id sid tid token lemma pos work_ifymfqj7jjbv5ldnhyofmazcy4 1 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 1 2 role role NN work_ifymfqj7jjbv5ldnhyofmazcy4 1 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 1 4 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 1 5 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 1 6 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 1 7 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 1 8 Expert Expert NNP work_ifymfqj7jjbv5ldnhyofmazcy4 1 9 Systems Systems NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 1 10 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 1 11 Applications Applications NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 1 12 42 42 CD work_ifymfqj7jjbv5ldnhyofmazcy4 1 13 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 1 14 2015 2015 CD work_ifymfqj7jjbv5ldnhyofmazcy4 1 15 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 1 16 7375–7385 7375–7385 CD work_ifymfqj7jjbv5ldnhyofmazcy4 1 17 Contents Contents NNP work_ifymfqj7jjbv5ldnhyofmazcy4 1 18 lists list NNS work_ifymfqj7jjbv5ldnhyofmazcy4 1 19 available available JJ work_ifymfqj7jjbv5ldnhyofmazcy4 1 20 at at IN work_ifymfqj7jjbv5ldnhyofmazcy4 1 21 ScienceDirect ScienceDirect NNP work_ifymfqj7jjbv5ldnhyofmazcy4 1 22 Expert Expert NNP work_ifymfqj7jjbv5ldnhyofmazcy4 1 23 Systems Systems NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 1 24 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 1 25 Applications Applications NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 1 26 j j NNP work_ifymfqj7jjbv5ldnhyofmazcy4 1 27 o o NNP work_ifymfqj7jjbv5ldnhyofmazcy4 1 28 u u NNP work_ifymfqj7jjbv5ldnhyofmazcy4 1 29 r r NNP work_ifymfqj7jjbv5ldnhyofmazcy4 1 30 n n CC work_ifymfqj7jjbv5ldnhyofmazcy4 1 31 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 1 32 l l NN work_ifymfqj7jjbv5ldnhyofmazcy4 1 33 h h NN work_ifymfqj7jjbv5ldnhyofmazcy4 1 34 o o NN work_ifymfqj7jjbv5ldnhyofmazcy4 1 35 m m NN work_ifymfqj7jjbv5ldnhyofmazcy4 1 36 e e NNP work_ifymfqj7jjbv5ldnhyofmazcy4 1 37 p p NN work_ifymfqj7jjbv5ldnhyofmazcy4 1 38 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 1 39 g g NN work_ifymfqj7jjbv5ldnhyofmazcy4 1 40 e e NN work_ifymfqj7jjbv5ldnhyofmazcy4 1 41 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 1 42 w w NNP work_ifymfqj7jjbv5ldnhyofmazcy4 1 43 w w NNP work_ifymfqj7jjbv5ldnhyofmazcy4 1 44 w w NNP work_ifymfqj7jjbv5ldnhyofmazcy4 1 45 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 2 1 e e NNP work_ifymfqj7jjbv5ldnhyofmazcy4 2 2 l l NNP work_ifymfqj7jjbv5ldnhyofmazcy4 2 3 s s NNP work_ifymfqj7jjbv5ldnhyofmazcy4 2 4 e e NNP work_ifymfqj7jjbv5ldnhyofmazcy4 2 5 v v NNP work_ifymfqj7jjbv5ldnhyofmazcy4 2 6 i i NNP work_ifymfqj7jjbv5ldnhyofmazcy4 2 7 e e NNP work_ifymfqj7jjbv5ldnhyofmazcy4 2 8 r r NNP work_ifymfqj7jjbv5ldnhyofmazcy4 2 9 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 3 1 c c NNP work_ifymfqj7jjbv5ldnhyofmazcy4 3 2 o o NNP work_ifymfqj7jjbv5ldnhyofmazcy4 3 3 m m NNP work_ifymfqj7jjbv5ldnhyofmazcy4 3 4 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 3 5 l l NN work_ifymfqj7jjbv5ldnhyofmazcy4 3 6 o o NN work_ifymfqj7jjbv5ldnhyofmazcy4 3 7 c c NNP work_ifymfqj7jjbv5ldnhyofmazcy4 3 8 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 3 9 t t NN work_ifymfqj7jjbv5ldnhyofmazcy4 3 10 e e NN work_ifymfqj7jjbv5ldnhyofmazcy4 3 11 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 3 12 e e NNP work_ifymfqj7jjbv5ldnhyofmazcy4 3 13 s s NNP work_ifymfqj7jjbv5ldnhyofmazcy4 3 14 w w NNP work_ifymfqj7jjbv5ldnhyofmazcy4 3 15 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 3 16 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 3 17 role role NN work_ifymfqj7jjbv5ldnhyofmazcy4 3 18 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 3 19 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 3 20 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 3 21 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 3 22 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 3 23 http://dx.doi.org/10.1016/j.eswa.2015.05.039 http://dx.doi.org/10.1016/j.eswa.2015.05.039 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 3 24 0957 0957 CD work_ifymfqj7jjbv5ldnhyofmazcy4 3 25 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 3 26 4174/ 4174/ CD work_ifymfqj7jjbv5ldnhyofmazcy4 3 27 � � NN work_ifymfqj7jjbv5ldnhyofmazcy4 3 28 2015 2015 CD work_ifymfqj7jjbv5ldnhyofmazcy4 3 29 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 3 30 Authors author NNS work_ifymfqj7jjbv5ldnhyofmazcy4 3 31 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 4 1 Published publish VBN work_ifymfqj7jjbv5ldnhyofmazcy4 4 2 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 4 3 Elsevier Elsevier NNP work_ifymfqj7jjbv5ldnhyofmazcy4 4 4 Ltd. Ltd. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 5 1 This this DT work_ifymfqj7jjbv5ldnhyofmazcy4 5 2 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 5 3 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 5 4 open open JJ work_ifymfqj7jjbv5ldnhyofmazcy4 5 5 access access NN work_ifymfqj7jjbv5ldnhyofmazcy4 5 6 article article NN work_ifymfqj7jjbv5ldnhyofmazcy4 5 7 under under IN work_ifymfqj7jjbv5ldnhyofmazcy4 5 8 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 5 9 CC cc NN work_ifymfqj7jjbv5ldnhyofmazcy4 5 10 BY by IN work_ifymfqj7jjbv5ldnhyofmazcy4 5 11 license license NN work_ifymfqj7jjbv5ldnhyofmazcy4 5 12 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 5 13 http://creativecommons.org/licenses/by/4.0/ http://creativecommons.org/licenses/by/4.0/ ADD work_ifymfqj7jjbv5ldnhyofmazcy4 5 14 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 5 15 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 6 1 ⇑ ⇑ LS work_ifymfqj7jjbv5ldnhyofmazcy4 6 2 Corresponding correspond VBG work_ifymfqj7jjbv5ldnhyofmazcy4 6 3 author author NN work_ifymfqj7jjbv5ldnhyofmazcy4 6 4 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 7 1 Tel tel NN work_ifymfqj7jjbv5ldnhyofmazcy4 7 2 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 8 1 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 8 2 +44 +44 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 8 3 29 29 CD work_ifymfqj7jjbv5ldnhyofmazcy4 8 4 2087 2087 CD work_ifymfqj7jjbv5ldnhyofmazcy4 8 5 0320 0320 CD work_ifymfqj7jjbv5ldnhyofmazcy4 8 6 ; ; : work_ifymfqj7jjbv5ldnhyofmazcy4 8 7 fax fax NN work_ifymfqj7jjbv5ldnhyofmazcy4 8 8 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 8 9 +44 +44 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 8 10 29 29 CD work_ifymfqj7jjbv5ldnhyofmazcy4 8 11 2087 2087 CD work_ifymfqj7jjbv5ldnhyofmazcy4 8 12 4598 4598 CD work_ifymfqj7jjbv5ldnhyofmazcy4 8 13 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 9 1 E e NN work_ifymfqj7jjbv5ldnhyofmazcy4 9 2 - - NN work_ifymfqj7jjbv5ldnhyofmazcy4 9 3 mail mail NN work_ifymfqj7jjbv5ldnhyofmazcy4 9 4 addresses address NNS work_ifymfqj7jjbv5ldnhyofmazcy4 9 5 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 9 6 WilliamsL10@cardiff.ac.uk williamsl10@cardiff.ac.uk NN work_ifymfqj7jjbv5ldnhyofmazcy4 9 7 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 9 8 L. L. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 9 9 Williams Williams NNP work_ifymfqj7jjbv5ldnhyofmazcy4 9 10 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 9 11 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 9 12 BannisterCA@cardiff BannisterCA@cardiff NNP work_ifymfqj7jjbv5ldnhyofmazcy4 9 13 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 10 1 ac.uk ac.uk NNP work_ifymfqj7jjbv5ldnhyofmazcy4 10 2 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 10 3 C. C. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 10 4 Bannister Bannister NNP work_ifymfqj7jjbv5ldnhyofmazcy4 10 5 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 10 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 10 7 Arribas-AyllonM@cardiff.ac.uk Arribas-AyllonM@cardiff.ac.uk NNP work_ifymfqj7jjbv5ldnhyofmazcy4 10 8 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 10 9 M. M. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 10 10 Arribas Arribas NNP work_ifymfqj7jjbv5ldnhyofmazcy4 10 11 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 10 12 Ayllon Ayllon NNP work_ifymfqj7jjbv5ldnhyofmazcy4 10 13 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 10 14 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 10 15 PreeceAD@cardiff.ac.uk PreeceAD@cardiff.ac.uk NNP work_ifymfqj7jjbv5ldnhyofmazcy4 10 16 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 10 17 A. A. