo6oybjq4 300 9 F1 f1 NN work_jqo6bqehefaodeuuboo6oybjq4 300 10 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 300 11 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 300 12 CAT CAT NNP work_jqo6bqehefaodeuuboo6oybjq4 300 13 0.40 0.40 CD work_jqo6bqehefaodeuuboo6oybjq4 300 14 0.86 0.86 CD work_jqo6bqehefaodeuuboo6oybjq4 300 15 0.55 0.55 CD work_jqo6bqehefaodeuuboo6oybjq4 300 16 0.78 0.78 CD work_jqo6bqehefaodeuuboo6oybjq4 300 17 0.25 0.25 CD work_jqo6bqehefaodeuuboo6oybjq4 300 18 0.38 0.38 CD work_jqo6bqehefaodeuuboo6oybjq4 300 19 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 300 20 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 300 21 W W NNP work_jqo6bqehefaodeuuboo6oybjq4 300 22 0.40 0.40 CD work_jqo6bqehefaodeuuboo6oybjq4 300 23 0.84 0.84 CD work_jqo6bqehefaodeuuboo6oybjq4 300 24 0.54 0.54 CD work_jqo6bqehefaodeuuboo6oybjq4 300 25 0.85 0.85 CD work_jqo6bqehefaodeuuboo6oybjq4 300 26 0.63 0.63 CD work_jqo6bqehefaodeuuboo6oybjq4 300 27 0.73 0.73 CD work_jqo6bqehefaodeuuboo6oybjq4 300 28 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 300 29 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 300 30 F F NNP work_jqo6bqehefaodeuuboo6oybjq4 300 31 0.98 0.98 CD work_jqo6bqehefaodeuuboo6oybjq4 300 32 0.96 0.96 CD work_jqo6bqehefaodeuuboo6oybjq4 300 33 0.97 0.97 CD work_jqo6bqehefaodeuuboo6oybjq4 300 34 0.89 0.89 CD work_jqo6bqehefaodeuuboo6oybjq4 300 35 0.63 0.63 CD work_jqo6bqehefaodeuuboo6oybjq4 300 36 0.74 0.74 CD work_jqo6bqehefaodeuuboo6oybjq4 300 37 Relations relation NNS work_jqo6bqehefaodeuuboo6oybjq4 300 38 P P NNP work_jqo6bqehefaodeuuboo6oybjq4 300 39 R r NN work_jqo6bqehefaodeuuboo6oybjq4 300 40 F1 f1 NN work_jqo6bqehefaodeuuboo6oybjq4 300 41 P p NN work_jqo6bqehefaodeuuboo6oybjq4 300 42 R r NN work_jqo6bqehefaodeuuboo6oybjq4 300 43 F1 f1 NN work_jqo6bqehefaodeuuboo6oybjq4 300 44 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 300 45 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 300 46 W W NNP work_jqo6bqehefaodeuuboo6oybjq4 300 47 0.40 0.40 CD work_jqo6bqehefaodeuuboo6oybjq4 300 48 0.42 0.42 CD work_jqo6bqehefaodeuuboo6oybjq4 300 49 0.41 0.41 CD work_jqo6bqehefaodeuuboo6oybjq4 300 50 0.34 0.34 CD work_jqo6bqehefaodeuuboo6oybjq4 300 51 0.51 0.51 CD work_jqo6bqehefaodeuuboo6oybjq4 300 52 0.41 0.41 CD work_jqo6bqehefaodeuuboo6oybjq4 300 53 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 300 54 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 300 55 F F NNP work_jqo6bqehefaodeuuboo6oybjq4 300 56 0.99 0.99 CD work_jqo6bqehefaodeuuboo6oybjq4 300 57 0.87 0.87 CD work_jqo6bqehefaodeuuboo6oybjq4 300 58 0.92 0.92 CD work_jqo6bqehefaodeuuboo6oybjq4 300 59 0.70 0.70 CD work_jqo6bqehefaodeuuboo6oybjq4 300 60 0.46 0.46 CD work_jqo6bqehefaodeuuboo6oybjq4 300 61 0.55 0.55 CD work_jqo6bqehefaodeuuboo6oybjq4 300 62 Relations Relations NNPS work_jqo6bqehefaodeuuboo6oybjq4 300 63 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 300 64 rw rw NNP work_jqo6bqehefaodeuuboo6oybjq4 300 65 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 300 66 P p NN work_jqo6bqehefaodeuuboo6oybjq4 300 67 R r NN work_jqo6bqehefaodeuuboo6oybjq4 300 68 F1 f1 NN work_jqo6bqehefaodeuuboo6oybjq4 300 69 P p NN work_jqo6bqehefaodeuuboo6oybjq4 300 70 R r NN work_jqo6bqehefaodeuuboo6oybjq4 300 71 F1 f1 NN work_jqo6bqehefaodeuuboo6oybjq4 300 72 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 300 73 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 300 74 W W NNP work_jqo6bqehefaodeuuboo6oybjq4 300 75 0.98 0.98 CD work_jqo6bqehefaodeuuboo6oybjq4 300 76 0.98 0.98 CD work_jqo6bqehefaodeuuboo6oybjq4 300 77 0.98 0.98 CD work_jqo6bqehefaodeuuboo6oybjq4 300 78 0.86 0.86 CD work_jqo6bqehefaodeuuboo6oybjq4 300 79 0.72 0.72 CD work_jqo6bqehefaodeuuboo6oybjq4 300 80 0.79 0.79 CD work_jqo6bqehefaodeuuboo6oybjq4 300 81 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 300 82 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 300 83 F F NNP work_jqo6bqehefaodeuuboo6oybjq4 300 84 0.98 0.98 CD work_jqo6bqehefaodeuuboo6oybjq4 300 85 0.95 0.95 CD work_jqo6bqehefaodeuuboo6oybjq4 300 86 0.96 0.96 CD work_jqo6bqehefaodeuuboo6oybjq4 300 87 0.89 0.89 CD work_jqo6bqehefaodeuuboo6oybjq4 300 88 0.66 0.66 CD work_jqo6bqehefaodeuuboo6oybjq4 300 89 0.76 0.76 CD work_jqo6bqehefaodeuuboo6oybjq4 300 90 Table table NN work_jqo6bqehefaodeuuboo6oybjq4 300 91 4 4 CD work_jqo6bqehefaodeuuboo6oybjq4 300 92 : : : work_jqo6bqehefaodeuuboo6oybjq4 300 93 Perceptual perceptual JJ work_jqo6bqehefaodeuuboo6oybjq4 300 94 classifier classifier NN work_jqo6bqehefaodeuuboo6oybjq4 300 95 performance performance NN work_jqo6bqehefaodeuuboo6oybjq4 300 96 , , , work_jqo6bqehefaodeuuboo6oybjq4 300 97 mea- mea- NNP work_jqo6bqehefaodeuuboo6oybjq4 300 98 sured sure VBN work_jqo6bqehefaodeuuboo6oybjq4 300 99 against against IN work_jqo6bqehefaodeuuboo6oybjq4 300 100 the the DT work_jqo6bqehefaodeuuboo6oybjq4 300 101 gold gold JJ work_jqo6bqehefaodeuuboo6oybjq4 300 102 standard standard JJ work_jqo6bqehefaodeuuboo6oybjq4 300 103 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 300 104 knowledge knowledge NN work_jqo6bqehefaodeuuboo6oybjq4 300 105 bases basis NNS work_jqo6bqehefaodeuuboo6oybjq4 300 106 . . . work_jqo6bqehefaodeuuboo6oybjq4 301 1 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 301 2 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 301 3 CAT CAT NNP work_jqo6bqehefaodeuuboo6oybjq4 301 4 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 301 5 excluded exclude VBN work_jqo6bqehefaodeuuboo6oybjq4 301 6 from from IN work_jqo6bqehefaodeuuboo6oybjq4 301 7 the the DT work_jqo6bqehefaodeuuboo6oybjq4 301 8 relation relation NN work_jqo6bqehefaodeuuboo6oybjq4 301 9 eval- eval- JJ work_jqo6bqehefaodeuuboo6oybjq4 301 10 uations uation NNS work_jqo6bqehefaodeuuboo6oybjq4 301 11 , , , work_jqo6bqehefaodeuuboo6oybjq4 301 12 since since IN work_jqo6bqehefaodeuuboo6oybjq4 301 13 it -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 301 14 does do VBZ work_jqo6bqehefaodeuuboo6oybjq4 301 15 not not RB work_jqo6bqehefaodeuuboo6oybjq4 301 16 learn learn VB work_jqo6bqehefaodeuuboo6oybjq4 301 17 relations relation NNS work_jqo6bqehefaodeuuboo6oybjq4 301 18 . . . work_jqo6bqehefaodeuuboo6oybjq4 302 1 Relations relation NNS work_jqo6bqehefaodeuuboo6oybjq4 302 2 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 302 3 rw rw NNP work_jqo6bqehefaodeuuboo6oybjq4 302 4 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 302 5 is be VBZ work_jqo6bqehefaodeuuboo6oybjq4 302 6 the the DT work_jqo6bqehefaodeuuboo6oybjq4 302 7 reweighted reweighted JJ work_jqo6bqehefaodeuuboo6oybjq4 302 8 metric metric NN work_jqo6bqehefaodeuuboo6oybjq4 302 9 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 302 10 see see VB work_jqo6bqehefaodeuuboo6oybjq4 302 11 text text NN work_jqo6bqehefaodeuuboo6oybjq4 302 12 for for IN work_jqo6bqehefaodeuuboo6oybjq4 302 13 details detail NNS work_jqo6bqehefaodeuuboo6oybjq4 302 14 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 302 15 . . . work_jqo6bqehefaodeuuboo6oybjq4 303 1 6 6 CD work_jqo6bqehefaodeuuboo6oybjq4 303 2 Conclusions conclusion NNS work_jqo6bqehefaodeuuboo6oybjq4 303 3 This this DT work_jqo6bqehefaodeuuboo6oybjq4 303 4 paper paper NN work_jqo6bqehefaodeuuboo6oybjq4 303 5 introduces introduce VBZ work_jqo6bqehefaodeuuboo6oybjq4 303 6 Logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 303 7 Semantics Semantics NNPS work_jqo6bqehefaodeuuboo6oybjq4 303 8 with with IN work_jqo6bqehefaodeuuboo6oybjq4 303 9 Per- Per- NNP work_jqo6bqehefaodeuuboo6oybjq4 303 10 ception ception NN work_jqo6bqehefaodeuuboo6oybjq4 303 11 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 303 12 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 303 13 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 303 14 , , , work_jqo6bqehefaodeuuboo6oybjq4 303 15 a a DT work_jqo6bqehefaodeuuboo6oybjq4 303 16 model model NN work_jqo6bqehefaodeuuboo6oybjq4 303 17 for for IN work_jqo6bqehefaodeuuboo6oybjq4 303 18 mapping map VBG work_jqo6bqehefaodeuuboo6oybjq4 303 19 natural natural JJ work_jqo6bqehefaodeuuboo6oybjq4 303 20 lan- lan- NN work_jqo6bqehefaodeuuboo6oybjq4 303 21 guage guage NN work_jqo6bqehefaodeuuboo6oybjq4 303 22 statements statement NNS work_jqo6bqehefaodeuuboo6oybjq4 303 23 to to IN work_jqo6bqehefaodeuuboo6oybjq4 303 24 their -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 303 25 referents referent NNS work_jqo6bqehefaodeuuboo6oybjq4 303 26 in in IN work_jqo6bqehefaodeuuboo6oybjq4 303 27 a a DT work_jqo6bqehefaodeuuboo6oybjq4 303 28 physical physical JJ work_jqo6bqehefaodeuuboo6oybjq4 303 29 en- en- NN work_jqo6bqehefaodeuuboo6oybjq4 303 30 vironment vironment NN work_jqo6bqehefaodeuuboo6oybjq4 303 31 . . . work_jqo6bqehefaodeuuboo6oybjq4 304 1 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 304 2 jointly jointly RB work_jqo6bqehefaodeuuboo6oybjq4 304 3 models model VBZ work_jqo6bqehefaodeuuboo6oybjq4 304 4 perception perception NN work_jqo6bqehefaodeuuboo6oybjq4 304 5 and and CC work_jqo6bqehefaodeuuboo6oybjq4 304 6 lan- lan- NN work_jqo6bqehefaodeuuboo6oybjq4 304 7 guage guage NN work_jqo6bqehefaodeuuboo6oybjq4 304 8 understanding understanding NN work_jqo6bqehefaodeuuboo6oybjq4 304 9 , , , work_jqo6bqehefaodeuuboo6oybjq4 304 10 simultaneously simultaneously RB work_jqo6bqehefaodeuuboo6oybjq4 304 11 learning learn VBG work_jqo6bqehefaodeuuboo6oybjq4 304 12 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 304 13 1 1 CD work_jqo6bqehefaodeuuboo6oybjq4 304 14 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 304 15 to to TO work_jqo6bqehefaodeuuboo6oybjq4 304 16 map map VB work_jqo6bqehefaodeuuboo6oybjq4 304 17 from from IN work_jqo6bqehefaodeuuboo6oybjq4 304 18 environments environment NNS work_jqo6bqehefaodeuuboo6oybjq4 304 19 to to IN work_jqo6bqehefaodeuuboo6oybjq4 304 20 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 304 21 knowledge knowledge NN work_jqo6bqehefaodeuuboo6oybjq4 304 22 bases basis NNS work_jqo6bqehefaodeuuboo6oybjq4 304 23 containing contain VBG work_jqo6bqehefaodeuuboo6oybjq4 304 24 instances instance NNS work_jqo6bqehefaodeuuboo6oybjq4 304 25 of of IN work_jqo6bqehefaodeuuboo6oybjq4 304 26 both both DT work_jqo6bqehefaodeuuboo6oybjq4 304 27 one one CD work_jqo6bqehefaodeuuboo6oybjq4 304 28 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 304 29 argument argument NN work_jqo6bqehefaodeuuboo6oybjq4 304 30 categories category NNS work_jqo6bqehefaodeuuboo6oybjq4 304 31 and and CC work_jqo6bqehefaodeuuboo6oybjq4 304 32 two two CD work_jqo6bqehefaodeuuboo6oybjq4 304 33 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 304 34 argument argument NN work_jqo6bqehefaodeuuboo6oybjq4 304 35 relations relation NNS work_jqo6bqehefaodeuuboo6oybjq4 304 36 , , , work_jqo6bqehefaodeuuboo6oybjq4 304 37 and and CC work_jqo6bqehefaodeuuboo6oybjq4 304 38 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 304 39 2 2 LS work_jqo6bqehefaodeuuboo6oybjq4 304 40 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 304 41 to to TO work_jqo6bqehefaodeuuboo6oybjq4 304 42 semantically semantically RB work_jqo6bqehefaodeuuboo6oybjq4 304 43 parse parse VB work_jqo6bqehefaodeuuboo6oybjq4 304 44 natural natural JJ work_jqo6bqehefaodeuuboo6oybjq4 304 45 language language NN work_jqo6bqehefaodeuuboo6oybjq4 304 46 . . . work_jqo6bqehefaodeuuboo6oybjq4 305 1 Furthermore furthermore RB work_jqo6bqehefaodeuuboo6oybjq4 305 2 , , , work_jqo6bqehefaodeuuboo6oybjq4 305 3 we -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 305 4 introduce introduce VBP work_jqo6bqehefaodeuuboo6oybjq4 305 5 a a DT work_jqo6bqehefaodeuuboo6oybjq4 305 6 weakly weakly RB work_jqo6bqehefaodeuuboo6oybjq4 305 7 supervised supervise VBN work_jqo6bqehefaodeuuboo6oybjq4 305 8 training training NN work_jqo6bqehefaodeuuboo6oybjq4 305 9 proce- proce- XX work_jqo6bqehefaodeuuboo6oybjq4 305 10 dure dure NN work_jqo6bqehefaodeuuboo6oybjq4 305 11 that that WDT work_jqo6bqehefaodeuuboo6oybjq4 305 12 trains train VBZ work_jqo6bqehefaodeuuboo6oybjq4 305 13 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 305 14 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 305 15 only only JJ work_jqo6bqehefaodeuuboo6oybjq4 305 16 sentences sentence NNS work_jqo6bqehefaodeuuboo6oybjq4 305 17 with with IN work_jqo6bqehefaodeuuboo6oybjq4 305 18 anno- anno- JJ work_jqo6bqehefaodeuuboo6oybjq4 305 19 tated tated JJ work_jqo6bqehefaodeuuboo6oybjq4 305 20 denotations denotation NNS work_jqo6bqehefaodeuuboo6oybjq4 305 21 , , , work_jqo6bqehefaodeuuboo6oybjq4 305 22 without without IN work_jqo6bqehefaodeuuboo6oybjq4 305 23 annotated annotate VBN work_jqo6bqehefaodeuuboo6oybjq4 305 24 semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 305 25 parses parse NNS work_jqo6bqehefaodeuuboo6oybjq4 305 26 or or CC work_jqo6bqehefaodeuuboo6oybjq4 305 27 noun noun NNP work_jqo6bqehefaodeuuboo6oybjq4 305 28 phrase phrase NN work_jqo6bqehefaodeuuboo6oybjq4 305 29 / / SYM work_jqo6bqehefaodeuuboo6oybjq4 305 30 entity entity NN work_jqo6bqehefaodeuuboo6oybjq4 305 31 mappings mapping NNS work_jqo6bqehefaodeuuboo6oybjq4 305 32 . . . work_jqo6bqehefaodeuuboo6oybjq4 306 1 An an DT work_jqo6bqehefaodeuuboo6oybjq4 306 2 experimen- experimen- FW work_jqo6bqehefaodeuuboo6oybjq4 306 3 tal tal JJ work_jqo6bqehefaodeuuboo6oybjq4 306 4 evaluation evaluation NN work_jqo6bqehefaodeuuboo6oybjq4 306 5 reveals reveal VBZ work_jqo6bqehefaodeuuboo6oybjq4 306 6 that that IN work_jqo6bqehefaodeuuboo6oybjq4 306 7 this this DT work_jqo6bqehefaodeuuboo6oybjq4 306 8 procedure procedure NN work_jqo6bqehefaodeuuboo6oybjq4 306 9 performs perform VBZ work_jqo6bqehefaodeuuboo6oybjq4 306 10 nearly nearly RB work_jqo6bqehefaodeuuboo6oybjq4 306 11 as as RB work_jqo6bqehefaodeuuboo6oybjq4 306 12 well well RB work_jqo6bqehefaodeuuboo6oybjq4 306 13 fully fully RB work_jqo6bqehefaodeuuboo6oybjq4 306 14 supervised supervise VBN work_jqo6bqehefaodeuuboo6oybjq4 306 15 training training NN work_jqo6bqehefaodeuuboo6oybjq4 306 16 , , , work_jqo6bqehefaodeuuboo6oybjq4 306 17 while while IN work_jqo6bqehefaodeuuboo6oybjq4 306 18 re- re- RB work_jqo6bqehefaodeuuboo6oybjq4 306 19 quiring quire VBG work_jqo6bqehefaodeuuboo6oybjq4 306 20 significantly significantly RB work_jqo6bqehefaodeuuboo6oybjq4 306 21 less less JJR work_jqo6bqehefaodeuuboo6oybjq4 306 22 annotation annotation NN work_jqo6bqehefaodeuuboo6oybjq4 306 23 effort effort NN work_jqo6bqehefaodeuuboo6oybjq4 306 24 . . . work_jqo6bqehefaodeuuboo6oybjq4 307 1 Our -PRON- PRP$ work_jqo6bqehefaodeuuboo6oybjq4 307 2 ex- ex- XX work_jqo6bqehefaodeuuboo6oybjq4 307 3 periments periment NNS work_jqo6bqehefaodeuuboo6oybjq4 307 4 also also RB work_jqo6bqehefaodeuuboo6oybjq4 307 5 find find VBP work_jqo6bqehefaodeuuboo6oybjq4 307 6 that that IN work_jqo6bqehefaodeuuboo6oybjq4 307 7 LSP LSP NNP work_jqo6bqehefaodeuuboo6oybjq4 307 8 ’s ’s POS work_jqo6bqehefaodeuuboo6oybjq4 307 9 ability ability NN work_jqo6bqehefaodeuuboo6oybjq4 307 10 to to TO work_jqo6bqehefaodeuuboo6oybjq4 307 11 learn learn VB work_jqo6bqehefaodeuuboo6oybjq4 307 12 rela- rela- JJ work_jqo6bqehefaodeuuboo6oybjq4 307 13 tions tion NNS work_jqo6bqehefaodeuuboo6oybjq4 307 14 improves improve VBZ work_jqo6bqehefaodeuuboo6oybjq4 307 15 performance performance NN work_jqo6bqehefaodeuuboo6oybjq4 307 16 over over IN work_jqo6bqehefaodeuuboo6oybjq4 307 17 comparable comparable JJ work_jqo6bqehefaodeuuboo6oybjq4 307 18 prior prior JJ work_jqo6bqehefaodeuuboo6oybjq4 307 19 work work NN work_jqo6bqehefaodeuuboo6oybjq4 307 20 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 307 21 Matuszek Matuszek NNP work_jqo6bqehefaodeuuboo6oybjq4 307 22 et et NNP work_jqo6bqehefaodeuuboo6oybjq4 307 23 al al NNP work_jqo6bqehefaodeuuboo6oybjq4 307 24 . . NNP work_jqo6bqehefaodeuuboo6oybjq4 307 25 , , , work_jqo6bqehefaodeuuboo6oybjq4 307 26 2012 2012 CD work_jqo6bqehefaodeuuboo6oybjq4 307 27 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 307 28 . . . work_jqo6bqehefaodeuuboo6oybjq4 308 1 Acknowledgments acknowledgment NNS work_jqo6bqehefaodeuuboo6oybjq4 308 2 This this DT work_jqo6bqehefaodeuuboo6oybjq4 308 3 research research NN work_jqo6bqehefaodeuuboo6oybjq4 308 4 has have VBZ work_jqo6bqehefaodeuuboo6oybjq4 308 5 been be VBN work_jqo6bqehefaodeuuboo6oybjq4 308 6 supported support VBN work_jqo6bqehefaodeuuboo6oybjq4 308 7 in in IN work_jqo6bqehefaodeuuboo6oybjq4 308 8 part part NN work_jqo6bqehefaodeuuboo6oybjq4 308 9 by by IN work_jqo6bqehefaodeuuboo6oybjq4 308 10 DARPA DARPA NNP work_jqo6bqehefaodeuuboo6oybjq4 308 11 under under IN work_jqo6bqehefaodeuuboo6oybjq4 308 12 award award NN work_jqo6bqehefaodeuuboo6oybjq4 308 13 FA8750 FA8750 NNP work_jqo6bqehefaodeuuboo6oybjq4 308 14 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 308 15 13 13 CD work_jqo6bqehefaodeuuboo6oybjq4 308 16 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 308 17 2 2 CD work_jqo6bqehefaodeuuboo6oybjq4 308 18 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 308 19 0005 0005 CD work_jqo6bqehefaodeuuboo6oybjq4 308 20 , , , work_jqo6bqehefaodeuuboo6oybjq4 308 21 and and CC work_jqo6bqehefaodeuuboo6oybjq4 308 22 in in IN work_jqo6bqehefaodeuuboo6oybjq4 308 23 part part NN work_jqo6bqehefaodeuuboo6oybjq4 308 24 by by IN work_jqo6bqehefaodeuuboo6oybjq4 308 25 a a DT work_jqo6bqehefaodeuuboo6oybjq4 308 26 gift gift NN work_jqo6bqehefaodeuuboo6oybjq4 308 27 from from IN work_jqo6bqehefaodeuuboo6oybjq4 308 28 Google Google NNP work_jqo6bqehefaodeuuboo6oybjq4 308 29 . . . work_jqo6bqehefaodeuuboo6oybjq4 309 1 We -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 309 2 also also RB work_jqo6bqehefaodeuuboo6oybjq4 309 3 gratefully gratefully RB work_jqo6bqehefaodeuuboo6oybjq4 309 4 acknowledge acknowledge VBP work_jqo6bqehefaodeuuboo6oybjq4 309 5 the the DT work_jqo6bqehefaodeuuboo6oybjq4 309 6 CMU CMU NNP work_jqo6bqehefaodeuuboo6oybjq4 309 7 Read read VB work_jqo6bqehefaodeuuboo6oybjq4 309 8 the the DT work_jqo6bqehefaodeuuboo6oybjq4 309 9 Web web NN work_jqo6bqehefaodeuuboo6oybjq4 309 10 group group NN work_jqo6bqehefaodeuuboo6oybjq4 309 11 for for IN work_jqo6bqehefaodeuuboo6oybjq4 309 12 assistance assistance NN work_jqo6bqehefaodeuuboo6oybjq4 309 13 with with IN work_jqo6bqehefaodeuuboo6oybjq4 309 14 data datum NNS work_jqo6bqehefaodeuuboo6oybjq4 309 15 set set NN work_jqo6bqehefaodeuuboo6oybjq4 309 16 construction construction NN work_jqo6bqehefaodeuuboo6oybjq4 309 17 , , , work_jqo6bqehefaodeuuboo6oybjq4 309 18 and and CC work_jqo6bqehefaodeuuboo6oybjq4 309 19 Tom Tom NNP work_jqo6bqehefaodeuuboo6oybjq4 309 20 Mitchell Mitchell NNP work_jqo6bqehefaodeuuboo6oybjq4 309 21 , , , work_jqo6bqehefaodeuuboo6oybjq4 309 22 Manuela Manuela NNP work_jqo6bqehefaodeuuboo6oybjq4 309 23 Veloso Veloso NNP work_jqo6bqehefaodeuuboo6oybjq4 309 24 , , , work_jqo6bqehefaodeuuboo6oybjq4 309 25 Brendan Brendan NNP work_jqo6bqehefaodeuuboo6oybjq4 309 26 O’Connor O’Connor NNP work_jqo6bqehefaodeuuboo6oybjq4 309 27 , , , work_jqo6bqehefaodeuuboo6oybjq4 309 28 Felix Felix NNP work_jqo6bqehefaodeuuboo6oybjq4 309 29 Duvallet Duvallet NNP work_jqo6bqehefaodeuuboo6oybjq4 309 30 , , , work_jqo6bqehefaodeuuboo6oybjq4 309 31 Robert Robert NNP work_jqo6bqehefaodeuuboo6oybjq4 309 32 Fisher Fisher NNP work_jqo6bqehefaodeuuboo6oybjq4 309 33 and and CC work_jqo6bqehefaodeuuboo6oybjq4 309 34 the the DT work_jqo6bqehefaodeuuboo6oybjq4 309 35 anonymous anonymous JJ work_jqo6bqehefaodeuuboo6oybjq4 309 36 reviewers reviewer NNS work_jqo6bqehefaodeuuboo6oybjq4 309 37 for for IN work_jqo6bqehefaodeuuboo6oybjq4 309 38 helpful helpful JJ work_jqo6bqehefaodeuuboo6oybjq4 309 39 dis- dis- NN work_jqo6bqehefaodeuuboo6oybjq4 309 40 cussions cussion NNS work_jqo6bqehefaodeuuboo6oybjq4 309 41 and and CC work_jqo6bqehefaodeuuboo6oybjq4 309 42 comments comment NNS work_jqo6bqehefaodeuuboo6oybjq4 309 43 on