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 10 18 Preece Preece NNP work_ifymfqj7jjbv5ldnhyofmazcy4 10 19 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 10 20 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 10 21 i.spasic@cs.cardiff.ac.uk i.spasic@cs.cardiff.ac.uk NNP work_ifymfqj7jjbv5ldnhyofmazcy4 10 22 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 10 23 I. I. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 10 24 Spasić Spasić NNP work_ifymfqj7jjbv5ldnhyofmazcy4 10 25 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 10 26 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 11 1 Lowri Lowri NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 2 Williams Williams NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 3 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 11 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 11 5 Christian Christian NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 6 Bannister Bannister NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 7 a a NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 11 9 Michael Michael NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 10 Arribas Arribas NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 11 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 11 12 Ayllon Ayllon NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 13 b b NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 14 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 11 15 Alun Alun NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 16 Preece Preece NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 17 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 11 18 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 11 19 Irena Irena NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 20 Spasić Spasić NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 21 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 11 22 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 11 23 ⇑ ⇑ CD work_ifymfqj7jjbv5ldnhyofmazcy4 11 24 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 11 25 School School NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 26 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 11 27 Computer Computer NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 28 Science Science NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 29 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 11 30 Informatics Informatics NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 31 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 11 32 Cardiff Cardiff NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 33 University University NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 34 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 11 35 5 5 CD work_ifymfqj7jjbv5ldnhyofmazcy4 11 36 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 11 37 Parade Parade NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 38 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 11 39 Cardiff Cardiff NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 40 CF24 CF24 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 41 3AA 3AA NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 42 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 11 43 UK UK NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 44 b b NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 45 School School NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 46 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 11 47 Social Social NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 48 Sciences Sciences NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 11 49 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 11 50 Cardiff Cardiff NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 51 University University NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 52 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 11 53 King King NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 54 Edward Edward NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 55 VII VII NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 56 Avenue Avenue NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 57 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 11 58 Cardiff Cardiff NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 59 CF10 CF10 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 60 3WT 3wt CD work_ifymfqj7jjbv5ldnhyofmazcy4 11 61 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 11 62 UK UK NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 63 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 11 64 r r NN work_ifymfqj7jjbv5ldnhyofmazcy4 11 65 t t NN work_ifymfqj7jjbv5ldnhyofmazcy4 11 66 i i NN work_ifymfqj7jjbv5ldnhyofmazcy4 11 67 c c NN work_ifymfqj7jjbv5ldnhyofmazcy4 11 68 l l NN work_ifymfqj7jjbv5ldnhyofmazcy4 11 69 e e NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 70 i i NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 71 n n CC work_ifymfqj7jjbv5ldnhyofmazcy4 11 72 f f NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 73 o o XX work_ifymfqj7jjbv5ldnhyofmazcy4 11 74 Article article NN work_ifymfqj7jjbv5ldnhyofmazcy4 11 75 history history NN work_ifymfqj7jjbv5ldnhyofmazcy4 11 76 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 11 77 Available available JJ work_ifymfqj7jjbv5ldnhyofmazcy4 11 78 online online JJ work_ifymfqj7jjbv5ldnhyofmazcy4 11 79 28 28 CD work_ifymfqj7jjbv5ldnhyofmazcy4 11 80 May May NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 81 2015 2015 CD work_ifymfqj7jjbv5ldnhyofmazcy4 11 82 Keywords Keywords NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 11 83 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 11 84 Emotion emotion NN work_ifymfqj7jjbv5ldnhyofmazcy4 11 85 recognition recognition NN work_ifymfqj7jjbv5ldnhyofmazcy4 11 86 Sentiment Sentiment NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 87 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 11 88 Natural natural JJ work_ifymfqj7jjbv5ldnhyofmazcy4 11 89 language language NN work_ifymfqj7jjbv5ldnhyofmazcy4 11 90 processing processing NN work_ifymfqj7jjbv5ldnhyofmazcy4 11 91 User User NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 92 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 11 93 generated generate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 11 94 content content NN work_ifymfqj7jjbv5ldnhyofmazcy4 11 95 Tagging tag VBG work_ifymfqj7jjbv5ldnhyofmazcy4 11 96 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 11 97 b b NN work_ifymfqj7jjbv5ldnhyofmazcy4 11 98 s s NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 99 t t NN work_ifymfqj7jjbv5ldnhyofmazcy4 11 100 r r NNP work_ifymfqj7jjbv5ldnhyofmazcy4 11 101 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 11 102 c c NN work_ifymfqj7jjbv5ldnhyofmazcy4 11 103 t t NN work_ifymfqj7jjbv5ldnhyofmazcy4 11 104 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 11 105 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 11 106 paper paper NN work_ifymfqj7jjbv5ldnhyofmazcy4 11 107 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 11 108 investigate investigate VBP work_ifymfqj7jjbv5ldnhyofmazcy4 11 109 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 11 110 role role NN work_ifymfqj7jjbv5ldnhyofmazcy4 11 111 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 11 112 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 11 113 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 11 114 automated automate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 11 115 approaches approach NNS work_ifymfqj7jjbv5ldnhyofmazcy4 11 116 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 11 117 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 11 118 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 11 119 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 12 1 To to TO work_ifymfqj7jjbv5ldnhyofmazcy4 12 2 estimate estimate VB work_ifymfqj7jjbv5ldnhyofmazcy4 12 3 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 12 4 degree degree NN work_ifymfqj7jjbv5ldnhyofmazcy4 12 5 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 12 6 which which WDT work_ifymfqj7jjbv5ldnhyofmazcy4 12 7 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 12 8 inclusion inclusion NN work_ifymfqj7jjbv5ldnhyofmazcy4 12 9 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 12 10 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 12 11 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 12 12 features feature NNS work_ifymfqj7jjbv5ldnhyofmazcy4 12 13 may may MD work_ifymfqj7jjbv5ldnhyofmazcy4 12 14 potentially potentially RB work_ifymfqj7jjbv5ldnhyofmazcy4 12 15 improve improve VB work_ifymfqj7jjbv5ldnhyofmazcy4 12 16 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 