on IN work_jqo6bqehefaodeuuboo6oybjq4 309 44 the the DT work_jqo6bqehefaodeuuboo6oybjq4 309 45 paper paper NN work_jqo6bqehefaodeuuboo6oybjq4 309 46 . . . work_jqo6bqehefaodeuuboo6oybjq4 310 1 203 203 CD work_jqo6bqehefaodeuuboo6oybjq4 310 2 References References NNPS work_jqo6bqehefaodeuuboo6oybjq4 310 3 Rehj Rehj NNP work_jqo6bqehefaodeuuboo6oybjq4 310 4 Cantrell Cantrell NNP work_jqo6bqehefaodeuuboo6oybjq4 310 5 , , , work_jqo6bqehefaodeuuboo6oybjq4 310 6 Matthias Matthias NNP work_jqo6bqehefaodeuuboo6oybjq4 310 7 Scheutz Scheutz NNP work_jqo6bqehefaodeuuboo6oybjq4 310 8 , , , work_jqo6bqehefaodeuuboo6oybjq4 310 9 Paul Paul NNP work_jqo6bqehefaodeuuboo6oybjq4 310 10 Schermerhorn Schermerhorn NNP work_jqo6bqehefaodeuuboo6oybjq4 310 11 , , , work_jqo6bqehefaodeuuboo6oybjq4 310 12 and and CC work_jqo6bqehefaodeuuboo6oybjq4 310 13 Xuan Xuan NNP work_jqo6bqehefaodeuuboo6oybjq4 310 14 Wu Wu NNP work_jqo6bqehefaodeuuboo6oybjq4 310 15 . . . work_jqo6bqehefaodeuuboo6oybjq4 311 1 2010 2010 CD work_jqo6bqehefaodeuuboo6oybjq4 311 2 . . . work_jqo6bqehefaodeuuboo6oybjq4 312 1 Robust robust JJ work_jqo6bqehefaodeuuboo6oybjq4 312 2 spoken speak VBN work_jqo6bqehefaodeuuboo6oybjq4 312 3 instruc- instruc- NN work_jqo6bqehefaodeuuboo6oybjq4 312 4 tion tion NN work_jqo6bqehefaodeuuboo6oybjq4 312 5 understanding understanding NN work_jqo6bqehefaodeuuboo6oybjq4 312 6 for for IN work_jqo6bqehefaodeuuboo6oybjq4 312 7 HRI HRI NNP work_jqo6bqehefaodeuuboo6oybjq4 312 8 . . . work_jqo6bqehefaodeuuboo6oybjq4 313 1 In in IN work_jqo6bqehefaodeuuboo6oybjq4 313 2 Proceedings proceeding NNS work_jqo6bqehefaodeuuboo6oybjq4 313 3 of of IN work_jqo6bqehefaodeuuboo6oybjq4 313 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 313 5 5th 5th JJ work_jqo6bqehefaodeuuboo6oybjq4 313 6 ACM ACM NNP work_jqo6bqehefaodeuuboo6oybjq4 313 7 / / SYM work_jqo6bqehefaodeuuboo6oybjq4 313 8 IEEE IEEE NNP work_jqo6bqehefaodeuuboo6oybjq4 313 9 International International NNP work_jqo6bqehefaodeuuboo6oybjq4 313 10 Conference Conference NNP work_jqo6bqehefaodeuuboo6oybjq4 313 11 on on IN work_jqo6bqehefaodeuuboo6oybjq4 313 12 Human- Human- NNP work_jqo6bqehefaodeuuboo6oybjq4 313 13 Robot Robot NNP work_jqo6bqehefaodeuuboo6oybjq4 313 14 Interaction Interaction NNP work_jqo6bqehefaodeuuboo6oybjq4 313 15 . . . work_jqo6bqehefaodeuuboo6oybjq4 314 1 David David NNP work_jqo6bqehefaodeuuboo6oybjq4 314 2 L. L. NNP work_jqo6bqehefaodeuuboo6oybjq4 314 3 Chen Chen NNP work_jqo6bqehefaodeuuboo6oybjq4 314 4 and and CC work_jqo6bqehefaodeuuboo6oybjq4 314 5 Raymond Raymond NNP work_jqo6bqehefaodeuuboo6oybjq4 314 6 J. J. NNP work_jqo6bqehefaodeuuboo6oybjq4 314 7 Mooney Mooney NNP work_jqo6bqehefaodeuuboo6oybjq4 314 8 . . . work_jqo6bqehefaodeuuboo6oybjq4 315 1 2008 2008 CD work_jqo6bqehefaodeuuboo6oybjq4 315 2 . . . work_jqo6bqehefaodeuuboo6oybjq4 316 1 Learning learn VBG work_jqo6bqehefaodeuuboo6oybjq4 316 2 to to IN work_jqo6bqehefaodeuuboo6oybjq4 316 3 sportscast sportscast NN work_jqo6bqehefaodeuuboo6oybjq4 316 4 : : : work_jqo6bqehefaodeuuboo6oybjq4 316 5 a a DT work_jqo6bqehefaodeuuboo6oybjq4 316 6 test test NN work_jqo6bqehefaodeuuboo6oybjq4 316 7 of of IN work_jqo6bqehefaodeuuboo6oybjq4 316 8 grounded ground VBN work_jqo6bqehefaodeuuboo6oybjq4 316 9 language language NN work_jqo6bqehefaodeuuboo6oybjq4 316 10 acquisition acquisition NN work_jqo6bqehefaodeuuboo6oybjq4 316 11 . . . work_jqo6bqehefaodeuuboo6oybjq4 317 1 In in IN work_jqo6bqehefaodeuuboo6oybjq4 317 2 Proceedings proceeding NNS work_jqo6bqehefaodeuuboo6oybjq4 317 3 of of IN work_jqo6bqehefaodeuuboo6oybjq4 317 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 317 5 25th 25th JJ work_jqo6bqehefaodeuuboo6oybjq4 317 6 International International NNP work_jqo6bqehefaodeuuboo6oybjq4 317 7 Conference Conference NNP work_jqo6bqehefaodeuuboo6oybjq4 317 8 on on IN work_jqo6bqehefaodeuuboo6oybjq4 317 9 Machine Machine NNP work_jqo6bqehefaodeuuboo6oybjq4 317 10 learning learning NN work_jqo6bqehefaodeuuboo6oybjq4 317 11 . . . work_jqo6bqehefaodeuuboo6oybjq4 318 1 David David NNP work_jqo6bqehefaodeuuboo6oybjq4 318 2 L. L. NNP work_jqo6bqehefaodeuuboo6oybjq4 318 3 Chen Chen NNP work_jqo6bqehefaodeuuboo6oybjq4 318 4 and and CC work_jqo6bqehefaodeuuboo6oybjq4 318 5 Raymond Raymond NNP work_jqo6bqehefaodeuuboo6oybjq4 318 6 J. J. NNP work_jqo6bqehefaodeuuboo6oybjq4 318 7 Mooney Mooney NNP work_jqo6bqehefaodeuuboo6oybjq4 318 8 . . . work_jqo6bqehefaodeuuboo6oybjq4 319 1 2011 2011 CD work_jqo6bqehefaodeuuboo6oybjq4 319 2 . . . work_jqo6bqehefaodeuuboo6oybjq4 320 1 Learn- Learn- NNP work_jqo6bqehefaodeuuboo6oybjq4 320 2 ing ing NNP work_jqo6bqehefaodeuuboo6oybjq4 320 3 to to TO work_jqo6bqehefaodeuuboo6oybjq4 320 4 interpret interpret VB work_jqo6bqehefaodeuuboo6oybjq4 320 5 natural natural JJ work_jqo6bqehefaodeuuboo6oybjq4 320 6 language language NN work_jqo6bqehefaodeuuboo6oybjq4 320 7 navigation navigation NNP work_jqo6bqehefaodeuuboo6oybjq4 320 8 instruc- instruc- NNP work_jqo6bqehefaodeuuboo6oybjq4 320 9 tions tion NNS work_jqo6bqehefaodeuuboo6oybjq4 320 10 from from IN work_jqo6bqehefaodeuuboo6oybjq4 320 11 observations observation NNS work_jqo6bqehefaodeuuboo6oybjq4 320 12 . . . work_jqo6bqehefaodeuuboo6oybjq4 321 1 In in IN work_jqo6bqehefaodeuuboo6oybjq4 321 2 Proceedings proceeding NNS work_jqo6bqehefaodeuuboo6oybjq4 321 3 of of IN work_jqo6bqehefaodeuuboo6oybjq4 321 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 321 5 25th 25th JJ work_jqo6bqehefaodeuuboo6oybjq4 321 6 AAAI AAAI NNP work_jqo6bqehefaodeuuboo6oybjq4 321 7 Conference Conference NNP work_jqo6bqehefaodeuuboo6oybjq4 321 8 on on IN work_jqo6bqehefaodeuuboo6oybjq4 321 9 Artificial Artificial NNP work_jqo6bqehefaodeuuboo6oybjq4 321 10 Intelligence Intelligence NNP work_jqo6bqehefaodeuuboo6oybjq4 321 11 . . . work_jqo6bqehefaodeuuboo6oybjq4 322 1 James James NNP work_jqo6bqehefaodeuuboo6oybjq4 322 2 Clarke Clarke NNP work_jqo6bqehefaodeuuboo6oybjq4 322 3 , , , work_jqo6bqehefaodeuuboo6oybjq4 322 4 Dan Dan NNP work_jqo6bqehefaodeuuboo6oybjq4 322 5 Goldwasser Goldwasser NNP work_jqo6bqehefaodeuuboo6oybjq4 322 6 , , , work_jqo6bqehefaodeuuboo6oybjq4 322 7 Ming Ming NNP work_jqo6bqehefaodeuuboo6oybjq4 322 8 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 322 9 Wei Wei NNP work_jqo6bqehefaodeuuboo6oybjq4 322 10 Chang Chang NNP work_jqo6bqehefaodeuuboo6oybjq4 322 11 , , , work_jqo6bqehefaodeuuboo6oybjq4 322 12 and and CC work_jqo6bqehefaodeuuboo6oybjq4 322 13 Dan Dan NNP work_jqo6bqehefaodeuuboo6oybjq4 322 14 Roth Roth NNP work_jqo6bqehefaodeuuboo6oybjq4 322 15 . . . work_jqo6bqehefaodeuuboo6oybjq4 323 1 2010 2010 CD work_jqo6bqehefaodeuuboo6oybjq4 323 2 . . . work_jqo6bqehefaodeuuboo6oybjq4 324 1 Driving drive VBG work_jqo6bqehefaodeuuboo6oybjq4 324 2 semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 324 3 parsing parsing NN work_jqo6bqehefaodeuuboo6oybjq4 324 4 from from IN work_jqo6bqehefaodeuuboo6oybjq4 324 5 the the DT work_jqo6bqehefaodeuuboo6oybjq4 324 6 world world NN work_jqo6bqehefaodeuuboo6oybjq4 324 7 ’s ’s POS work_jqo6bqehefaodeuuboo6oybjq4 324 8 response response NN work_jqo6bqehefaodeuuboo6oybjq4 324 9 . . . work_jqo6bqehefaodeuuboo6oybjq4 325 1 In in IN work_jqo6bqehefaodeuuboo6oybjq4 325 2 Proceedings Proceedings NNP work_jqo6bqehefaodeuuboo6oybjq4 325 3 of of IN work_jqo6bqehefaodeuuboo6oybjq4 325 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 325 5 Four- Four- NNP work_jqo6bqehefaodeuuboo6oybjq4 325 6 teenth teenth JJ work_jqo6bqehefaodeuuboo6oybjq4 325 7 Conference Conference NNP work_jqo6bqehefaodeuuboo6oybjq4 325 8 on on IN work_jqo6bqehefaodeuuboo6oybjq4 325 9 Computational Computational NNP work_jqo6bqehefaodeuuboo6oybjq4 325 10 Natural Natural NNP work_jqo6bqehefaodeuuboo6oybjq4 325 11 Lan- Lan- NNP work_jqo6bqehefaodeuuboo6oybjq4 325 12 guage guage NN work_jqo6bqehefaodeuuboo6oybjq4 325 13 Learning Learning NNP work_jqo6bqehefaodeuuboo6oybjq4 325 14 . . . work_jqo6bqehefaodeuuboo6oybjq4 326 1 Navneet Navneet NNP work_jqo6bqehefaodeuuboo6oybjq4 326 2 Dalal Dalal NNP work_jqo6bqehefaodeuuboo6oybjq4 326 3 and and CC work_jqo6bqehefaodeuuboo6oybjq4 326 4 Bill Bill NNP work_jqo6bqehefaodeuuboo6oybjq4 326 5 Triggs Triggs NNP work_jqo6bqehefaodeuuboo6oybjq4 326 6 . . . work_jqo6bqehefaodeuuboo6oybjq4 327 1 2005 2005 CD work_jqo6bqehefaodeuuboo6oybjq4 327 2 . . . work_jqo6bqehefaodeuuboo6oybjq4 328 1 Histograms histogram NNS work_jqo6bqehefaodeuuboo6oybjq4 328 2 of of IN work_jqo6bqehefaodeuuboo6oybjq4 328 3 oriented orient VBN work_jqo6bqehefaodeuuboo6oybjq4 328 4 gradients gradient NNS work_jqo6bqehefaodeuuboo6oybjq4 328 5 for for IN work_jqo6bqehefaodeuuboo6oybjq4 328 6 human human JJ work_jqo6bqehefaodeuuboo6oybjq4 328 7 detection detection NN work_jqo6bqehefaodeuuboo6oybjq4 328 8 . . . work_jqo6bqehefaodeuuboo6oybjq4 329 1 In in IN work_jqo6bqehefaodeuuboo6oybjq4 329 2 Proceed- Proceed- NNP work_jqo6bqehefaodeuuboo6oybjq4 329 3 ings ing NNS work_jqo6bqehefaodeuuboo6oybjq4 329 4 of of IN work_jqo6bqehefaodeuuboo6oybjq4 329 5 the the DT work_jqo6bqehefaodeuuboo6oybjq4 329 6 2005 2005 CD work_jqo6bqehefaodeuuboo6oybjq4 329 7 IEEE IEEE NNP work_jqo6bqehefaodeuuboo6oybjq4 329 8 Computer Computer NNP work_jqo6bqehefaodeuuboo6oybjq4 329 9 Society Society NNP work_jqo6bqehefaodeuuboo6oybjq4 329 10 Conference Conference NNP work_jqo6bqehefaodeuuboo6oybjq4 329 11 on on IN work_jqo6bqehefaodeuuboo6oybjq4 329 12 Computer Computer NNP work_jqo6bqehefaodeuuboo6oybjq4 329 13 Vision Vision NNP work_jqo6bqehefaodeuuboo6oybjq4 329 14 and and CC work_jqo6bqehefaodeuuboo6oybjq4 329 15 Pattern Pattern NNP work_jqo6bqehefaodeuuboo6oybjq4 329 16 Recognition Recognition NNP work_jqo6bqehefaodeuuboo6oybjq4 329 17 . . . work_jqo6bqehefaodeuuboo6oybjq4 330 1 Juraj Juraj NNP work_jqo6bqehefaodeuuboo6oybjq4 330 2 Dzifcak Dzifcak NNP work_jqo6bqehefaodeuuboo6oybjq4 330 3 , , , work_jqo6bqehefaodeuuboo6oybjq4 330 4 Matthias Matthias NNP work_jqo6bqehefaodeuuboo6oybjq4 330 5 Scheutz Scheutz NNP work_jqo6bqehefaodeuuboo6oybjq4 330 6 , , , work_jqo6bqehefaodeuuboo6oybjq4 330 7 Chitta Chitta NNP work_jqo6bqehefaodeuuboo6oybjq4 330 8 Baral Baral NNP work_jqo6bqehefaodeuuboo6oybjq4 330 9 , , , work_jqo6bqehefaodeuuboo6oybjq4 330 10 and and CC work_jqo6bqehefaodeuuboo6oybjq4 330 11 Paul Paul NNP work_jqo6bqehefaodeuuboo6oybjq4 330 12 Schermerhorn Schermerhorn NNP work_jqo6bqehefaodeuuboo6oybjq4 330 13 . . . work_jqo6bqehefaodeuuboo6oybjq4 331 1 2009 2009 CD work_jqo6bqehefaodeuuboo6oybjq4 331 2 . . . work_jqo6bqehefaodeuuboo6oybjq4 332 1 What what WP work_jqo6bqehefaodeuuboo6oybjq4 332 2 to to TO work_jqo6bqehefaodeuuboo6oybjq4 332 3 do do VB work_jqo6bqehefaodeuuboo6oybjq4 332 4 and and CC work_jqo6bqehefaodeuuboo6oybjq4 332 5 how how WRB work_jqo6bqehefaodeuuboo6oybjq4 332 6 to to TO work_jqo6bqehefaodeuuboo6oybjq4 332 7 do do VB work_jqo6bqehefaodeuuboo6oybjq4 332 8 it -PRON- PRP work_jqo6bqehefaodeuuboo6oybjq4 332 9 : : : work_jqo6bqehefaodeuuboo6oybjq4 332 10 translating translate VBG work_jqo6bqehefaodeuuboo6oybjq4 332 11 natural natural JJ work_jqo6bqehefaodeuuboo6oybjq4 332 12 language language NN work_jqo6bqehefaodeuuboo6oybjq4 332 13 directives directive NNS work_jqo6bqehefaodeuuboo6oybjq4 332 14 into into IN work_jqo6bqehefaodeuuboo6oybjq4 332 15 tempo- tempo- JJ work_jqo6bqehefaodeuuboo6oybjq4 332 16 ral ral JJ work_jqo6bqehefaodeuuboo6oybjq4 332 17 and and CC work_jqo6bqehefaodeuuboo6oybjq4 332 18 dynamic dynamic JJ work_jqo6bqehefaodeuuboo6oybjq4 332 19 logic logic NN work_jqo6bqehefaodeuuboo6oybjq4 332 20 representation representation NN work_jqo6bqehefaodeuuboo6oybjq4 332 21 for for IN work_jqo6bqehefaodeuuboo6oybjq4 332 22 goal goal NNP work_jqo6bqehefaodeuuboo6oybjq4 332 23 manage- manage- NNP work_jqo6bqehefaodeuuboo6oybjq4 332 24 ment ment JJ work_jqo6bqehefaodeuuboo6oybjq4 332 25 and and CC work_jqo6bqehefaodeuuboo6oybjq4 332 26 action action NN work_jqo6bqehefaodeuuboo6oybjq4 332 27 execution execution NN work_jqo6bqehefaodeuuboo6oybjq4 332 28 . . . work_jqo6bqehefaodeuuboo6oybjq4 333 1 In in IN work_jqo6bqehefaodeuuboo6oybjq4 333 2 Proceedings Proceedings NNP work_jqo6bqehefaodeuuboo6oybjq4 333 3 of of IN work_jqo6bqehefaodeuuboo6oybjq4 333 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 333 5 2009 2009 CD work_jqo6bqehefaodeuuboo6oybjq4 333 6 IEEE IEEE NNP work_jqo6bqehefaodeuuboo6oybjq4 333 7 International International NNP work_jqo6bqehefaodeuuboo6oybjq4 333 8 Conference Conference NNP work_jqo6bqehefaodeuuboo6oybjq4 333 9 on on IN work_jqo6bqehefaodeuuboo6oybjq4 333 10 Robotics Robotics NNPS work_jqo6bqehefaodeuuboo6oybjq4 333 11 and and CC work_jqo6bqehefaodeuuboo6oybjq4 333 12 Au- au- DT work_jqo6bqehefaodeuuboo6oybjq4 333 13 tomation tomation NN work_jqo6bqehefaodeuuboo6oybjq4 333 14 . . . work_jqo6bqehefaodeuuboo6oybjq4 334 1 Kai Kai NNP work_jqo6bqehefaodeuuboo6oybjq4 334 2 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 334 3 yuh yuh NNP work_jqo6bqehefaodeuuboo6oybjq4 334 4 Hsiao Hsiao NNP work_jqo6bqehefaodeuuboo6oybjq4 334 5 , , , work_jqo6bqehefaodeuuboo6oybjq4 334 6 Nikolaos Nikolaos NNP work_jqo6bqehefaodeuuboo6oybjq4 334 7 Mavridis Mavridis NNP work_jqo6bqehefaodeuuboo6oybjq4 334 8 , , , work_jqo6bqehefaodeuuboo6oybjq4 334 9 and and CC work_jqo6bqehefaodeuuboo6oybjq4 334 10 Deb Deb NNP work_jqo6bqehefaodeuuboo6oybjq4 334 11 Roy Roy NNP work_jqo6bqehefaodeuuboo6oybjq4 334 12 . . . work_jqo6bqehefaodeuuboo6oybjq4 335 1 2003 2003 CD work_jqo6bqehefaodeuuboo6oybjq4 335 2 . . . work_jqo6bqehefaodeuuboo6oybjq4 336 1 Coupling couple VBG work_jqo6bqehefaodeuuboo6oybjq4 336 2 perception perception NN work_jqo6bqehefaodeuuboo6oybjq4 336 3 and and CC work_jqo6bqehefaodeuuboo6oybjq4 336 4 simulation simulation NN work_jqo6bqehefaodeuuboo6oybjq4 336 5 : : : work_jqo6bqehefaodeuuboo6oybjq4 336 6 Steps step NNS work_jqo6bqehefaodeuuboo6oybjq4 336 7 towards towards IN work_jqo6bqehefaodeuuboo6oybjq4 336 8 conversational conversational JJ work_jqo6bqehefaodeuuboo6oybjq4 336 9 robotics robotic NNS work_jqo6bqehefaodeuuboo6oybjq4 336 10 . . . work_jqo6bqehefaodeuuboo6oybjq4 337 1 In in IN work_jqo6bqehefaodeuuboo6oybjq4 337 2 Proceedings proceeding NNS work_jqo6bqehefaodeuuboo6oybjq4 337 3 of of IN work_jqo6bqehefaodeuuboo6oybjq4 337 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 337 5 IEEE IEEE NNP work_jqo6bqehefaodeuuboo6oybjq4 337 6 / / SYM work_jqo6bqehefaodeuuboo6oybjq4 337 7 RSJ RSJ NNP work_jqo6bqehefaodeuuboo6oybjq4 337 8 International International NNP work_jqo6bqehefaodeuuboo6oybjq4 337 9 Conference Conference NNP work_jqo6bqehefaodeuuboo6oybjq4 337 10 on on IN work_jqo6bqehefaodeuuboo6oybjq4 337 11 Intelligent Intelligent NNP work_jqo6bqehefaodeuuboo6oybjq4 337 12 Robots Robots NNPS work_jqo6bqehefaodeuuboo6oybjq4 337 13 and and CC work_jqo6bqehefaodeuuboo6oybjq4 337 14 Systems Systems NNPS work_jqo6bqehefaodeuuboo6oybjq4 337 15 . . . work_jqo6bqehefaodeuuboo6oybjq4 338 1 Rohit Rohit NNP work_jqo6bqehefaodeuuboo6oybjq4 338 2 J. J. NNP work_jqo6bqehefaodeuuboo6oybjq4 338 3 Kate Kate NNP work_jqo6bqehefaodeuuboo6oybjq4 338 4 and and CC work_jqo6bqehefaodeuuboo6oybjq4 338 5 Raymond Raymond NNP work_jqo6bqehefaodeuuboo6oybjq4 338 6 J. J. NNP work_jqo6bqehefaodeuuboo6oybjq4 338 7 Mooney Mooney NNP work_jqo6bqehefaodeuuboo6oybjq4 338 8 . . . work_jqo6bqehefaodeuuboo6oybjq4 339 1 2006 2006 CD work_jqo6bqehefaodeuuboo6oybjq4 339 2 . . . work_jqo6bqehefaodeuuboo6oybjq4 340 1 Using use VBG work_jqo6bqehefaodeuuboo6oybjq4 340 2 string string NN work_jqo6bqehefaodeuuboo6oybjq4 340 3 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 340 4 kernels kernel NNS work_jqo6bqehefaodeuuboo6oybjq4 340 5 for for IN work_jqo6bqehefaodeuuboo6oybjq4 340 6 learning learn VBG work_jqo6bqehefaodeuuboo6oybjq4 340 7 semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 340 8 parsers parser NNS work_jqo6bqehefaodeuuboo6oybjq4 340 9 . . . work_jqo6bqehefaodeuuboo6oybjq4 341 1 In in IN work_jqo6bqehefaodeuuboo6oybjq4 341 2 Pro- Pro- NNP work_jqo6bqehefaodeuuboo6oybjq4 341 3 ceedings ceeding NNS work_jqo6bqehefaodeuuboo6oybjq4 341 4 of of IN work_jqo6bqehefaodeuuboo6oybjq4 341 5 the the DT work_jqo6bqehefaodeuuboo6oybjq4 341 6 21st 21st JJ work_jqo6bqehefaodeuuboo6oybjq4 341 7 International International NNP work_jqo6bqehefaodeuuboo6oybjq4 341 8 Conference Conference NNP work_jqo6bqehefaodeuuboo6oybjq4 341 9 on on IN work_jqo6bqehefaodeuuboo6oybjq4 341 10 Com- Com- NNP work_jqo6bqehefaodeuuboo6oybjq4 341 11 putational putational JJ work_jqo6bqehefaodeuuboo6oybjq4 341 12 Linguistics Linguistics NNP work_jqo6bqehefaodeuuboo6oybjq4 341 13 and and CC work_jqo6bqehefaodeuuboo6oybjq4 341 14 the the DT work_jqo6bqehefaodeuuboo6oybjq4 341 15 44th 44th JJ work_jqo6bqehefaodeuuboo6oybjq4 341 16 annual annual JJ work_jqo6bqehefaodeuuboo6oybjq4 341 17 meeting meeting NN work_jqo6bqehefaodeuuboo6oybjq4 341 18 of of IN work_jqo6bqehefaodeuuboo6oybjq4 341 19 the the DT work_jqo6bqehefaodeuuboo6oybjq4 341 20 ACL ACL NNP work_jqo6bqehefaodeuuboo6oybjq4 341 21 . . . work_jqo6bqehefaodeuuboo6oybjq4 342 1 Rohit Rohit NNP work_jqo6bqehefaodeuuboo6oybjq4 342 2 J. J. NNP work_jqo6bqehefaodeuuboo6oybjq4 342 3 Kate Kate NNP work_jqo6bqehefaodeuuboo6oybjq4 342 4 and and CC work_jqo6bqehefaodeuuboo6oybjq4 342 5 Raymond Raymond NNP work_jqo6bqehefaodeuuboo6oybjq4 342 6 J. J. NNP work_jqo6bqehefaodeuuboo6oybjq4 342 7 Mooney Mooney NNP work_jqo6bqehefaodeuuboo6oybjq4 342 8 . . . work_jqo6bqehefaodeuuboo6oybjq4 343 1 2007 2007 CD work_jqo6bqehefaodeuuboo6oybjq4 343 2 . . . work_jqo6bqehefaodeuuboo6oybjq4 344 1 Learning learn VBG work_jqo6bqehefaodeuuboo6oybjq4 344 2 language language NN work_jqo6bqehefaodeuuboo6oybjq4 344 3 semantics semantic NNS work_jqo6bqehefaodeuuboo6oybjq4 344 4 from from IN work_jqo6bqehefaodeuuboo6oybjq4 344 5 ambiguous ambiguous JJ work_jqo6bqehefaodeuuboo6oybjq4 344 6 supervision supervision NN work_jqo6bqehefaodeuuboo6oybjq4 344 7 . . . work_jqo6bqehefaodeuuboo6oybjq4 345 1 In in IN work_jqo6bqehefaodeuuboo6oybjq4 345 2 Proceedings proceeding NNS work_jqo6bqehefaodeuuboo6oybjq4 345 3 of of IN work_jqo6bqehefaodeuuboo6oybjq4 345 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 345 5 22nd 22nd JJ work_jqo6bqehefaodeuuboo6oybjq4 345 6 Conference Conference NNP work_jqo6bqehefaodeuuboo6oybjq4 345 7 on on IN work_jqo6bqehefaodeuuboo6oybjq4 345 8 Artificial Artificial NNP work_jqo6bqehefaodeuuboo6oybjq4 345 9 In- In- NNP work_jqo6bqehefaodeuuboo6oybjq4 345 10 telligence telligence NN work_jqo6bqehefaodeuuboo6oybjq4 345 11 . . . work_jqo6bqehefaodeuuboo6oybjq4 346 1 Thomas Thomas NNP work_jqo6bqehefaodeuuboo6oybjq4 346 2 Kollar Kollar NNP work_jqo6bqehefaodeuuboo6oybjq4 346 3 , , , work_jqo6bqehefaodeuuboo6oybjq4 346 4 Stefanie Stefanie NNP work_jqo6bqehefaodeuuboo6oybjq4 346 5 Tellex Tellex NNP work_jqo6bqehefaodeuuboo6oybjq4 346 6 , , , work_jqo6bqehefaodeuuboo6oybjq4 346 7 Deb Deb NNP work_jqo6bqehefaodeuuboo6oybjq4 346 8 Roy Roy NNP work_jqo6bqehefaodeuuboo6oybjq4 346 9 , , , work_jqo6bqehefaodeuuboo6oybjq4 346 10 and and CC work_jqo6bqehefaodeuuboo6oybjq4 346 11 Nicholas Nicholas NNP work_jqo6bqehefaodeuuboo6oybjq4 346 12 Roy Roy NNP work_jqo6bqehefaodeuuboo6oybjq4 346 13 . . . work_jqo6bqehefaodeuuboo6oybjq4 347 1 2010 2010 CD work_jqo6bqehefaodeuuboo6oybjq4 347 2 . . . work_jqo6bqehefaodeuuboo6oybjq4 348 1 Toward toward IN work_jqo6bqehefaodeuuboo6oybjq4 348 2 understanding understand VBG work_jqo6bqehefaodeuuboo6oybjq4 348 3 natural natural JJ work_jqo6bqehefaodeuuboo6oybjq4 348 4 language language NN work_jqo6bqehefaodeuuboo6oybjq4 348 5 directions direction NNS work_jqo6bqehefaodeuuboo6oybjq4 348 6 . . . work_jqo6bqehefaodeuuboo6oybjq4 349 1 In in IN work_jqo6bqehefaodeuuboo6oybjq4 349 2 Proceedings proceeding NNS work_jqo6bqehefaodeuuboo6oybjq4 349 3 of of IN work_jqo6bqehefaodeuuboo6oybjq4 349 