12 17 results result NNS work_ifymfqj7jjbv5ldnhyofmazcy4 12 18 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 12 19 traditional traditional JJ work_ifymfqj7jjbv5ldnhyofmazcy4 12 20 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 12 21 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 12 22 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 12 23 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 12 24 compared compare VBD work_ifymfqj7jjbv5ldnhyofmazcy4 12 25 our -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 12 26 results result NNS work_ifymfqj7jjbv5ldnhyofmazcy4 12 27 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 12 28 two two CD work_ifymfqj7jjbv5ldnhyofmazcy4 12 29 such such JJ work_ifymfqj7jjbv5ldnhyofmazcy4 12 30 methods method NNS work_ifymfqj7jjbv5ldnhyofmazcy4 12 31 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 13 1 First first RB work_ifymfqj7jjbv5ldnhyofmazcy4 13 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 13 3 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 13 4 support support VB work_ifymfqj7jjbv5ldnhyofmazcy4 13 5 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 13 6 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 13 7 features feature NNS work_ifymfqj7jjbv5ldnhyofmazcy4 13 8 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 13 9 collected collect VBD work_ifymfqj7jjbv5ldnhyofmazcy4 13 10 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 13 11 set set NN work_ifymfqj7jjbv5ldnhyofmazcy4 13 12 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 13 13 580 580 CD work_ifymfqj7jjbv5ldnhyofmazcy4 13 14 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 13 15 that that WDT work_ifymfqj7jjbv5ldnhyofmazcy4 13 16 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 13 17 relevant relevant JJ work_ifymfqj7jjbv5ldnhyofmazcy4 13 18 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 13 19 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 13 20 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 13 21 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 13 22 i.e. i.e. FW work_ifymfqj7jjbv5ldnhyofmazcy4 14 1 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 14 2 ones one NNS work_ifymfqj7jjbv5ldnhyofmazcy4 14 3 that that WDT work_ifymfqj7jjbv5ldnhyofmazcy4 14 4 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 14 5 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 14 6 mapped map VBN work_ifymfqj7jjbv5ldnhyofmazcy4 14 7 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 14 8 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 14 9 emotion emotion NN work_ifymfqj7jjbv5ldnhyofmazcy4 14 10 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 15 1 These these DT work_ifymfqj7jjbv5ldnhyofmazcy4 15 2 mappings mapping NNS work_ifymfqj7jjbv5ldnhyofmazcy4 15 3 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 15 4 then then RB work_ifymfqj7jjbv5ldnhyofmazcy4 15 5 obtained obtain VBN work_ifymfqj7jjbv5ldnhyofmazcy4 15 6 using use VBG work_ifymfqj7jjbv5ldnhyofmazcy4 15 7 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 15 8 web web NN work_ifymfqj7jjbv5ldnhyofmazcy4 15 9 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 15 10 based base VBN work_ifymfqj7jjbv5ldnhyofmazcy4 15 11 crowdsourcing crowdsourcing JJ work_ifymfqj7jjbv5ldnhyofmazcy4 15 12 approach approach NN work_ifymfqj7jjbv5ldnhyofmazcy4 15 13 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 16 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 16 2 quality quality NN work_ifymfqj7jjbv5ldnhyofmazcy4 16 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 16 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 16 5 crowdsourced crowdsourced JJ work_ifymfqj7jjbv5ldnhyofmazcy4 16 6 information information NN work_ifymfqj7jjbv5ldnhyofmazcy4 16 7 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 16 8 demonstrated demonstrate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 16 9 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 16 10 high high JJ work_ifymfqj7jjbv5ldnhyofmazcy4 16 11 agreement agreement NN work_ifymfqj7jjbv5ldnhyofmazcy4 16 12 among among IN work_ifymfqj7jjbv5ldnhyofmazcy4 16 13 five five CD work_ifymfqj7jjbv5ldnhyofmazcy4 16 14 independent independent JJ work_ifymfqj7jjbv5ldnhyofmazcy4 16 15 annotators annotator NNS work_ifymfqj7jjbv5ldnhyofmazcy4 16 16 calculated calculate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 16 17 using use VBG work_ifymfqj7jjbv5ldnhyofmazcy4 16 18 Krippendorff Krippendorff NNP work_ifymfqj7jjbv5ldnhyofmazcy4 16 19 ’s ’s POS work_ifymfqj7jjbv5ldnhyofmazcy4 16 20 alpha alpha NN work_ifymfqj7jjbv5ldnhyofmazcy4 16 21 coefficient coefficient NN work_ifymfqj7jjbv5ldnhyofmazcy4 16 22 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 16 23 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 16 24 = = SYM work_ifymfqj7jjbv5ldnhyofmazcy4 16 25 0.662 0.662 CD work_ifymfqj7jjbv5ldnhyofmazcy4 16 26 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 16 27 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 17 1 Second second RB work_ifymfqj7jjbv5ldnhyofmazcy4 17 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 17 3 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 17 4 evaluate evaluate VB work_ifymfqj7jjbv5ldnhyofmazcy4 17 5 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 17 6 results result NNS work_ifymfqj7jjbv5ldnhyofmazcy4 17 7 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 17 8 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 17 9 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 17 10 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 17 11 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 17 12 assembled assemble VBD work_ifymfqj7jjbv5ldnhyofmazcy4 17 13 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 17 14 corpus corpus NN work_ifymfqj7jjbv5ldnhyofmazcy4 17 15 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 17 16 sentences sentence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 17 17 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 17 18 which which WDT work_ifymfqj7jjbv5ldnhyofmazcy4 17 19 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 17 20 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 17 21 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 17 22 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 17 23 con- con- NNP work_ifymfqj7jjbv5ldnhyofmazcy4 17 24 text text NN work_ifymfqj7jjbv5ldnhyofmazcy4 17 25 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 18 1 Each each DT work_ifymfqj7jjbv5ldnhyofmazcy4 18 2 sentence sentence NN work_ifymfqj7jjbv5ldnhyofmazcy4 18 3 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 18 4 annotated annotate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 18 5 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 18 6 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 18 7 emotion emotion NN work_ifymfqj7jjbv5ldnhyofmazcy4 18 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 18 9 which which WDT work_ifymfqj7jjbv5ldnhyofmazcy4 18 10 formed form VBD work_ifymfqj7jjbv5ldnhyofmazcy4 18 11 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 18 12 basis basis NN work_ifymfqj7jjbv5ldnhyofmazcy4 18 13 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 18 14 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 18 15 gold gold JJ work_ifymfqj7jjbv5ldnhyofmazcy4 18 16 standard standard NN work_ifymfqj7jjbv5ldnhyofmazcy4 18 17 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 18 18 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 18 19 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 18 20 comparison comparison NN work_ifymfqj7jjbv5ldnhyofmazcy4 18 21 against against IN work_ifymfqj7jjbv5ldnhyofmazcy4 18 22 two two CD work_ifymfqj7jjbv5ldnhyofmazcy4 18 23 baseline baseline NN work_ifymfqj7jjbv5ldnhyofmazcy4 18 24 methods method NNS work_ifymfqj7jjbv5ldnhyofmazcy4 18 25 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 19 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 19 2 performance performance NN work_ifymfqj7jjbv5ldnhyofmazcy4 19 3 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 19 4 evaluated evaluate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 19 5 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 19 6 terms term NNS work_ifymfqj7jjbv5ldnhyofmazcy4 19 7 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 19 8 three three CD work_ifymfqj7jjbv5ldnhyofmazcy4 19 9 measures measure NNS work_ifymfqj7jjbv5ldnhyofmazcy4 19 10 – – : work_ifymfqj7jjbv5ldnhyofmazcy4 19 11 precision precision NN work_ifymfqj7jjbv5ldnhyofmazcy4 19 12 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 19 13 recall recall NN work_ifymfqj7jjbv5ldnhyofmazcy4 19 14 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 19 15 F f NN work_ifymfqj7jjbv5ldnhyofmazcy4 19 16 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 19 17 measure measure NN work_ifymfqj7jjbv5ldnhyofmazcy4 19 18 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 20 1 Overall overall RB work_ifymfqj7jjbv5ldnhyofmazcy4 20 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 20 3 our -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 20 4 approach approach NN work_ifymfqj7jjbv5ldnhyofmazcy4 20 5 achieved achieve VBD work_ifymfqj7jjbv5ldnhyofmazcy4 20 6 64 64 CD work_ifymfqj7jjbv5ldnhyofmazcy4 20 7 % % NN work_ifymfqj7jjbv5ldnhyofmazcy4 20 8 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 20 9 61 61 CD work_ifymfqj7jjbv5ldnhyofmazcy4 20 10 % % NN work_ifymfqj7jjbv5ldnhyofmazcy4 20 11 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 20 12 these these DT work_ifymfqj7jjbv5ldnhyofmazcy4 20 13 three three CD work_ifymfqj7jjbv5ldnhyofmazcy4 20 14 measures measure NNS work_ifymfqj7jjbv5ldnhyofmazcy4 20 15 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 20 16 two two CD work_ifymfqj7jjbv5ldnhyofmazcy4 20 17 experiments experiment NNS work_ifymfqj7jjbv5ldnhyofmazcy4 20 18 improving improve VBG work_ifymfqj7jjbv5ldnhyofmazcy4 20 19 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 20 20 baseline baseline NN work_ifymfqj7jjbv5ldnhyofmazcy4 20 21 results result NNS work_ifymfqj7jjbv5ldnhyofmazcy4 20 22 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 20 23 20 20 CD work_ifymfqj7jjbv5ldnhyofmazcy4 20 24 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 20 25 15 15 CD work_ifymfqj7jjbv5ldnhyofmazcy4 20 26 percent percent NN work_ifymfqj7jjbv5ldnhyofmazcy4 20 27 points point NNS work_ifymfqj7jjbv5ldnhyofmazcy4 20 28 respectively respectively RB work_ifymfqj7jjbv5ldnhyofmazcy4 20 29 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 21 1 F f NN work_ifymfqj7jjbv5ldnhyofmazcy4 21 2 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 21 3 measure measure NN work_ifymfqj7jjbv5ldnhyofmazcy4 21 4 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 21 5 significantly significantly RB work_ifymfqj7jjbv5ldnhyofmazcy4 21 6 improved improve VBN work_ifymfqj7jjbv5ldnhyofmazcy4 21 7 over over IN work_ifymfqj7jjbv5ldnhyofmazcy4 21 8 all all DT work_ifymfqj7jjbv5ldnhyofmazcy4 21 9 three three CD work_ifymfqj7jjbv5ldnhyofmazcy4 21 10 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 21 11 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 21 12 classes class NNS work_ifymfqj7jjbv5ldnhyofmazcy4 21 13 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 21 14 Positive positive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 21 15 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 21 16 Negative Negative NNP work_ifymfqj7jjbv5ldnhyofmazcy4 21 17 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 21 18 Other other JJ work_ifymfqj7jjbv5ldnhyofmazcy4 21 19 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 22 1 Most Most JJS work_ifymfqj7jjbv5ldnhyofmazcy4 22 2 notable notable JJ work_ifymfqj7jjbv5ldnhyofmazcy4 22 3 improvement improvement NN work_ifymfqj7jjbv5ldnhyofmazcy4 22 4 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 22 5 recorded record VBN work_ifymfqj7jjbv5ldnhyofmazcy4 22 6 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 22 7 classification classification NN work_ifymfqj7jjbv5ldnhyofmazcy4 22 8 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 22 9 positive positive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 22 10 sentiments sentiment NNS work_ifymfqj7jjbv5ldnhyofmazcy4 22 11 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 22 12 where where WRB work_ifymfqj7jjbv5ldnhyofmazcy4 22 13 recall recall NN work_ifymfqj7jjbv5ldnhyofmazcy4 22 14 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 22 15 improved improve VBN work_ifymfqj7jjbv5ldnhyofmazcy4 22 16 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 22 17 45 45 CD work_ifymfqj7jjbv5ldnhyofmazcy4 22 18 percent percent NN work_ifymfqj7jjbv5ldnhyofmazcy4 22 19 points point NNS work_ifymfqj7jjbv5ldnhyofmazcy4 22 20 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 22 21 both both DT work_ifymfqj7jjbv5ldnhyofmazcy4 22 22 experiments experiment NNS work_ifymfqj7jjbv5ldnhyofmazcy4 22 23 without without IN work_ifymfqj7jjbv5ldnhyofmazcy4 22 24 compromising compromise VBG work_ifymfqj7jjbv5ldnhyofmazcy4 22 25 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 22 26 precision precision NN work_ifymfqj7jjbv5ldnhyofmazcy4 22 27 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 23 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 23 2 statistical statistical JJ work_ifymfqj7jjbv5ldnhyofmazcy4 23 3 significance significance NN work_ifymfqj7jjbv5ldnhyofmazcy4 23 4 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 23 5 these these DT work_ifymfqj7jjbv5ldnhyofmazcy4 23 6 improvements improvement NNS work_ifymfqj7jjbv5ldnhyofmazcy4 23 7 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 23 8 confirmed confirm VBN work_ifymfqj7jjbv5ldnhyofmazcy4 23 9 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 23 10 McNemar McNemar NNP work_ifymfqj7jjbv5ldnhyofmazcy4 23 11 ’s ’s POS work_ifymfqj7jjbv5ldnhyofmazcy4 23 12 test test NN work_ifymfqj7jjbv5ldnhyofmazcy4 23 13 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 24 1 � � NNP work_ifymfqj7jjbv5ldnhyofmazcy4 24 2 2015 2015 CD work_ifymfqj7jjbv5ldnhyofmazcy4 24 3 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 24 4 Authors author NNS work_ifymfqj7jjbv5ldnhyofmazcy4 24 5 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 25 1 Published publish VBN work_ifymfqj7jjbv5ldnhyofmazcy4 25 2 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 25 3 Elsevier Elsevier NNP work_ifymfqj7jjbv5ldnhyofmazcy4 25 4 Ltd. Ltd. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 26 1 This this DT work_ifymfqj7jjbv5ldnhyofmazcy4 26 2 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 26 3 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 26 4 open open JJ work_ifymfqj7jjbv5ldnhyofmazcy4 26 5 access access NN work_ifymfqj7jjbv5ldnhyofmazcy4 26 6 article article NN work_ifymfqj7jjbv5ldnhyofmazcy4 26 7 under under IN work_ifymfqj7jjbv5ldnhyofmazcy4 26 8 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 26 9 CC cc NN work_ifymfqj7jjbv5ldnhyofmazcy4 26 10 BY by IN work_ifymfqj7jjbv5ldnhyofmazcy4 26 11 license license NN work_ifymfqj7jjbv5ldnhyofmazcy4 26 12 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 26 13 http:// http:// NNP work_ifymfqj7jjbv5ldnhyofmazcy4 26 14 creativecommons.org/licenses/by/4.0/ creativecommons.org/licenses/by/4.0/ NNP work_ifymfqj7jjbv5ldnhyofmazcy4 26 15 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 26 16 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 27 1 1 1 LS work_ifymfqj7jjbv5ldnhyofmazcy4 27 2 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 28 1 Introduction introduction NN work_ifymfqj7jjbv5ldnhyofmazcy4 28 2 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 28 3 proliferation proliferation NN work_ifymfqj7jjbv5ldnhyofmazcy4 28 4 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 28 5 user user NN work_ifymfqj7jjbv5ldnhyofmazcy4 28 6 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 28 7 generated generate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 28 8 content content NN work_ifymfqj7jjbv5ldnhyofmazcy4 28 9 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 28 10 e.g. e.g. RB work_ifymfqj7jjbv5ldnhyofmazcy4 29 1 product product NN work_ifymfqj7jjbv5ldnhyofmazcy4 29 2 reviews review NNS work_ifymfqj7jjbv5ldnhyofmazcy4 29 3 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 29 4 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 29 5 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 29 6 Web web NN work_ifymfqj7jjbv5ldnhyofmazcy4 29 7 2.0 2.0 CD work_ifymfqj7jjbv5ldnhyofmazcy4 29 8 provides provide VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 29 9 opportunities opportunity NNS work_ifymfqj7jjbv5ldnhyofmazcy4 29 10 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 29 11 many many JJ work_ifymfqj7jjbv5ldnhyofmazcy4 29 12 practical practical JJ work_ifymfqj7jjbv5ldnhyofmazcy4 29 13 applications application NNS work_ifymfqj7jjbv5ldnhyofmazcy4 29 14 that that WDT work_ifymfqj7jjbv5ldnhyofmazcy4 29 15 require require VBP work_ifymfqj7jjbv5ldnhyofmazcy4 29 16 consumer consumer NN work_ifymfqj7jjbv5ldnhyofmazcy4 29 17 opinion opinion NN work_ifymfqj7jjbv5ldnhyofmazcy4 29 18 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 29 19 e.g. e.g. RB work_ifymfqj7jjbv5ldnhyofmazcy4 30 1 market market NN work_ifymfqj7jjbv5ldnhyofmazcy4 30 2 research