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 349 5 5th 5th JJ work_jqo6bqehefaodeuuboo6oybjq4 349 6 ACM ACM NNP work_jqo6bqehefaodeuuboo6oybjq4 349 7 / / SYM work_jqo6bqehefaodeuuboo6oybjq4 349 8 IEEE IEEE NNP work_jqo6bqehefaodeuuboo6oybjq4 349 9 In- In- NNP work_jqo6bqehefaodeuuboo6oybjq4 349 10 ternational ternational JJ work_jqo6bqehefaodeuuboo6oybjq4 349 11 Conference Conference NNP work_jqo6bqehefaodeuuboo6oybjq4 349 12 on on IN work_jqo6bqehefaodeuuboo6oybjq4 349 13 Human Human NNP work_jqo6bqehefaodeuuboo6oybjq4 349 14 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 349 15 Robot Robot NNP work_jqo6bqehefaodeuuboo6oybjq4 349 16 Interaction Interaction NNP work_jqo6bqehefaodeuuboo6oybjq4 349 17 . . . work_jqo6bqehefaodeuuboo6oybjq4 350 1 Jayant Jayant NNP work_jqo6bqehefaodeuuboo6oybjq4 350 2 Krishnamurthy Krishnamurthy NNP work_jqo6bqehefaodeuuboo6oybjq4 350 3 and and CC work_jqo6bqehefaodeuuboo6oybjq4 350 4 Tom Tom NNP work_jqo6bqehefaodeuuboo6oybjq4 350 5 M. M. NNP work_jqo6bqehefaodeuuboo6oybjq4 350 6 Mitchell Mitchell NNP work_jqo6bqehefaodeuuboo6oybjq4 350 7 . . . work_jqo6bqehefaodeuuboo6oybjq4 351 1 2012 2012 CD work_jqo6bqehefaodeuuboo6oybjq4 351 2 . . . work_jqo6bqehefaodeuuboo6oybjq4 352 1 Weakly weakly WDT work_jqo6bqehefaodeuuboo6oybjq4 352 2 supervised supervise VBD work_jqo6bqehefaodeuuboo6oybjq4 352 3 training training NN work_jqo6bqehefaodeuuboo6oybjq4 352 4 of of IN work_jqo6bqehefaodeuuboo6oybjq4 352 5 semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 352 6 parsers parser NNS work_jqo6bqehefaodeuuboo6oybjq4 352 7 . . . work_jqo6bqehefaodeuuboo6oybjq4 353 1 In in IN work_jqo6bqehefaodeuuboo6oybjq4 353 2 Proceedings proceeding NNS work_jqo6bqehefaodeuuboo6oybjq4 353 3 of of IN work_jqo6bqehefaodeuuboo6oybjq4 353 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 353 5 2012 2012 CD work_jqo6bqehefaodeuuboo6oybjq4 353 6 Joint Joint NNP work_jqo6bqehefaodeuuboo6oybjq4 353 7 Conference Conference NNP work_jqo6bqehefaodeuuboo6oybjq4 353 8 on on IN work_jqo6bqehefaodeuuboo6oybjq4 353 9 Empir- Empir- NNP work_jqo6bqehefaodeuuboo6oybjq4 353 10 ical ical JJ work_jqo6bqehefaodeuuboo6oybjq4 353 11 Methods method NNS work_jqo6bqehefaodeuuboo6oybjq4 353 12 in in IN work_jqo6bqehefaodeuuboo6oybjq4 353 13 Natural Natural NNP work_jqo6bqehefaodeuuboo6oybjq4 353 14 Language Language NNP work_jqo6bqehefaodeuuboo6oybjq4 353 15 Processing Processing NNP work_jqo6bqehefaodeuuboo6oybjq4 353 16 and and CC work_jqo6bqehefaodeuuboo6oybjq4 353 17 Computational Computational NNP work_jqo6bqehefaodeuuboo6oybjq4 353 18 Natural Natural NNP work_jqo6bqehefaodeuuboo6oybjq4 353 19 Language Language NNP work_jqo6bqehefaodeuuboo6oybjq4 353 20 Learning Learning NNP work_jqo6bqehefaodeuuboo6oybjq4 353 21 . . . work_jqo6bqehefaodeuuboo6oybjq4 354 1 Geert Geert NNP work_jqo6bqehefaodeuuboo6oybjq4 354 2 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 354 3 Jan Jan NNP work_jqo6bqehefaodeuuboo6oybjq4 354 4 M. M. NNP work_jqo6bqehefaodeuuboo6oybjq4 354 5 Kruijff Kruijff NNP work_jqo6bqehefaodeuuboo6oybjq4 354 6 , , , work_jqo6bqehefaodeuuboo6oybjq4 354 7 Hendrik Hendrik NNP work_jqo6bqehefaodeuuboo6oybjq4 354 8 Zender Zender NNP work_jqo6bqehefaodeuuboo6oybjq4 354 9 , , , work_jqo6bqehefaodeuuboo6oybjq4 354 10 Patric Patric NNP work_jqo6bqehefaodeuuboo6oybjq4 354 11 Jensfelt Jensfelt NNP work_jqo6bqehefaodeuuboo6oybjq4 354 12 , , , work_jqo6bqehefaodeuuboo6oybjq4 354 13 and and CC work_jqo6bqehefaodeuuboo6oybjq4 354 14 Henrik Henrik NNP work_jqo6bqehefaodeuuboo6oybjq4 354 15 I. I. NNP work_jqo6bqehefaodeuuboo6oybjq4 354 16 Christensen Christensen NNP work_jqo6bqehefaodeuuboo6oybjq4 354 17 . . . work_jqo6bqehefaodeuuboo6oybjq4 355 1 2007 2007 CD work_jqo6bqehefaodeuuboo6oybjq4 355 2 . . . work_jqo6bqehefaodeuuboo6oybjq4 356 1 Situated situate VBN work_jqo6bqehefaodeuuboo6oybjq4 356 2 dialogue dialogue NN work_jqo6bqehefaodeuuboo6oybjq4 356 3 and and CC work_jqo6bqehefaodeuuboo6oybjq4 356 4 spatial spatial JJ work_jqo6bqehefaodeuuboo6oybjq4 356 5 organization organization NN work_jqo6bqehefaodeuuboo6oybjq4 356 6 : : : work_jqo6bqehefaodeuuboo6oybjq4 356 7 What what WP work_jqo6bqehefaodeuuboo6oybjq4 356 8 , , , work_jqo6bqehefaodeuuboo6oybjq4 356 9 where where WRB work_jqo6bqehefaodeuuboo6oybjq4 356 10 ... ... : work_jqo6bqehefaodeuuboo6oybjq4 356 11 and and CC work_jqo6bqehefaodeuuboo6oybjq4 356 12 why why WRB work_jqo6bqehefaodeuuboo6oybjq4 356 13 . . . work_jqo6bqehefaodeuuboo6oybjq4 357 1 In- In- NNP work_jqo6bqehefaodeuuboo6oybjq4 357 2 ternational ternational JJ work_jqo6bqehefaodeuuboo6oybjq4 357 3 Journal Journal NNP work_jqo6bqehefaodeuuboo6oybjq4 357 4 of of IN work_jqo6bqehefaodeuuboo6oybjq4 357 5 Advanced Advanced NNP work_jqo6bqehefaodeuuboo6oybjq4 357 6 Robotic Robotic NNP work_jqo6bqehefaodeuuboo6oybjq4 357 7 Systems Systems NNPS work_jqo6bqehefaodeuuboo6oybjq4 357 8 . . . work_jqo6bqehefaodeuuboo6oybjq4 358 1 Tom Tom NNP work_jqo6bqehefaodeuuboo6oybjq4 358 2 Kwiatkowski Kwiatkowski NNP work_jqo6bqehefaodeuuboo6oybjq4 358 3 , , , work_jqo6bqehefaodeuuboo6oybjq4 358 4 Luke Luke NNP work_jqo6bqehefaodeuuboo6oybjq4 358 5 Zettlemoyer Zettlemoyer NNP work_jqo6bqehefaodeuuboo6oybjq4 358 6 , , , work_jqo6bqehefaodeuuboo6oybjq4 358 7 Sharon Sharon NNP work_jqo6bqehefaodeuuboo6oybjq4 358 8 Goldwa- Goldwa- NNP work_jqo6bqehefaodeuuboo6oybjq4 358 9 ter ter NN work_jqo6bqehefaodeuuboo6oybjq4 358 10 , , , work_jqo6bqehefaodeuuboo6oybjq4 358 11 and and CC work_jqo6bqehefaodeuuboo6oybjq4 358 12 Mark Mark NNP work_jqo6bqehefaodeuuboo6oybjq4 358 13 Steedman Steedman NNP work_jqo6bqehefaodeuuboo6oybjq4 358 14 . . . work_jqo6bqehefaodeuuboo6oybjq4 359 1 2010 2010 CD work_jqo6bqehefaodeuuboo6oybjq4 359 2 . . . work_jqo6bqehefaodeuuboo6oybjq4 360 1 Inducing induce VBG work_jqo6bqehefaodeuuboo6oybjq4 360 2 probabilistic probabilistic JJ work_jqo6bqehefaodeuuboo6oybjq4 360 3 CCG CCG NNP work_jqo6bqehefaodeuuboo6oybjq4 360 4 grammars grammar NNS work_jqo6bqehefaodeuuboo6oybjq4 360 5 from from IN work_jqo6bqehefaodeuuboo6oybjq4 360 6 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 360 7 form form NN work_jqo6bqehefaodeuuboo6oybjq4 360 8 with with IN work_jqo6bqehefaodeuuboo6oybjq4 360 9 higher high JJR work_jqo6bqehefaodeuuboo6oybjq4 360 10 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 360 11 order order NN work_jqo6bqehefaodeuuboo6oybjq4 360 12 unification unification NN work_jqo6bqehefaodeuuboo6oybjq4 360 13 . . . work_jqo6bqehefaodeuuboo6oybjq4 361 1 In in IN work_jqo6bqehefaodeuuboo6oybjq4 361 2 Proceedings proceeding NNS work_jqo6bqehefaodeuuboo6oybjq4 361 3 of of IN work_jqo6bqehefaodeuuboo6oybjq4 361 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 361 5 2010 2010 CD work_jqo6bqehefaodeuuboo6oybjq4 361 6 Conference Conference NNP work_jqo6bqehefaodeuuboo6oybjq4 361 7 on on IN work_jqo6bqehefaodeuuboo6oybjq4 361 8 Empirical Empirical NNP work_jqo6bqehefaodeuuboo6oybjq4 361 9 Methods Methods NNPS work_jqo6bqehefaodeuuboo6oybjq4 361 10 in in IN work_jqo6bqehefaodeuuboo6oybjq4 361 11 Natural Natural NNP work_jqo6bqehefaodeuuboo6oybjq4 361 12 Language Language NNP work_jqo6bqehefaodeuuboo6oybjq4 361 13 Processing Processing NNP work_jqo6bqehefaodeuuboo6oybjq4 361 14 . . . work_jqo6bqehefaodeuuboo6oybjq4 362 1 Michael Michael NNP work_jqo6bqehefaodeuuboo6oybjq4 362 2 Levit Levit NNP work_jqo6bqehefaodeuuboo6oybjq4 362 3 and and CC work_jqo6bqehefaodeuuboo6oybjq4 362 4 Deb Deb NNP work_jqo6bqehefaodeuuboo6oybjq4 362 5 Roy Roy NNP work_jqo6bqehefaodeuuboo6oybjq4 362 6 . . . work_jqo6bqehefaodeuuboo6oybjq4 363 1 2007 2007 CD work_jqo6bqehefaodeuuboo6oybjq4 363 2 . . . work_jqo6bqehefaodeuuboo6oybjq4 364 1 Interpretation interpretation NN work_jqo6bqehefaodeuuboo6oybjq4 364 2 of of IN work_jqo6bqehefaodeuuboo6oybjq4 364 3 spa- spa- NN work_jqo6bqehefaodeuuboo6oybjq4 364 4 tial tial JJ work_jqo6bqehefaodeuuboo6oybjq4 364 5 language language NN work_jqo6bqehefaodeuuboo6oybjq4 364 6 in in IN work_jqo6bqehefaodeuuboo6oybjq4 364 7 a a DT work_jqo6bqehefaodeuuboo6oybjq4 364 8 map map NN work_jqo6bqehefaodeuuboo6oybjq4 364 9 navigation navigation NN work_jqo6bqehefaodeuuboo6oybjq4 364 10 task task NN work_jqo6bqehefaodeuuboo6oybjq4 364 11 . . . work_jqo6bqehefaodeuuboo6oybjq4 365 1 IEEE IEEE NNP work_jqo6bqehefaodeuuboo6oybjq4 365 2 Transac- Transac- NNP work_jqo6bqehefaodeuuboo6oybjq4 365 3 tions tion NNS work_jqo6bqehefaodeuuboo6oybjq4 365 4 on on IN work_jqo6bqehefaodeuuboo6oybjq4 365 5 Systems Systems NNPS work_jqo6bqehefaodeuuboo6oybjq4 365 6 , , , work_jqo6bqehefaodeuuboo6oybjq4 365 7 Man Man NNP work_jqo6bqehefaodeuuboo6oybjq4 365 8 , , , work_jqo6bqehefaodeuuboo6oybjq4 365 9 and and CC work_jqo6bqehefaodeuuboo6oybjq4 365 10 Cybernetics Cybernetics NNP work_jqo6bqehefaodeuuboo6oybjq4 365 11 , , , work_jqo6bqehefaodeuuboo6oybjq4 365 12 Part Part NNP work_jqo6bqehefaodeuuboo6oybjq4 365 13 B. B. NNP work_jqo6bqehefaodeuuboo6oybjq4 365 14 Percy Percy NNP work_jqo6bqehefaodeuuboo6oybjq4 365 15 Liang Liang NNP work_jqo6bqehefaodeuuboo6oybjq4 365 16 , , , work_jqo6bqehefaodeuuboo6oybjq4 365 17 Michael Michael NNP work_jqo6bqehefaodeuuboo6oybjq4 365 18 I. I. NNP work_jqo6bqehefaodeuuboo6oybjq4 365 19 Jordan Jordan NNP work_jqo6bqehefaodeuuboo6oybjq4 365 20 , , , work_jqo6bqehefaodeuuboo6oybjq4 365 21 and and CC work_jqo6bqehefaodeuuboo6oybjq4 365 22 Dan Dan NNP work_jqo6bqehefaodeuuboo6oybjq4 365 23 Klein Klein NNP work_jqo6bqehefaodeuuboo6oybjq4 365 24 . . . work_jqo6bqehefaodeuuboo6oybjq4 366 1 2011 2011 CD work_jqo6bqehefaodeuuboo6oybjq4 366 2 . . . work_jqo6bqehefaodeuuboo6oybjq4 367 1 Learning learn VBG work_jqo6bqehefaodeuuboo6oybjq4 367 2 dependency dependency NN work_jqo6bqehefaodeuuboo6oybjq4 367 3 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 367 4 based base VBN work_jqo6bqehefaodeuuboo6oybjq4 367 5 compositional compositional JJ work_jqo6bqehefaodeuuboo6oybjq4 367 6 semantics