research NN work_ifymfqj7jjbv5ldnhyofmazcy4 30 3 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 30 4 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 30 5 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 30 6 alternative alternative NN work_ifymfqj7jjbv5ldnhyofmazcy4 30 7 or or CC work_ifymfqj7jjbv5ldnhyofmazcy4 30 8 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 30 9 supplement supplement NN work_ifymfqj7jjbv5ldnhyofmazcy4 30 10 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 30 11 more more RBR work_ifymfqj7jjbv5ldnhyofmazcy4 30 12 traditional traditional JJ work_ifymfqj7jjbv5ldnhyofmazcy4 30 13 qualitative qualitative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 30 14 research research NN work_ifymfqj7jjbv5ldnhyofmazcy4 30 15 methods method NNS work_ifymfqj7jjbv5ldnhyofmazcy4 30 16 such such JJ work_ifymfqj7jjbv5ldnhyofmazcy4 30 17 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 30 18 surveys survey NNS work_ifymfqj7jjbv5ldnhyofmazcy4 30 19 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 30 20 interviews interview NNS work_ifymfqj7jjbv5ldnhyofmazcy4 30 21 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 30 22 focus focus NN work_ifymfqj7jjbv5ldnhyofmazcy4 30 23 groups group NNS work_ifymfqj7jjbv5ldnhyofmazcy4 30 24 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 31 1 However however RB work_ifymfqj7jjbv5ldnhyofmazcy4 31 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 31 3 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 31 4 sheer sheer JJ work_ifymfqj7jjbv5ldnhyofmazcy4 31 5 scale scale NN work_ifymfqj7jjbv5ldnhyofmazcy4 31 6 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 31 7 text text NN work_ifymfqj7jjbv5ldnhyofmazcy4 31 8 data datum NNS work_ifymfqj7jjbv5ldnhyofmazcy4 31 9 acquired acquire VBN work_ifymfqj7jjbv5ldnhyofmazcy4 31 10 from from IN work_ifymfqj7jjbv5ldnhyofmazcy4 31 11 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 31 12 Web web NN work_ifymfqj7jjbv5ldnhyofmazcy4 31 13 poses pose NNS work_ifymfqj7jjbv5ldnhyofmazcy4 31 14 challenges challenge NNS work_ifymfqj7jjbv5ldnhyofmazcy4 31 15 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 31 16 qualitative qualitative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 31 17 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 31 18 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 32 1 Text text NN work_ifymfqj7jjbv5ldnhyofmazcy4 32 2 mining mining NN work_ifymfqj7jjbv5ldnhyofmazcy4 32 3 has have VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 32 4 emerged emerge VBN work_ifymfqj7jjbv5ldnhyofmazcy4 32 5 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 32 6 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 32 7 potential potential JJ work_ifymfqj7jjbv5ldnhyofmazcy4 32 8 solution solution NN work_ifymfqj7jjbv5ldnhyofmazcy4 32 9 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 32 10 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 32 11 problems problem NNS work_ifymfqj7jjbv5ldnhyofmazcy4 32 12 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 32 13 information information NN work_ifymfqj7jjbv5ldnhyofmazcy4 32 14 overload overload NN work_ifymfqj7jjbv5ldnhyofmazcy4 32 15 associ- associ- NN work_ifymfqj7jjbv5ldnhyofmazcy4 32 16 ated ate VBD work_ifymfqj7jjbv5ldnhyofmazcy4 32 17 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 32 18 reading read VBG work_ifymfqj7jjbv5ldnhyofmazcy4 32 19 vast vast JJ work_ifymfqj7jjbv5ldnhyofmazcy4 32 20 amounts amount NNS work_ifymfqj7jjbv5ldnhyofmazcy4 32 21 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 32 22 text text NN work_ifymfqj7jjbv5ldnhyofmazcy4 32 23 originating originate VBG work_ifymfqj7jjbv5ldnhyofmazcy4 32 24 from from IN work_ifymfqj7jjbv5ldnhyofmazcy4 32 25 diverse diverse JJ work_ifymfqj7jjbv5ldnhyofmazcy4 32 26 sources source NNS work_ifymfqj7jjbv5ldnhyofmazcy4 32 27 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 33 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 33 2 particular particular JJ work_ifymfqj7jjbv5ldnhyofmazcy4 33 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 33 4 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 33 5 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 33 6 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 33 7 or or CC work_ifymfqj7jjbv5ldnhyofmazcy4 33 8 opinion opinion NN work_ifymfqj7jjbv5ldnhyofmazcy4 33 9 mining mining NN work_ifymfqj7jjbv5ldnhyofmazcy4 33 10 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 33 11 aims aim VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 33 12 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 33 13 automatically automatically RB work_ifymfqj7jjbv5ldnhyofmazcy4 33 14 extract extract VB work_ifymfqj7jjbv5ldnhyofmazcy4 33 15 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 33 16 classify classify VB work_ifymfqj7jjbv5ldnhyofmazcy4 33 17 sentiments sentiment NNS work_ifymfqj7jjbv5ldnhyofmazcy4 33 18 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 33 19 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 33 20 subjective subjective JJ work_ifymfqj7jjbv5ldnhyofmazcy4 33 21 part part NN work_ifymfqj7jjbv5ldnhyofmazcy4 33 22 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 33 23 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 33 24 opinion opinion NN work_ifymfqj7jjbv5ldnhyofmazcy4 33 25 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 33 26 and/or and/or CC work_ifymfqj7jjbv5ldnhyofmazcy4 33 27 emotions emotion VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 33 28 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 33 29 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 33 30 projections projection NNS work_ifymfqj7jjbv5ldnhyofmazcy4 33 31 or or CC work_ifymfqj7jjbv5ldnhyofmazcy4 33 32 display display NN work_ifymfqj7jjbv5ldnhyofmazcy4 33 33 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 33 34 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 33 35 feeling feeling NN work_ifymfqj7jjbv5ldnhyofmazcy4 33 36 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 33 37 expressed express VBN work_ifymfqj7jjbv5ldnhyofmazcy4 33 38 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 33 39 text text NN work_ifymfqj7jjbv5ldnhyofmazcy4 33 40 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 33 41 Liu Liu NNP work_ifymfqj7jjbv5ldnhyofmazcy4 33 42 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 33 43 2010 2010 CD work_ifymfqj7jjbv5ldnhyofmazcy4 33 44 ; ; : work_ifymfqj7jjbv5ldnhyofmazcy4 33 45 Munezero Munezero NNP work_ifymfqj7jjbv5ldnhyofmazcy4 33 46 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 33 47 Montero Montero NNP work_ifymfqj7jjbv5ldnhyofmazcy4 33 48 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 33 49 Sutinen Sutinen NNP work_ifymfqj7jjbv5ldnhyofmazcy4 33 50 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 33 51 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 33 52 Pajunen Pajunen NNP work_ifymfqj7jjbv5ldnhyofmazcy4 33 53 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 33 54 2014 2014 CD work_ifymfqj7jjbv5ldnhyofmazcy4 33 55 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 33 56 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 34 1 Most Most JJS work_ifymfqj7jjbv5ldnhyofmazcy4 34 2 research research NN work_ifymfqj7jjbv5ldnhyofmazcy4 34 3 activities activity NNS work_ifymfqj7jjbv5ldnhyofmazcy4 34 4 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 34 5 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 34 6 domain domain NN work_ifymfqj7jjbv5ldnhyofmazcy4 34 7 have have VBP work_ifymfqj7jjbv5ldnhyofmazcy4 34 8 focused focus VBN work_ifymfqj7jjbv5ldnhyofmazcy4 34 9 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 34 10 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 34 11 problem problem NN work_ifymfqj7jjbv5ldnhyofmazcy4 34 12 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 34 13 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 34 14 classification classification NN work_ifymfqj7jjbv5ldnhyofmazcy4 34 15 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 34 16 which which WDT work_ifymfqj7jjbv5ldnhyofmazcy4 34 17 classifies classify VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 34 18 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 34 19 opinionated opinionated JJ work_ifymfqj7jjbv5ldnhyofmazcy4 34 20 text text NN work_ifymfqj7jjbv5ldnhyofmazcy4 34 21 segment segment NN work_ifymfqj7jjbv5ldnhyofmazcy4 34 22 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 34 23 e.g. e.g. RB work_ifymfqj7jjbv5ldnhyofmazcy4 35 1 phrase phrase NN work_ifymfqj7jjbv5ldnhyofmazcy4 35 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 35 3 sentence sentence NN work_ifymfqj7jjbv5ldnhyofmazcy4 35 4 or or CC work_ifymfqj7jjbv5ldnhyofmazcy4 35 5 paragraph paragraph NN work_ifymfqj7jjbv5ldnhyofmazcy4 35 6 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 35 7 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 35 8 terms term NNS work_ifymfqj7jjbv5ldnhyofmazcy4 35 9 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 35 10 its -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 35 11 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 35 12 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 35 13 positive positive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 35 14 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 35 15 negative negative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 35 16 or or CC work_ifymfqj7jjbv5ldnhyofmazcy4 35 17 neutral neutral JJ work_ifymfqj7jjbv5ldnhyofmazcy4 35 18 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 35 19 e.g. e.g. RB work_ifymfqj7jjbv5ldnhyofmazcy4 36 1 Aue Aue NNP work_ifymfqj7jjbv5ldnhyofmazcy4 36 2 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 36 3 Gamon Gamon NNP work_ifymfqj7jjbv5ldnhyofmazcy4 36 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 36 5 2005 2005 CD work_ifymfqj7jjbv5ldnhyofmazcy4 36 6 ; ; : work_ifymfqj7jjbv5ldnhyofmazcy4 36 7 Bethard Bethard NNP work_ifymfqj7jjbv5ldnhyofmazcy4 36 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 36 9 Yu Yu NNP work_ifymfqj7jjbv5ldnhyofmazcy4 36 10 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 36 11 Thornton Thornton NNP work_ifymfqj7jjbv5ldnhyofmazcy4 36 12 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 36 13 Hatzivassiloglou Hatzivassiloglou NNP work_ifymfqj7jjbv5ldnhyofmazcy4 36 14 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 36 15 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 36 16 Jurafsky Jurafsky NNP work_ifymfqj7jjbv5ldnhyofmazcy4 36 17 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 36 18 2004 2004 CD work_ifymfqj7jjbv5ldnhyofmazcy4 36 19 ; ; : work_ifymfqj7jjbv5ldnhyofmazcy4 36 20 Breck Breck NNP work_ifymfqj7jjbv5ldnhyofmazcy4 36 21 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 36 22 Choi Choi NNP work_ifymfqj7jjbv5ldnhyofmazcy4 36 23 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 36 24 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 36 25 Cardie Cardie NNP work_ifymfqj7jjbv5ldnhyofmazcy4 36 26 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 36 27 2007 2007 CD work_ifymfqj7jjbv5ldnhyofmazcy4 36 28 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 36 29 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 37 1 Features feature NNS work_ifymfqj7jjbv5ldnhyofmazcy4 37 2 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 37 3 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 37 4 support support VB work_ifymfqj7jjbv5ldnhyofmazcy4 37 5 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 37 6 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 37 7 include include VBP work_ifymfqj7jjbv5ldnhyofmazcy4 37 8 terms term NNS work_ifymfqj7jjbv5ldnhyofmazcy4 37 9 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 37 10 part part NN work_ifymfqj7jjbv5ldnhyofmazcy4 37 11 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 37 12 speech speech NN work_ifymfqj7jjbv5ldnhyofmazcy4 37 13 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 37 14 syntactic syntactic JJ work_ifymfqj7jjbv5ldnhyofmazcy4 37 15 dependencies dependency NNS work_ifymfqj7jjbv5ldnhyofmazcy4 37 16 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 37 17 negation negation NN work_ifymfqj7jjbv5ldnhyofmazcy4 37 18 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 37 19 Pang Pang NNP work_ifymfqj7jjbv5ldnhyofmazcy4 37 20 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 37 21 Lee Lee NNP work_ifymfqj7jjbv5ldnhyofmazcy4 37 22 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 37 23 2008 2008 CD work_ifymfqj7jjbv5ldnhyofmazcy4 37 24 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 37 25 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 38 1 Most most RBS work_ifymfqj7jjbv5ldnhyofmazcy4 38 2 commonly commonly RB work_ifymfqj7jjbv5ldnhyofmazcy4 38 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 38 4 opinionated opinionated JJ work_ifymfqj7jjbv5ldnhyofmazcy4 38 5 words word NNS work_ifymfqj7jjbv5ldnhyofmazcy4 38 6 that that WDT work_ifymfqj7jjbv5ldnhyofmazcy4 38 7 carry carry VBP work_ifymfqj7jjbv5ldnhyofmazcy4 38 8 subjective subjective JJ work_ifymfqj7jjbv5ldnhyofmazcy4 38 9 bias bias NN work_ifymfqj7jjbv5ldnhyofmazcy4 38 10 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 38 11 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 38 12 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 38 13 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 38 14 bag bag NN work_ifymfqj7jjbv5ldnhyofmazcy4 38 15 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 38 16 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 38 17 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 38 18 words word NNS work_ifymfqj7jjbv5ldnhyofmazcy4 38 19 approach approach NN work_ifymfqj7jjbv5ldnhyofmazcy4 38 20 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 38 21 classify classify VB work_ifymfqj7jjbv5ldnhyofmazcy4 38 22 opinions opinion NNS work_ifymfqj7jjbv5ldnhyofmazcy4 38 23 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 38 24 e.g. e.g. RB work_ifymfqj7jjbv5ldnhyofmazcy4 39 1 Attardi Attardi NNP work_ifymfqj7jjbv5ldnhyofmazcy4 39 2 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 39 3 Simi Simi NNP work_ifymfqj7jjbv5ldnhyofmazcy4 39 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 39 5 2006 2006 CD work_ifymfqj7jjbv5ldnhyofmazcy4 39 6 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 39 7 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 40 1 Opinionated opinionated JJ work_ifymfqj7jjbv5ldnhyofmazcy4 40 2 words word NNS work_ifymfqj7jjbv5ldnhyofmazcy4 40 3 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 40 4 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 40 5 utilized utilize VBN work_ifymfqj7jjbv5ldnhyofmazcy4 40 6 from from IN work_ifymfqj7jjbv5ldnhyofmazcy4 40 7 lexicons lexicon NNS work_ifymfqj7jjbv5ldnhyofmazcy4 40 8 such such JJ work_ifymfqj7jjbv5ldnhyofmazcy4 40 9 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 40 10 SentiWordNet SentiWordNet NNP work_ifymfqj7jjbv5ldnhyofmazcy4 40 11 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 40 12 Esuli Esuli NNP work_ifymfqj7jjbv5ldnhyofmazcy4 40 13 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 40 14 Sebastiani Sebastiani NNP work_ifymfqj7jjbv5ldnhyofmazcy4 40 15 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 40 16 2006 2006 CD work_ifymfqj7jjbv5ldnhyofmazcy4 40 17 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 40 18 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 40 19 WordNet WordNet NNP work_ifymfqj7jjbv5ldnhyofmazcy4 40 20 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 40 21 Affect Affect NNP work_ifymfqj7jjbv5ldnhyofmazcy4 40 22 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 40 23 Valitutti Valitutti NNP work_ifymfqj7jjbv5ldnhyofmazcy4 40 24 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 40 25 Strapparava Strapparava NNP work_ifymfqj7jjbv5ldnhyofmazcy4 40 26 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 40 27 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 40 28 Stock Stock NNP work_ifymfqj7jjbv5ldnhyofmazcy4 40 29 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 40 30 2004 2004 CD work_ifymfqj7jjbv5ldnhyofmazcy4 40 31 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 40 32 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 40 33 NRC NRC NNP work_ifymfqj7jjbv5ldnhyofmazcy4 40 34 word word NN work_ifymfqj7jjbv5ldnhyofmazcy4 40 35 – – : work_ifymfqj7jjbv5ldnhyofmazcy4 40 36 emotion emotion NNP work_ifymfqj7jjbv5ldnhyofmazcy4 40 37 association association NNP work_ifymfqj7jjbv5ldnhyofmazcy4 40 38 lexicon lexicon NN work_ifymfqj7jjbv5ldnhyofmazcy4 40 39 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 40 40 Mohammad Mohammad NNP work_ifymfqj7jjbv5ldnhyofmazcy4 40 41 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 40 42 Turney Turney NNP work_ifymfqj7jjbv5ldnhyofmazcy4 40 43 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 40 44 2010 2010 CD work_ifymfqj7jjbv5ldnhyofmazcy4 40 45 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 40 46 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 41 1 Dynamic dynamic JJ work_ifymfqj7jjbv5ldnhyofmazcy4 41 2 calcu- calcu- NN work_ifymfqj7jjbv5ldnhyofmazcy4 41 3 lation lation NN work_ifymfqj7jjbv5ldnhyofmazcy4 41 4 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 41 5 word word