semantic NNS work_jqo6bqehefaodeuuboo6oybjq4 367 7 . . . work_jqo6bqehefaodeuuboo6oybjq4 368 1 In in IN work_jqo6bqehefaodeuuboo6oybjq4 368 2 Proceedings Proceedings NNP work_jqo6bqehefaodeuuboo6oybjq4 368 3 of of IN work_jqo6bqehefaodeuuboo6oybjq4 368 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 368 5 Association Association NNP work_jqo6bqehefaodeuuboo6oybjq4 368 6 for for IN work_jqo6bqehefaodeuuboo6oybjq4 368 7 Computational Computational NNP work_jqo6bqehefaodeuuboo6oybjq4 368 8 Linguistics Linguistics NNP work_jqo6bqehefaodeuuboo6oybjq4 368 9 . . . work_jqo6bqehefaodeuuboo6oybjq4 369 1 Matthew Matthew NNP work_jqo6bqehefaodeuuboo6oybjq4 369 2 MacMahon MacMahon NNP work_jqo6bqehefaodeuuboo6oybjq4 369 3 , , , work_jqo6bqehefaodeuuboo6oybjq4 369 4 Brian Brian NNP work_jqo6bqehefaodeuuboo6oybjq4 369 5 Stankiewicz Stankiewicz NNP work_jqo6bqehefaodeuuboo6oybjq4 369 6 , , , work_jqo6bqehefaodeuuboo6oybjq4 369 7 and and CC work_jqo6bqehefaodeuuboo6oybjq4 369 8 Benjamin Benjamin NNP work_jqo6bqehefaodeuuboo6oybjq4 369 9 Kuipers Kuipers NNP work_jqo6bqehefaodeuuboo6oybjq4 369 10 . . . work_jqo6bqehefaodeuuboo6oybjq4 370 1 2006 2006 CD work_jqo6bqehefaodeuuboo6oybjq4 370 2 . . . work_jqo6bqehefaodeuuboo6oybjq4 371 1 Walk walk VB work_jqo6bqehefaodeuuboo6oybjq4 371 2 the the DT work_jqo6bqehefaodeuuboo6oybjq4 371 3 talk talk NN work_jqo6bqehefaodeuuboo6oybjq4 371 4 : : : work_jqo6bqehefaodeuuboo6oybjq4 371 5 connecting connect VBG work_jqo6bqehefaodeuuboo6oybjq4 371 6 language language NN work_jqo6bqehefaodeuuboo6oybjq4 371 7 , , , work_jqo6bqehefaodeuuboo6oybjq4 371 8 knowledge knowledge NN work_jqo6bqehefaodeuuboo6oybjq4 371 9 , , , work_jqo6bqehefaodeuuboo6oybjq4 371 10 and and CC work_jqo6bqehefaodeuuboo6oybjq4 371 11 action action NN work_jqo6bqehefaodeuuboo6oybjq4 371 12 in in IN work_jqo6bqehefaodeuuboo6oybjq4 371 13 route route NN work_jqo6bqehefaodeuuboo6oybjq4 371 14 instructions instruction NNS work_jqo6bqehefaodeuuboo6oybjq4 371 15 . . . work_jqo6bqehefaodeuuboo6oybjq4 372 1 In in IN work_jqo6bqehefaodeuuboo6oybjq4 372 2 Pro- Pro- NNP work_jqo6bqehefaodeuuboo6oybjq4 372 3 ceedings ceeding NNS work_jqo6bqehefaodeuuboo6oybjq4 372 4 of of IN work_jqo6bqehefaodeuuboo6oybjq4 372 5 the the DT work_jqo6bqehefaodeuuboo6oybjq4 372 6 21st 21st JJ work_jqo6bqehefaodeuuboo6oybjq4 372 7 National National NNP work_jqo6bqehefaodeuuboo6oybjq4 372 8 Conference Conference NNP work_jqo6bqehefaodeuuboo6oybjq4 372 9 on on IN work_jqo6bqehefaodeuuboo6oybjq4 372 10 Artificial Artificial NNP work_jqo6bqehefaodeuuboo6oybjq4 372 11 Intelligence Intelligence NNP work_jqo6bqehefaodeuuboo6oybjq4 372 12 . . . work_jqo6bqehefaodeuuboo6oybjq4 373 1 Cynthia Cynthia NNP work_jqo6bqehefaodeuuboo6oybjq4 373 2 Matuszek Matuszek NNP work_jqo6bqehefaodeuuboo6oybjq4 373 3 , , , work_jqo6bqehefaodeuuboo6oybjq4 373 4 Dieter Dieter NNP work_jqo6bqehefaodeuuboo6oybjq4 373 5 Fox Fox NNP work_jqo6bqehefaodeuuboo6oybjq4 373 6 , , , work_jqo6bqehefaodeuuboo6oybjq4 373 7 and and CC work_jqo6bqehefaodeuuboo6oybjq4 373 8 Karl Karl NNP work_jqo6bqehefaodeuuboo6oybjq4 373 9 Koscher Koscher NNP work_jqo6bqehefaodeuuboo6oybjq4 373 10 . . . work_jqo6bqehefaodeuuboo6oybjq4 374 1 2010 2010 CD work_jqo6bqehefaodeuuboo6oybjq4 374 2 . . . work_jqo6bqehefaodeuuboo6oybjq4 375 1 Following follow VBG work_jqo6bqehefaodeuuboo6oybjq4 375 2 directions direction NNS work_jqo6bqehefaodeuuboo6oybjq4 375 3 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 375 4 statistical statistical JJ work_jqo6bqehefaodeuuboo6oybjq4 375 5 machine machine NN work_jqo6bqehefaodeuuboo6oybjq4 375 6 transla- transla- XX work_jqo6bqehefaodeuuboo6oybjq4 375 7 tion tion NN work_jqo6bqehefaodeuuboo6oybjq4 375 8 . . . work_jqo6bqehefaodeuuboo6oybjq4 376 1 In in IN work_jqo6bqehefaodeuuboo6oybjq4 376 2 Proceedings proceeding NNS work_jqo6bqehefaodeuuboo6oybjq4 376 3 of of IN work_jqo6bqehefaodeuuboo6oybjq4 376 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 376 5 5th 5th JJ work_jqo6bqehefaodeuuboo6oybjq4 376 6 ACM ACM NNP work_jqo6bqehefaodeuuboo6oybjq4 376 7 / / SYM work_jqo6bqehefaodeuuboo6oybjq4 376 8 IEEE IEEE NNP work_jqo6bqehefaodeuuboo6oybjq4 376 9 Interna- Interna- NNP work_jqo6bqehefaodeuuboo6oybjq4 376 10 tional tional JJ work_jqo6bqehefaodeuuboo6oybjq4 376 11 Conference Conference NNP work_jqo6bqehefaodeuuboo6oybjq4 376 12 on on IN work_jqo6bqehefaodeuuboo6oybjq4 376 13 Human Human NNP work_jqo6bqehefaodeuuboo6oybjq4 376 14 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 376 15 Robot Robot NNP work_jqo6bqehefaodeuuboo6oybjq4 376 16 Interaction Interaction NNP work_jqo6bqehefaodeuuboo6oybjq4 376 17 . . . work_jqo6bqehefaodeuuboo6oybjq4 377 1 Cynthia Cynthia NNP work_jqo6bqehefaodeuuboo6oybjq4 377 2 Matuszek Matuszek NNP work_jqo6bqehefaodeuuboo6oybjq4 377 3 , , , work_jqo6bqehefaodeuuboo6oybjq4 377 4 Nicholas Nicholas NNP work_jqo6bqehefaodeuuboo6oybjq4 377 5 FitzGerald FitzGerald NNP work_jqo6bqehefaodeuuboo6oybjq4 377 6 , , , work_jqo6bqehefaodeuuboo6oybjq4 377 7 Luke Luke NNP work_jqo6bqehefaodeuuboo6oybjq4 377 8 Zettle- Zettle- NNP work_jqo6bqehefaodeuuboo6oybjq4 377 9 moyer moyer NN work_jqo6bqehefaodeuuboo6oybjq4 377 10 , , , work_jqo6bqehefaodeuuboo6oybjq4 377 11 Liefeng Liefeng NNP work_jqo6bqehefaodeuuboo6oybjq4 377 12 Bo Bo NNP work_jqo6bqehefaodeuuboo6oybjq4 377 13 , , , work_jqo6bqehefaodeuuboo6oybjq4 377 14 and and CC work_jqo6bqehefaodeuuboo6oybjq4 377 15 Dieter Dieter NNP work_jqo6bqehefaodeuuboo6oybjq4 377 16 Fox Fox NNP work_jqo6bqehefaodeuuboo6oybjq4 377 17 . . . work_jqo6bqehefaodeuuboo6oybjq4 378 1 2012 2012 CD work_jqo6bqehefaodeuuboo6oybjq4 378 2 . . . work_jqo6bqehefaodeuuboo6oybjq4 379 1 A a DT work_jqo6bqehefaodeuuboo6oybjq4 379 2 joint joint JJ work_jqo6bqehefaodeuuboo6oybjq4 379 3 model model NN work_jqo6bqehefaodeuuboo6oybjq4 379 4 of of IN work_jqo6bqehefaodeuuboo6oybjq4 379 5 language language NN work_jqo6bqehefaodeuuboo6oybjq4 379 6 and and CC work_jqo6bqehefaodeuuboo6oybjq4 379 7 perception perception NN work_jqo6bqehefaodeuuboo6oybjq4 379 8 for for IN work_jqo6bqehefaodeuuboo6oybjq4 379 9 grounded ground VBN work_jqo6bqehefaodeuuboo6oybjq4 379 10 at- at- JJ work_jqo6bqehefaodeuuboo6oybjq4 379 11 tribute tribute NN work_jqo6bqehefaodeuuboo6oybjq4 379 12 learning learning NN work_jqo6bqehefaodeuuboo6oybjq4 379 13 . . . work_jqo6bqehefaodeuuboo6oybjq4 380 1 In in IN work_jqo6bqehefaodeuuboo6oybjq4 380 2 Proceedings proceeding NNS work_jqo6bqehefaodeuuboo6oybjq4 380 3 of of IN work_jqo6bqehefaodeuuboo6oybjq4 380 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 380 5 29th 29th NN work_jqo6bqehefaodeuuboo6oybjq4 380 6 Interna- Interna- NNP work_jqo6bqehefaodeuuboo6oybjq4 380 7 tional tional JJ work_jqo6bqehefaodeuuboo6oybjq4 380 8 Conference Conference NNP work_jqo6bqehefaodeuuboo6oybjq4 380 9 on on IN work_jqo6bqehefaodeuuboo6oybjq4 380 10 Machine Machine NNP work_jqo6bqehefaodeuuboo6oybjq4 380 11 Learning Learning NNP work_jqo6bqehefaodeuuboo6oybjq4 380 12 . . . work_jqo6bqehefaodeuuboo6oybjq4 381 1 Nathan Nathan NNP work_jqo6bqehefaodeuuboo6oybjq4 381 2 D. D. NNP work_jqo6bqehefaodeuuboo6oybjq4 381 3 Ratliff Ratliff NNP work_jqo6bqehefaodeuuboo6oybjq4 381 4 , , , work_jqo6bqehefaodeuuboo6oybjq4 381 5 J. J. NNP work_jqo6bqehefaodeuuboo6oybjq4 381 6 Andrew Andrew NNP work_jqo6bqehefaodeuuboo6oybjq4 381 7 Bagnell Bagnell NNP work_jqo6bqehefaodeuuboo6oybjq4 381 8 , , , work_jqo6bqehefaodeuuboo6oybjq4 381 9 and and CC work_jqo6bqehefaodeuuboo6oybjq4 381 10 Martin Martin NNP work_jqo6bqehefaodeuuboo6oybjq4 381 11 A. A. NNP work_jqo6bqehefaodeuuboo6oybjq4 381 12 Zinkevich Zinkevich NNP work_jqo6bqehefaodeuuboo6oybjq4 381 13 . . . work_jqo6bqehefaodeuuboo6oybjq4 382 1 2006 2006 CD work_jqo6bqehefaodeuuboo6oybjq4 382 2 . . . work_jqo6bqehefaodeuuboo6oybjq4 383 1 ( ( -LRB- work_jqo6bqehefaodeuuboo6oybjq4 383 2 online online JJ work_jqo6bqehefaodeuuboo6oybjq4 383 3 ) ) -RRB- work_jqo6bqehefaodeuuboo6oybjq4 383 4 subgradient subgradient JJ work_jqo6bqehefaodeuuboo6oybjq4 383 5 methods method NNS work_jqo6bqehefaodeuuboo6oybjq4 383 6 for for IN work_jqo6bqehefaodeuuboo6oybjq4 383 7 structured structured JJ work_jqo6bqehefaodeuuboo6oybjq4 383 8 prediction prediction NN work_jqo6bqehefaodeuuboo6oybjq4 383 9 . . . work_jqo6bqehefaodeuuboo6oybjq4 384 1 Artificial Artificial NNP work_jqo6bqehefaodeuuboo6oybjq4 384 2 Intelligence Intelligence NNP work_jqo6bqehefaodeuuboo6oybjq4 384 3 and and CC work_jqo6bqehefaodeuuboo6oybjq4 384 4 Statistics Statistics NNPS work_jqo6bqehefaodeuuboo6oybjq4 384 5 . . . work_jqo6bqehefaodeuuboo6oybjq4 385 1 Deb Deb NNP work_jqo6bqehefaodeuuboo6oybjq4 385 2 Roy Roy NNP work_jqo6bqehefaodeuuboo6oybjq4 385 3 , , , work_jqo6bqehefaodeuuboo6oybjq4 385 4 Kai Kai NNP work_jqo6bqehefaodeuuboo6oybjq4 385 5 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 385 6 Yuh Yuh NNP work_jqo6bqehefaodeuuboo6oybjq4 385 7 Hsiao Hsiao NNP work_jqo6bqehefaodeuuboo6oybjq4 385 8 , , , work_jqo6bqehefaodeuuboo6oybjq4 385 9 and and CC work_jqo6bqehefaodeuuboo6oybjq4 385 10 Nikolaos Nikolaos NNP work_jqo6bqehefaodeuuboo6oybjq4 385 11 Mavridis Mavridis NNP work_jqo6bqehefaodeuuboo6oybjq4 385 12 . . . work_jqo6bqehefaodeuuboo6oybjq4 386 1 2003 2003 CD work_jqo6bqehefaodeuuboo6oybjq4 386 2 . . . work_jqo6bqehefaodeuuboo6oybjq4 387 1 Conversational conversational JJ work_jqo6bqehefaodeuuboo6oybjq4 387 2 robots robot NNS work_jqo6bqehefaodeuuboo6oybjq4 387 3 : : : work_jqo6bqehefaodeuuboo6oybjq4 387 4 building building NN work_jqo6bqehefaodeuuboo6oybjq4 387 5 blocks block NNS work_jqo6bqehefaodeuuboo6oybjq4 387 6 for for IN work_jqo6bqehefaodeuuboo6oybjq4 387 7 grounding ground VBG work_jqo6bqehefaodeuuboo6oybjq4 387 8 word word NN work_jqo6bqehefaodeuuboo6oybjq4 387 9 meaning meaning NN work_jqo6bqehefaodeuuboo6oybjq4 387 10 . . . work_jqo6bqehefaodeuuboo6oybjq4 388 1 In in IN work_jqo6bqehefaodeuuboo6oybjq4 388 2 Proceedings