NN work_ifymfqj7jjbv5ldnhyofmazcy4 41 6 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 41 7 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 41 8 or or CC work_ifymfqj7jjbv5ldnhyofmazcy4 41 9 semantic semantic JJ work_ifymfqj7jjbv5ldnhyofmazcy4 41 10 orientation orientation NN work_ifymfqj7jjbv5ldnhyofmazcy4 41 11 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 41 12 based base VBN work_ifymfqj7jjbv5ldnhyofmazcy4 41 13 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 41 14 its -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 41 15 statis- statis- NNP work_ifymfqj7jjbv5ldnhyofmazcy4 41 16 tical tical NNP work_ifymfqj7jjbv5ldnhyofmazcy4 41 17 association association NNP work_ifymfqj7jjbv5ldnhyofmazcy4 41 18 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 41 19 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 41 20 set set NN work_ifymfqj7jjbv5ldnhyofmazcy4 41 21 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 41 22 positive positive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 41 23 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 41 24 negative negative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 41 25 paradigm paradigm NN work_ifymfqj7jjbv5ldnhyofmazcy4 41 26 words word NNS work_ifymfqj7jjbv5ldnhyofmazcy4 41 27 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 41 28 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 41 29 alternative alternative NN work_ifymfqj7jjbv5ldnhyofmazcy4 41 30 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 41 31 predefined predefine VBN work_ifymfqj7jjbv5ldnhyofmazcy4 41 32 lexicons lexicon NNS work_ifymfqj7jjbv5ldnhyofmazcy4 41 33 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 41 34 opinionated opinionated JJ work_ifymfqj7jjbv5ldnhyofmazcy4 41 35 words word NNS work_ifymfqj7jjbv5ldnhyofmazcy4 41 36 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 41 37 Turney Turney NNP work_ifymfqj7jjbv5ldnhyofmazcy4 41 38 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 41 39 Littman Littman NNP work_ifymfqj7jjbv5ldnhyofmazcy4 41 40 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 41 41 2003 2003 CD work_ifymfqj7jjbv5ldnhyofmazcy4 41 42 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 41 43 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 42 1 Other other JJ work_ifymfqj7jjbv5ldnhyofmazcy4 42 2 features feature NNS work_ifymfqj7jjbv5ldnhyofmazcy4 42 3 explored explore VBN work_ifymfqj7jjbv5ldnhyofmazcy4 42 4 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 42 5 senti- senti- NNP work_ifymfqj7jjbv5ldnhyofmazcy4 42 6 ment ment JJ work_ifymfqj7jjbv5ldnhyofmazcy4 42 7 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 42 8 include include VBP work_ifymfqj7jjbv5ldnhyofmazcy4 42 9 more more RBR work_ifymfqj7jjbv5ldnhyofmazcy4 42 10 complex complex JJ work_ifymfqj7jjbv5ldnhyofmazcy4 42 11 linguistic linguistic JJ work_ifymfqj7jjbv5ldnhyofmazcy4 42 12 models model NNS work_ifymfqj7jjbv5ldnhyofmazcy4 42 13 based base VBN work_ifymfqj7jjbv5ldnhyofmazcy4 42 14 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 42 15 lexical lexical JJ work_ifymfqj7jjbv5ldnhyofmazcy4 42 16 substitution substitution NN work_ifymfqj7jjbv5ldnhyofmazcy4 42 17 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 42 18 n n NN work_ifymfqj7jjbv5ldnhyofmazcy4 42 19 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 42 20 grams gram NNS work_ifymfqj7jjbv5ldnhyofmazcy4 42 21 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 42 22 phrases phrase NNS work_ifymfqj7jjbv5ldnhyofmazcy4 42 23 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 42 24 Dave Dave NNP work_ifymfqj7jjbv5ldnhyofmazcy4 42 25 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 42 26 Lawrence Lawrence NNP work_ifymfqj7jjbv5ldnhyofmazcy4 42 27 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 42 28 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 42 29 Pennock Pennock NNP work_ifymfqj7jjbv5ldnhyofmazcy4 42 30 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 42 31 2003 2003 CD work_ifymfqj7jjbv5ldnhyofmazcy4 42 32 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 42 33 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 43 1 Using use VBG work_ifymfqj7jjbv5ldnhyofmazcy4 43 2 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 43 3 n n CD work_ifymfqj7jjbv5ldnhyofmazcy4 43 4 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 43 5 gram gram NN work_ifymfqj7jjbv5ldnhyofmazcy4 43 6 graph graph NN work_ifymfqj7jjbv5ldnhyofmazcy4 43 7 based base VBN work_ifymfqj7jjbv5ldnhyofmazcy4 43 8 method method NN work_ifymfqj7jjbv5ldnhyofmazcy4 43 9 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 43 10 assign assign VB work_ifymfqj7jjbv5ldnhyofmazcy4 43 11 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 43 12 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 43 13 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 43 14 individual individual JJ work_ifymfqj7jjbv5ldnhyofmazcy4 43 15 word word NN work_ifymfqj7jjbv5ldnhyofmazcy4 43 16 senses sense NNS work_ifymfqj7jjbv5ldnhyofmazcy4 43 17 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 43 18 experiments experiment NNS work_ifymfqj7jjbv5ldnhyofmazcy4 43 19 implied imply VBD work_ifymfqj7jjbv5ldnhyofmazcy4 43 20 that that IN work_ifymfqj7jjbv5ldnhyofmazcy4 43 21 figurative figurative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 43 22 language language NN work_ifymfqj7jjbv5ldnhyofmazcy4 43 23 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 43 24 i.e. i.e. FW work_ifymfqj7jjbv5ldnhyofmazcy4 44 1 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 44 2 language language NN work_ifymfqj7jjbv5ldnhyofmazcy4 44 3 which which WDT work_ifymfqj7jjbv5ldnhyofmazcy4 44 4 digresses digress VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 44 5 from from IN work_ifymfqj7jjbv5ldnhyofmazcy4 44 6 lit- lit- RB work_ifymfqj7jjbv5ldnhyofmazcy4 44 7 eral eral JJ work_ifymfqj7jjbv5ldnhyofmazcy4 44 8 meanings meaning NNS work_ifymfqj7jjbv5ldnhyofmazcy4 44 9 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 44 10 not not RB work_ifymfqj7jjbv5ldnhyofmazcy4 44 11 only only JJ work_ifymfqj7jjbv5ldnhyofmazcy4 44 12 conveys convey VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 44 13 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 44 14 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 44 15 but but CC work_ifymfqj7jjbv5ldnhyofmazcy4 44 16 actually actually RB work_ifymfqj7jjbv5ldnhyofmazcy4 44 17 drives drive VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 44 18 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 44 19 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 44 20 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 44 21 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 44 22 sentence sentence NN work_ifymfqj7jjbv5ldnhyofmazcy4 44 23 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 44 24 Rentoumi Rentoumi NNP work_ifymfqj7jjbv5ldnhyofmazcy4 44 25 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 44 26 Vouros Vouros NNP work_ifymfqj7jjbv5ldnhyofmazcy4 44 27 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 44 28 Karkaletsis Karkaletsis NNP work_ifymfqj7jjbv5ldnhyofmazcy4 44 29 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 44 30 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 44 31 Moser Moser NNP work_ifymfqj7jjbv5ldnhyofmazcy4 44 32 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 44 33 2012 2012 CD work_ifymfqj7jjbv5ldnhyofmazcy4 44 34 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 44 35 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 45 1 Although although IN work_ifymfqj7jjbv5ldnhyofmazcy4 45 2 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 45 3 value value NN work_ifymfqj7jjbv5ldnhyofmazcy4 45 4 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 45 5 phrase phrase NN work_ifymfqj7jjbv5ldnhyofmazcy4 45 6 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 45 7 level level NN work_ifymfqj7jjbv5ldnhyofmazcy4 45 8 features feature NNS work_ifymfqj7jjbv5ldnhyofmazcy4 45 9 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 45 10 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 45 11 http://crossmark.crossref.org/dialog/?doi=10.1016/j.eswa.2015.05.039&domain=pdf http://crossmark.crossref.org/dialog/?doi=10.1016/j.eswa.2015.05.039&domain=pdf NNP work_ifymfqj7jjbv5ldnhyofmazcy4 45 12 http://creativecommons.org/licenses/by/4.0/ http://creativecommons.org/licenses/by/4.0/ ADD work_ifymfqj7jjbv5ldnhyofmazcy4 45 13 http://creativecommons.org/licenses/by/4.0/ http://creativecommons.org/licenses/by/4.0/ FW work_ifymfqj7jjbv5ldnhyofmazcy4 45 14 http://dx.doi.org/10.1016/j.eswa.2015.05.039 