Proceedings NNP work_jqo6bqehefaodeuuboo6oybjq4 388 3 of of IN work_jqo6bqehefaodeuuboo6oybjq4 388 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 388 5 HLT HLT NNP work_jqo6bqehefaodeuuboo6oybjq4 388 6 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 388 7 NAACL NAACL NNP work_jqo6bqehefaodeuuboo6oybjq4 388 8 2003 2003 CD work_jqo6bqehefaodeuuboo6oybjq4 388 9 Workshop workshop NN work_jqo6bqehefaodeuuboo6oybjq4 388 10 on on IN work_jqo6bqehefaodeuuboo6oybjq4 388 11 Learning Learning NNP work_jqo6bqehefaodeuuboo6oybjq4 388 12 Word Word NNP work_jqo6bqehefaodeuuboo6oybjq4 388 13 Meaning Meaning NNP work_jqo6bqehefaodeuuboo6oybjq4 388 14 from from IN work_jqo6bqehefaodeuuboo6oybjq4 388 15 Non- Non- NNP work_jqo6bqehefaodeuuboo6oybjq4 388 16 linguistic linguistic JJ work_jqo6bqehefaodeuuboo6oybjq4 388 17 Data Data NNP work_jqo6bqehefaodeuuboo6oybjq4 388 18 . . . work_jqo6bqehefaodeuuboo6oybjq4 389 1 Nobuyuki Nobuyuki NNP work_jqo6bqehefaodeuuboo6oybjq4 389 2 Shimizu Shimizu NNP work_jqo6bqehefaodeuuboo6oybjq4 389 3 and and CC work_jqo6bqehefaodeuuboo6oybjq4 389 4 Andrew Andrew NNP work_jqo6bqehefaodeuuboo6oybjq4 389 5 Haas Haas NNP work_jqo6bqehefaodeuuboo6oybjq4 389 6 . . . work_jqo6bqehefaodeuuboo6oybjq4 390 1 2009 2009 CD work_jqo6bqehefaodeuuboo6oybjq4 390 2 . . . work_jqo6bqehefaodeuuboo6oybjq4 391 1 Learning learn VBG work_jqo6bqehefaodeuuboo6oybjq4 391 2 to to TO work_jqo6bqehefaodeuuboo6oybjq4 391 3 follow follow VB work_jqo6bqehefaodeuuboo6oybjq4 391 4 navigational navigational JJ work_jqo6bqehefaodeuuboo6oybjq4 391 5 route route NN work_jqo6bqehefaodeuuboo6oybjq4 391 6 instructions instruction NNS work_jqo6bqehefaodeuuboo6oybjq4 391 7 . . . work_jqo6bqehefaodeuuboo6oybjq4 392 1 In in IN work_jqo6bqehefaodeuuboo6oybjq4 392 2 Proceedings proceeding NNS work_jqo6bqehefaodeuuboo6oybjq4 392 3 of of IN work_jqo6bqehefaodeuuboo6oybjq4 392 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 392 5 21st 21st JJ work_jqo6bqehefaodeuuboo6oybjq4 392 6 international international NNP work_jqo6bqehefaodeuuboo6oybjq4 392 7 joint joint JJ work_jqo6bqehefaodeuuboo6oybjq4 392 8 conference conference NN work_jqo6bqehefaodeuuboo6oybjq4 392 9 on on IN work_jqo6bqehefaodeuuboo6oybjq4 392 10 artifical artifical JJ work_jqo6bqehefaodeuuboo6oybjq4 392 11 intelligence intelligence NN work_jqo6bqehefaodeuuboo6oybjq4 392 12 . . . work_jqo6bqehefaodeuuboo6oybjq4 393 1 Marjorie Marjorie NNP work_jqo6bqehefaodeuuboo6oybjq4 393 2 Skubic Skubic NNP work_jqo6bqehefaodeuuboo6oybjq4 393 3 , , , work_jqo6bqehefaodeuuboo6oybjq4 393 4 Dennis Dennis NNP work_jqo6bqehefaodeuuboo6oybjq4 393 5 Perzanowski Perzanowski NNP work_jqo6bqehefaodeuuboo6oybjq4 393 6 , , , work_jqo6bqehefaodeuuboo6oybjq4 393 7 Sam Sam NNP work_jqo6bqehefaodeuuboo6oybjq4 393 8 Blisard Blisard NNP work_jqo6bqehefaodeuuboo6oybjq4 393 9 , , , work_jqo6bqehefaodeuuboo6oybjq4 393 10 Alan Alan NNP work_jqo6bqehefaodeuuboo6oybjq4 393 11 Schultz Schultz NNP work_jqo6bqehefaodeuuboo6oybjq4 393 12 , , , work_jqo6bqehefaodeuuboo6oybjq4 393 13 William William NNP work_jqo6bqehefaodeuuboo6oybjq4 393 14 Adams Adams NNP work_jqo6bqehefaodeuuboo6oybjq4 393 15 , , , work_jqo6bqehefaodeuuboo6oybjq4 393 16 Magda Magda NNP work_jqo6bqehefaodeuuboo6oybjq4 393 17 Bugajska Bugajska NNP work_jqo6bqehefaodeuuboo6oybjq4 393 18 , , , work_jqo6bqehefaodeuuboo6oybjq4 393 19 and and CC work_jqo6bqehefaodeuuboo6oybjq4 393 20 Derek Derek NNP work_jqo6bqehefaodeuuboo6oybjq4 393 21 Brock Brock NNP work_jqo6bqehefaodeuuboo6oybjq4 393 22 . . . work_jqo6bqehefaodeuuboo6oybjq4 394 1 2004 2004 CD work_jqo6bqehefaodeuuboo6oybjq4 394 2 . . . work_jqo6bqehefaodeuuboo6oybjq4 395 1 Spatial spatial JJ work_jqo6bqehefaodeuuboo6oybjq4 395 2 language language NN work_jqo6bqehefaodeuuboo6oybjq4 395 3 for for IN work_jqo6bqehefaodeuuboo6oybjq4 395 4 human human JJ work_jqo6bqehefaodeuuboo6oybjq4 395 5 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 395 6 robot robot NN work_jqo6bqehefaodeuuboo6oybjq4 395 7 di- di- NN work_jqo6bqehefaodeuuboo6oybjq4 395 8 alogs alog VBZ work_jqo6bqehefaodeuuboo6oybjq4 395 9 . . . work_jqo6bqehefaodeuuboo6oybjq4 396 1 IEEE IEEE NNP work_jqo6bqehefaodeuuboo6oybjq4 396 2 Transactions transaction NNS work_jqo6bqehefaodeuuboo6oybjq4 396 3 on on IN work_jqo6bqehefaodeuuboo6oybjq4 396 4 Systems Systems NNPS work_jqo6bqehefaodeuuboo6oybjq4 396 5 , , , work_jqo6bqehefaodeuuboo6oybjq4 396 6 Man Man NNP work_jqo6bqehefaodeuuboo6oybjq4 396 7 , , , work_jqo6bqehefaodeuuboo6oybjq4 396 8 and and CC work_jqo6bqehefaodeuuboo6oybjq4 396 9 Cy- Cy- NNP work_jqo6bqehefaodeuuboo6oybjq4 396 10 bernetics bernetic VBZ work_jqo6bqehefaodeuuboo6oybjq4 396 11 , , , work_jqo6bqehefaodeuuboo6oybjq4 396 12 Part Part NNP work_jqo6bqehefaodeuuboo6oybjq4 396 13 C C NNP work_jqo6bqehefaodeuuboo6oybjq4 396 14 : : : work_jqo6bqehefaodeuuboo6oybjq4 396 15 Applications Applications NNPS work_jqo6bqehefaodeuuboo6oybjq4 396 16 and and CC work_jqo6bqehefaodeuuboo6oybjq4 396 17 Reviews Reviews NNP work_jqo6bqehefaodeuuboo6oybjq4 396 18 . . . work_jqo6bqehefaodeuuboo6oybjq4 397 1 Mark Mark NNP work_jqo6bqehefaodeuuboo6oybjq4 397 2 Steedman Steedman NNP work_jqo6bqehefaodeuuboo6oybjq4 397 3 . . . work_jqo6bqehefaodeuuboo6oybjq4 398 1 1996 1996 CD work_jqo6bqehefaodeuuboo6oybjq4 398 2 . . . work_jqo6bqehefaodeuuboo6oybjq4 399 1 Surface Surface NNP work_jqo6bqehefaodeuuboo6oybjq4 399 2 Structure Structure NNP work_jqo6bqehefaodeuuboo6oybjq4 399 3 and and CC work_jqo6bqehefaodeuuboo6oybjq4 399 4 Interpre- Interpre- NNP work_jqo6bqehefaodeuuboo6oybjq4 399 5 tation tation NN work_jqo6bqehefaodeuuboo6oybjq4 399 6 . . . work_jqo6bqehefaodeuuboo6oybjq4 400 1 Ben Ben NNP work_jqo6bqehefaodeuuboo6oybjq4 400 2 Taskar Taskar NNP work_jqo6bqehefaodeuuboo6oybjq4 400 3 , , , work_jqo6bqehefaodeuuboo6oybjq4 400 4 Carlos Carlos NNP work_jqo6bqehefaodeuuboo6oybjq4 400 5 Guestrin Guestrin NNP work_jqo6bqehefaodeuuboo6oybjq4 400 6 , , , work_jqo6bqehefaodeuuboo6oybjq4 400 7 and and CC work_jqo6bqehefaodeuuboo6oybjq4 400 8 Daphne Daphne NNP work_jqo6bqehefaodeuuboo6oybjq4 400 9 Koller Koller NNP work_jqo6bqehefaodeuuboo6oybjq4 400 10 . . . work_jqo6bqehefaodeuuboo6oybjq4 401 1 2004 2004 CD work_jqo6bqehefaodeuuboo6oybjq4 401 2 . . . work_jqo6bqehefaodeuuboo6oybjq4 402 1 Max Max NNP work_jqo6bqehefaodeuuboo6oybjq4 402 2 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 402 3 margin margin NN work_jqo6bqehefaodeuuboo6oybjq4 402 4 markov markov NN work_jqo6bqehefaodeuuboo6oybjq4 402 5 networks network NNS work_jqo6bqehefaodeuuboo6oybjq4 402 6 . . . work_jqo6bqehefaodeuuboo6oybjq4 403 1 In in IN work_jqo6bqehefaodeuuboo6oybjq4 403 2 Advances advance NNS work_jqo6bqehefaodeuuboo6oybjq4 403 3 in in IN work_jqo6bqehefaodeuuboo6oybjq4 403 4 Neural Neural NNP work_jqo6bqehefaodeuuboo6oybjq4 403 5 Information Information NNP work_jqo6bqehefaodeuuboo6oybjq4 403 6 Processing Processing NNP work_jqo6bqehefaodeuuboo6oybjq4 403 7 Systems Systems NNPS work_jqo6bqehefaodeuuboo6oybjq4 403 8 . . . work_jqo6bqehefaodeuuboo6oybjq4 404 1 204 204 CD work_jqo6bqehefaodeuuboo6oybjq4 404 2 Stefanie Stefanie NNP work_jqo6bqehefaodeuuboo6oybjq4 404 3 Tellex Tellex NNP work_jqo6bqehefaodeuuboo6oybjq4 404 4 , , , work_jqo6bqehefaodeuuboo6oybjq4 404 5 Thomas Thomas NNP work_jqo6bqehefaodeuuboo6oybjq4 404 6 Kollar Kollar NNP work_jqo6bqehefaodeuuboo6oybjq4 404 7 , , , work_jqo6bqehefaodeuuboo6oybjq4 404 8 Steven Steven NNP work_jqo6bqehefaodeuuboo6oybjq4 404 9 Dickerson Dickerson NNP work_jqo6bqehefaodeuuboo6oybjq4 404 10 , , , work_jqo6bqehefaodeuuboo6oybjq4 404 11 Matthew Matthew NNP work_jqo6bqehefaodeuuboo6oybjq4 404 12 Walter Walter NNP work_jqo6bqehefaodeuuboo6oybjq4 404 13 , , , work_jqo6bqehefaodeuuboo6oybjq4 404 14 Ashis Ashis NNP work_jqo6bqehefaodeuuboo6oybjq4 404 15 Banerjee Banerjee NNP work_jqo6bqehefaodeuuboo6oybjq4 404 16 , , , work_jqo6bqehefaodeuuboo6oybjq4 404 17 Seth Seth NNP work_jqo6bqehefaodeuuboo6oybjq4 404 18 Teller Teller NNP work_jqo6bqehefaodeuuboo6oybjq4 404 19 , , , work_jqo6bqehefaodeuuboo6oybjq4 404 20 and and CC work_jqo6bqehefaodeuuboo6oybjq4 404 21 Nicholas Nicholas NNP work_jqo6bqehefaodeuuboo6oybjq4 404 22 Roy Roy NNP work_jqo6bqehefaodeuuboo6oybjq4 404 23 . . . work_jqo6bqehefaodeuuboo6oybjq4 405 1 2011 2011 CD work_jqo6bqehefaodeuuboo6oybjq4 405 2 . . . work_jqo6bqehefaodeuuboo6oybjq4 406 1 Understanding understand VBG work_jqo6bqehefaodeuuboo6oybjq4 406 2 natural natural JJ work_jqo6bqehefaodeuuboo6oybjq4 406 3 language language NN work_jqo6bqehefaodeuuboo6oybjq4 406 4 commands command NNS work_jqo6bqehefaodeuuboo6oybjq4 406 5 for for IN work_jqo6bqehefaodeuuboo6oybjq4 406 6 robotic robotic JJ work_jqo6bqehefaodeuuboo6oybjq4 406 7 navigation navigation NN work_jqo6bqehefaodeuuboo6oybjq4 406 8 and and CC work_jqo6bqehefaodeuuboo6oybjq4 406 9 mobile mobile JJ work_jqo6bqehefaodeuuboo6oybjq4 406 10 manipu- manipu- NNP work_jqo6bqehefaodeuuboo6oybjq4 406 11 lation lation NN work_jqo6bqehefaodeuuboo6oybjq4 406 12 . . . work_jqo6bqehefaodeuuboo6oybjq4 407 1 In in IN work_jqo6bqehefaodeuuboo6oybjq4 407 2 AAAI AAAI NNP work_jqo6bqehefaodeuuboo6oybjq4 407 3 Conference Conference NNP work_jqo6bqehefaodeuuboo6oybjq4 407 4 on on IN work_jqo6bqehefaodeuuboo6oybjq4 407 5 Artificial Artificial NNP work_jqo6bqehefaodeuuboo6oybjq4 407 6 Intelligence Intelligence NNP work_jqo6bqehefaodeuuboo6oybjq4 407 7 . . . work_jqo6bqehefaodeuuboo6oybjq4 408 1 Kristina Kristina NNP work_jqo6bqehefaodeuuboo6oybjq4 408 2 Toutanova Toutanova NNP work_jqo6bqehefaodeuuboo6oybjq4 408 3 , , , work_jqo6bqehefaodeuuboo6oybjq4 408 4 Dan Dan NNP work_jqo6bqehefaodeuuboo6oybjq4 408 5 Klein Klein NNP work_jqo6bqehefaodeuuboo6oybjq4 408 6 , , , work_jqo6bqehefaodeuuboo6oybjq4 408 7 Christopher Christopher NNP work_jqo6bqehefaodeuuboo6oybjq4 408 8 D. D. NNP work_jqo6bqehefaodeuuboo6oybjq4 408 9 Manning Manning NNP work_jqo6bqehefaodeuuboo6oybjq4 408 10 , , , work_jqo6bqehefaodeuuboo6oybjq4 408 11 and and CC work_jqo6bqehefaodeuuboo6oybjq4 408 12 Yoram Yoram NNP work_jqo6bqehefaodeuuboo6oybjq4 408 13 Singer Singer NNP work_jqo6bqehefaodeuuboo6oybjq4 408 14 . . . work_jqo6bqehefaodeuuboo6oybjq4 409 1 2003 2003 CD work_jqo6bqehefaodeuuboo6oybjq4 409 2 . . . work_jqo6bqehefaodeuuboo6oybjq4 410 1 Feature feature NN work_jqo6bqehefaodeuuboo6oybjq4 410 2 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 410 3 rich rich JJ work_jqo6bqehefaodeuuboo6oybjq4 410 4 part part NN work_jqo6bqehefaodeuuboo6oybjq4 410 5 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 410 6 of of IN work_jqo6bqehefaodeuuboo6oybjq4 410 7 - - HYPH work_jqo6bqehefaodeuuboo6oybjq4 410 8 speech speech NN work_jqo6bqehefaodeuuboo6oybjq4 410 9 tagging tagging NN work_jqo6bqehefaodeuuboo6oybjq4 410 10 with with IN work_jqo6bqehefaodeuuboo6oybjq4 410 11 a a DT work_jqo6bqehefaodeuuboo6oybjq4 410 12 cyclic cyclic JJ work_jqo6bqehefaodeuuboo6oybjq4 410 13 dependency dependency NN work_jqo6bqehefaodeuuboo6oybjq4 410 14 network network NN work_jqo6bqehefaodeuuboo6oybjq4 410 15 . . . work_jqo6bqehefaodeuuboo6oybjq4 411 1 In in IN work_jqo6bqehefaodeuuboo6oybjq4 411 2 Pro- Pro- NNP work_jqo6bqehefaodeuuboo6oybjq4 411 3 ceedings ceeding NNS work_jqo6bqehefaodeuuboo6oybjq4 411 4 of of IN work_jqo6bqehefaodeuuboo6oybjq4 411 5 the the DT work_jqo6bqehefaodeuuboo6oybjq4 411 6 2003 2003 CD work_jqo6bqehefaodeuuboo6oybjq4 411 7 Conference Conference NNP work_jqo6bqehefaodeuuboo6oybjq4 411 8 of of IN work_jqo6bqehefaodeuuboo6oybjq4 411 9 the the DT work_jqo6bqehefaodeuuboo6oybjq4 411 10 North North NNP work_jqo6bqehefaodeuuboo6oybjq4 411 11 Ameri- Ameri- NNP work_jqo6bqehefaodeuuboo6oybjq4 411 12 can can MD work_jqo6bqehefaodeuuboo6oybjq4 411 13 Chapter chapter NN work_jqo6bqehefaodeuuboo6oybjq4 411 14 of of IN work_jqo6bqehefaodeuuboo6oybjq4 411 15 the the DT work_jqo6bqehefaodeuuboo6oybjq4 411 16 Association Association NNP work_jqo6bqehefaodeuuboo6oybjq4 411 17 for for IN work_jqo6bqehefaodeuuboo6oybjq4 411 18 Computational Computational NNP work_jqo6bqehefaodeuuboo6oybjq4 411 19 Lin- Lin- NNP work_jqo6bqehefaodeuuboo6oybjq4 411 20 guistics guistic NNS work_jqo6bqehefaodeuuboo6oybjq4 411 21 on on IN work_jqo6bqehefaodeuuboo6oybjq4 411 22 Human Human NNP work_jqo6bqehefaodeuuboo6oybjq4 411 23 Language Language NNP work_jqo6bqehefaodeuuboo6oybjq4 411 24 Technology Technology NNP work_jqo6bqehefaodeuuboo6oybjq4 411 25 . . . work_jqo6bqehefaodeuuboo6oybjq4 412 1 Terry Terry NNP work_jqo6bqehefaodeuuboo6oybjq4 412 2 Winograd Winograd NNP work_jqo6bqehefaodeuuboo6oybjq4 412 3 . . . work_jqo6bqehefaodeuuboo6oybjq4 413 1 1970 1970 CD work_jqo6bqehefaodeuuboo6oybjq4 413 2 . . . work_jqo6bqehefaodeuuboo6oybjq4 414 1 Procedures procedure NNS work_jqo6bqehefaodeuuboo6oybjq4 414 2 as as IN work_jqo6bqehefaodeuuboo6oybjq4 414 3 a a DT work_jqo6bqehefaodeuuboo6oybjq4 414 4 representation representation NN work_jqo6bqehefaodeuuboo6oybjq4 414 5 for for IN work_jqo6bqehefaodeuuboo6oybjq4 414 6 data datum NNS work_jqo6bqehefaodeuuboo6oybjq4 414 7 in in IN work_jqo6bqehefaodeuuboo6oybjq4 414 8 a a DT work_jqo6bqehefaodeuuboo6oybjq4 414 9 computer computer NN work_jqo6bqehefaodeuuboo6oybjq4 414 10 program program NN work_jqo6bqehefaodeuuboo6oybjq4 414 11 for for IN work_jqo6bqehefaodeuuboo6oybjq4 414 12 understanding understand VBG work_jqo6bqehefaodeuuboo6oybjq4 414 13 nat- nat- JJ work_jqo6bqehefaodeuuboo6oybjq4 414 14 ural ural JJ work_jqo6bqehefaodeuuboo6oybjq4 414 15 language language NN work_jqo6bqehefaodeuuboo6oybjq4 414 16 . . . work_jqo6bqehefaodeuuboo6oybjq4 415 1 Ph.D. Ph.D. NNP work_jqo6bqehefaodeuuboo6oybjq4 415 2 thesis thesis NNP work_jqo6bqehefaodeuuboo6oybjq4 415 3 , , , work_jqo6bqehefaodeuuboo6oybjq4 415 4 Massachusetts Massachusetts NNP work_jqo6bqehefaodeuuboo6oybjq4 415 5 Institute Institute NNP work_jqo6bqehefaodeuuboo6oybjq4 415 6 of of IN work_jqo6bqehefaodeuuboo6oybjq4 415 7 Technology Technology NNP work_jqo6bqehefaodeuuboo6oybjq4 415 8 . . . work_jqo6bqehefaodeuuboo6oybjq4 416 1 Yuk Yuk NNP work_jqo6bqehefaodeuuboo6oybjq4 416 2 Wah Wah NNP work_jqo6bqehefaodeuuboo6oybjq4 416 3 Wong Wong NNP work_jqo6bqehefaodeuuboo6oybjq4 416 4 and and CC work_jqo6bqehefaodeuuboo6oybjq4 416 5 Raymond Raymond NNP work_jqo6bqehefaodeuuboo6oybjq4 416 6 J. J. NNP work_jqo6bqehefaodeuuboo6oybjq4 416 7 Mooney Mooney NNP work_jqo6bqehefaodeuuboo6oybjq4 416 8 . . . work_jqo6bqehefaodeuuboo6oybjq4 417 1 2006 2006 CD work_jqo6bqehefaodeuuboo6oybjq4 417 2 . . . work_jqo6bqehefaodeuuboo6oybjq4 418 1 Learn- Learn- NNP work_jqo6bqehefaodeuuboo6oybjq4 418 2 ing ing NNP work_jqo6bqehefaodeuuboo6oybjq4 418 3 for for IN work_jqo6bqehefaodeuuboo6oybjq4 418 4 semantic semantic JJ work_jqo6bqehefaodeuuboo6oybjq4 418 5 parsing parsing NN work_jqo6bqehefaodeuuboo6oybjq4 418 6 with with IN work_jqo6bqehefaodeuuboo6oybjq4 418 7 statistical statistical JJ work_jqo6bqehefaodeuuboo6oybjq4 418 8 machine machine NN work_jqo6bqehefaodeuuboo6oybjq4 418 9 trans- trans- NNP work_jqo6bqehefaodeuuboo6oybjq4 418 10 lation lation NN work_jqo6bqehefaodeuuboo6oybjq4 418 11 . . . work_jqo6bqehefaodeuuboo6oybjq4 419 1 In in IN work_jqo6bqehefaodeuuboo6oybjq4 419 2 Proceedings proceeding NNS work_jqo6bqehefaodeuuboo6oybjq4 419 3 of of IN work_jqo6bqehefaodeuuboo6oybjq4 419 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 419 5 main main JJ work_jqo6bqehefaodeuuboo6oybjq4 419 6 conference conference NN work_jqo6bqehefaodeuuboo6oybjq4 419 7 on on IN work_jqo6bqehefaodeuuboo6oybjq4 419 8 Hu- Hu- NNP work_jqo6bqehefaodeuuboo6oybjq4 419 9 man man NN work_jqo6bqehefaodeuuboo6oybjq4 419 10 Language Language NNP work_jqo6bqehefaodeuuboo6oybjq4 419 11 Technology Technology NNP work_jqo6bqehefaodeuuboo6oybjq4 419 12 Conference Conference NNP work_jqo6bqehefaodeuuboo6oybjq4 419 13 of of IN work_jqo6bqehefaodeuuboo6oybjq4 419 14 NAACL NAACL NNP work_jqo6bqehefaodeuuboo6oybjq4 419 15 . . . work_jqo6bqehefaodeuuboo6oybjq4 420 1 John John NNP work_jqo6bqehefaodeuuboo6oybjq4 420 2 M. M. NNP work_jqo6bqehefaodeuuboo6oybjq4 420 3 Zelle Zelle NNP work_jqo6bqehefaodeuuboo6oybjq4 420 4 and and CC work_jqo6bqehefaodeuuboo6oybjq4 420 5 Raymond Raymond NNP work_jqo6bqehefaodeuuboo6oybjq4 420 6 J. J. NNP work_jqo6bqehefaodeuuboo6oybjq4 420 7 Mooney Mooney NNP work_jqo6bqehefaodeuuboo6oybjq4 420 8 . . . work_jqo6bqehefaodeuuboo6oybjq4 421 1 1996 1996 CD work_jqo6bqehefaodeuuboo6oybjq4 421 2 . . . work_jqo6bqehefaodeuuboo6oybjq4 422 1 Learn- Learn- NNP work_jqo6bqehefaodeuuboo6oybjq4 422 2 ing ing NNP work_jqo6bqehefaodeuuboo6oybjq4 422 3 to to TO work_jqo6bqehefaodeuuboo6oybjq4 422 4 parse parse VB work_jqo6bqehefaodeuuboo6oybjq4 422 5 database database NN work_jqo6bqehefaodeuuboo6oybjq4 422 6 queries query NNS work_jqo6bqehefaodeuuboo6oybjq4 422 7 using use VBG work_jqo6bqehefaodeuuboo6oybjq4 422 8 inductive inductive JJ work_jqo6bqehefaodeuuboo6oybjq4 422 9 logic logic NN work_jqo6bqehefaodeuuboo6oybjq4 422 10 pro- pro- NN work_jqo6bqehefaodeuuboo6oybjq4 422 11 gramming gramming NN work_jqo6bqehefaodeuuboo6oybjq4 422 12 . . . work_jqo6bqehefaodeuuboo6oybjq4 423 1 In in IN work_jqo6bqehefaodeuuboo6oybjq4 423 2 Proceedings Proceedings NNP work_jqo6bqehefaodeuuboo6oybjq4 423 3 of of IN work_jqo6bqehefaodeuuboo6oybjq4 423 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 423 5 Thirteenth Thirteenth NNP work_jqo6bqehefaodeuuboo6oybjq4 423 6 National National NNP work_jqo6bqehefaodeuuboo6oybjq4 423 7 Conference Conference NNP work_jqo6bqehefaodeuuboo6oybjq4 423 8 on on IN work_jqo6bqehefaodeuuboo6oybjq4 423 9 Artificial Artificial NNP work_jqo6bqehefaodeuuboo6oybjq4 423 10 Intelligence Intelligence NNP work_jqo6bqehefaodeuuboo6oybjq4 423 11 . . . work_jqo6bqehefaodeuuboo6oybjq4 424 1 Luke Luke NNP work_jqo6bqehefaodeuuboo6oybjq4 424 2 S. S. NNP work_jqo6bqehefaodeuuboo6oybjq4 424 3 Zettlemoyer Zettlemoyer NNP work_jqo6bqehefaodeuuboo6oybjq4 424 4 and and CC work_jqo6bqehefaodeuuboo6oybjq4 424 5 Michael Michael NNP work_jqo6bqehefaodeuuboo6oybjq4 424 6 Collins Collins NNP work_jqo6bqehefaodeuuboo6oybjq4 424 7 . . . work_jqo6bqehefaodeuuboo6oybjq4 425 1 2005 2005 CD work_jqo6bqehefaodeuuboo6oybjq4 425 2 . . . work_jqo6bqehefaodeuuboo6oybjq4 426 1 Learn- Learn- NNP work_jqo6bqehefaodeuuboo6oybjq4 426 2 ing ing NNP work_jqo6bqehefaodeuuboo6oybjq4 426 3 to to TO work_jqo6bqehefaodeuuboo6oybjq4 426 4 map map VB work_jqo6bqehefaodeuuboo6oybjq4 426 5 sentences sentence NNS work_jqo6bqehefaodeuuboo6oybjq4 426 6 to to IN work_jqo6bqehefaodeuuboo6oybjq4 426 7 logical logical JJ work_jqo6bqehefaodeuuboo6oybjq4 426 8 form form NN work_jqo6bqehefaodeuuboo6oybjq4 426 9 : : : work_jqo6bqehefaodeuuboo6oybjq4 426 10 Structured structure VBN work_jqo6bqehefaodeuuboo6oybjq4 426 11 clas- clas- JJ work_jqo6bqehefaodeuuboo6oybjq4 426 12 sification sification NN work_jqo6bqehefaodeuuboo6oybjq4 426 13 with with IN work_jqo6bqehefaodeuuboo6oybjq4 426 14 probabilistic probabilistic JJ work_jqo6bqehefaodeuuboo6oybjq4 426 15 categorial categorial JJ work_jqo6bqehefaodeuuboo6oybjq4 426 16 grammars grammar NNS work_jqo6bqehefaodeuuboo6oybjq4 426 17 . . . work_jqo6bqehefaodeuuboo6oybjq4 427 1 In in IN work_jqo6bqehefaodeuuboo6oybjq4 427 2 Proceedings proceeding NNS work_jqo6bqehefaodeuuboo6oybjq4 427 3 of of IN work_jqo6bqehefaodeuuboo6oybjq4 427 4 the the DT work_jqo6bqehefaodeuuboo6oybjq4 427 5 21st 21st JJ work_jqo6bqehefaodeuuboo6oybjq4 427 6 Conference Conference NNP work_jqo6bqehefaodeuuboo6oybjq4 427 7 in in IN work_jqo6bqehefaodeuuboo6oybjq4 427 8 Uncertainty Uncertainty NNP work_jqo6bqehefaodeuuboo6oybjq4 427 9 in in IN work_jqo6bqehefaodeuuboo6oybjq4 427 10 Artificial Artificial NNP work_jqo6bqehefaodeuuboo6oybjq4 427 11 Intelligence Intelligence NNP work_jqo6bqehefaodeuuboo6oybjq4 427 12 . . . work_jqo6bqehefaodeuuboo6oybjq4 428 1 205 205 CD work_jqo6bqehefaodeuuboo6oybjq4 428 2 206 206 CD