http://dx.doi.org/10.1016/j.eswa.2015.05.039 FW work_ifymfqj7jjbv5ldnhyofmazcy4 45 15 http://creativecommons.org/licenses/by/4.0/ http://creativecommons.org/licenses/by/4.0/ -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 45 16 mailto:WilliamsL10@cardiff.ac.uk mailto:WilliamsL10@cardiff.ac.uk NNP work_ifymfqj7jjbv5ldnhyofmazcy4 45 17 mailto:BannisterCA@cardiff.ac.uk mailto:BannisterCA@cardiff.ac.uk NNP work_ifymfqj7jjbv5ldnhyofmazcy4 45 18 mailto:BannisterCA@cardiff.ac.uk mailto:BannisterCA@cardiff.ac.uk NNP work_ifymfqj7jjbv5ldnhyofmazcy4 45 19 mailto:Arribas-AyllonM@cardiff.ac.uk mailto:Arribas-AyllonM@cardiff.ac.uk NNP work_ifymfqj7jjbv5ldnhyofmazcy4 45 20 mailto:PreeceAD@cardiff.ac.uk mailto:preecead@cardiff.ac.uk NN work_ifymfqj7jjbv5ldnhyofmazcy4 45 21 mailto:i.spasic@cs.cardiff.ac.uk mailto:i.spasic@cs.cardiff.ac.uk NN work_ifymfqj7jjbv5ldnhyofmazcy4 45 22 http://dx.doi.org/10.1016/j.eswa.2015.05.039 http://dx.doi.org/10.1016/j.eswa.2015.05.039 JJ work_ifymfqj7jjbv5ldnhyofmazcy4 45 23 http://www.sciencedirect.com/science/journal/09574174 http://www.sciencedirect.com/science/journal/09574174 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 45 24 http://www.elsevier.com/locate/eswa http://www.elsevier.com/locate/eswa NNP work_ifymfqj7jjbv5ldnhyofmazcy4 45 25 7376 7376 CD work_ifymfqj7jjbv5ldnhyofmazcy4 45 26 L. L. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 45 27 Williams Williams NNP work_ifymfqj7jjbv5ldnhyofmazcy4 45 28 et et NNP work_ifymfqj7jjbv5ldnhyofmazcy4 45 29 al al NNP work_ifymfqj7jjbv5ldnhyofmazcy4 45 30 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 46 1 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 46 2 Expert expert NN work_ifymfqj7jjbv5ldnhyofmazcy4 46 3 Systems system NNS work_ifymfqj7jjbv5ldnhyofmazcy4 46 4 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 46 5 Applications Applications NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 46 6 42 42 CD work_ifymfqj7jjbv5ldnhyofmazcy4 46 7 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 46 8 2015 2015 CD work_ifymfqj7jjbv5ldnhyofmazcy4 46 9 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 46 10 7375–7385 7375–7385 CD work_ifymfqj7jjbv5ldnhyofmazcy4 46 11 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 46 12 has have VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 46 13 been be VBN work_ifymfqj7jjbv5ldnhyofmazcy4 46 14 acknowledged acknowledge VBN work_ifymfqj7jjbv5ldnhyofmazcy4 46 15 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 46 16 Socher Socher NNP work_ifymfqj7jjbv5ldnhyofmazcy4 46 17 et et NNP work_ifymfqj7jjbv5ldnhyofmazcy4 46 18 al al NNP work_ifymfqj7jjbv5ldnhyofmazcy4 46 19 . . NNP work_ifymfqj7jjbv5ldnhyofmazcy4 46 20 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 46 21 2013 2013 CD work_ifymfqj7jjbv5ldnhyofmazcy4 46 22 ; ; : work_ifymfqj7jjbv5ldnhyofmazcy4 46 23 Wilson Wilson NNP work_ifymfqj7jjbv5ldnhyofmazcy4 46 24 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 46 25 Wiebe Wiebe NNP work_ifymfqj7jjbv5ldnhyofmazcy4 46 26 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 46 27 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 46 28 Hoffmann Hoffmann NNP work_ifymfqj7jjbv5ldnhyofmazcy4 46 29 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 46 30 2009 2009 CD work_ifymfqj7jjbv5ldnhyofmazcy4 46 31 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 46 32 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 46 33 few few JJ work_ifymfqj7jjbv5ldnhyofmazcy4 46 34 approaches approach NNS work_ifymfqj7jjbv5ldnhyofmazcy4 46 35 have have VBP work_ifymfqj7jjbv5ldnhyofmazcy4 46 36 extensively extensively RB work_ifymfqj7jjbv5ldnhyofmazcy4 46 37 explored explore VBN work_ifymfqj7jjbv5ldnhyofmazcy4 46 38 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 46 39 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 46 40 features feature NNS work_ifymfqj7jjbv5ldnhyofmazcy4 46 41 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 46 42 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 46 43 kind kind NN work_ifymfqj7jjbv5ldnhyofmazcy4 46 44 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 46 45 e.g. e.g. RB work_ifymfqj7jjbv5ldnhyofmazcy4 47 1 Thelwall Thelwall NNP work_ifymfqj7jjbv5ldnhyofmazcy4 47 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 47 3 Buckley Buckley NNP work_ifymfqj7jjbv5ldnhyofmazcy4 47 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 47 5 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 47 6 Paltoglou Paltoglou NNP work_ifymfqj7jjbv5ldnhyofmazcy4 47 7 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 47 8 2012 2012 CD work_ifymfqj7jjbv5ldnhyofmazcy4 47 9 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 47 10 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 48 1 Nonetheless nonetheless RB work_ifymfqj7jjbv5ldnhyofmazcy4 48 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 48 3 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 48 4 error error NN work_ifymfqj7jjbv5ldnhyofmazcy4 48 5 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 48 6 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 48 7 sentiment sentiment NNP work_ifymfqj7jjbv5ldnhyofmazcy4 48 8 clas- clas- NNP work_ifymfqj7jjbv5ldnhyofmazcy4 48 9 sification sification NN work_ifymfqj7jjbv5ldnhyofmazcy4 48 10 results result NNS work_ifymfqj7jjbv5ldnhyofmazcy4 48 11 often often RB work_ifymfqj7jjbv5ldnhyofmazcy4 48 12 reveals reveal VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 48 13 that that IN work_ifymfqj7jjbv5ldnhyofmazcy4 48 14 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 48 15 largest large JJS work_ifymfqj7jjbv5ldnhyofmazcy4 48 16 percentage percentage NN work_ifymfqj7jjbv5ldnhyofmazcy4 48 17 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 48 18 errors error NNS work_ifymfqj7jjbv5ldnhyofmazcy4 48 19 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 48 20 neutral neutral JJ work_ifymfqj7jjbv5ldnhyofmazcy4 48 21 classifications classification NNS work_ifymfqj7jjbv5ldnhyofmazcy4 48 22 when when WRB work_ifymfqj7jjbv5ldnhyofmazcy4 48 23 no no DT work_ifymfqj7jjbv5ldnhyofmazcy4 48 24 opinionated opinionated JJ work_ifymfqj7jjbv5ldnhyofmazcy4 48 25 words word NNS work_ifymfqj7jjbv5ldnhyofmazcy4 48 26 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 48 27 present present JJ work_ifymfqj7jjbv5ldnhyofmazcy4 48 28 or or CC work_ifymfqj7jjbv5ldnhyofmazcy4 48 29 when when WRB work_ifymfqj7jjbv5ldnhyofmazcy4 48 30 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 48 31 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 48 32 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 48 33 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 48 34 express express VB work_ifymfqj7jjbv5ldnhyofmazcy4 48 35 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 48 36 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 48 37 Balahur Balahur NNP work_ifymfqj7jjbv5ldnhyofmazcy4 48 38 et et NNP work_ifymfqj7jjbv5ldnhyofmazcy4 48 39 al al NNP work_ifymfqj7jjbv5ldnhyofmazcy4 48 40 . . NNP work_ifymfqj7jjbv5ldnhyofmazcy4 48 41 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 48 42 2010 2010 CD work_ifymfqj7jjbv5ldnhyofmazcy4 48 43 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 48 44 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 49 1 Idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 49 2 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 49 3 often often RB work_ifymfqj7jjbv5ldnhyofmazcy4 49 4 defined define VBN work_ifymfqj7jjbv5ldnhyofmazcy4 49 5 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 49 6 multi multi JJ work_ifymfqj7jjbv5ldnhyofmazcy4 49 7 - - JJ work_ifymfqj7jjbv5ldnhyofmazcy4 49 8 word word JJ work_ifymfqj7jjbv5ldnhyofmazcy4 49 9 expressions expression NNS work_ifymfqj7jjbv5ldnhyofmazcy4 49 10 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 49 11 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 49 12 mean- mean- NN work_ifymfqj7jjbv5ldnhyofmazcy4 49 13 ing ing NN work_ifymfqj7jjbv5ldnhyofmazcy4 49 14 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 49 15 which which WDT work_ifymfqj7jjbv5ldnhyofmazcy4 49 16 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 49 17 not not RB work_ifymfqj7jjbv5ldnhyofmazcy4 49 18 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 49 19 deduced deduce VBN work_ifymfqj7jjbv5ldnhyofmazcy4 49 20 from from IN work_ifymfqj7jjbv5ldnhyofmazcy4 49 21 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 49 22 literal literal JJ work_ifymfqj7jjbv5ldnhyofmazcy4 49 23 meaning meaning NN work_ifymfqj7jjbv5ldnhyofmazcy4 49 24 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 49 25 con- con- NNP work_ifymfqj7jjbv5ldnhyofmazcy4 49 26 stituent stituent NN work_ifymfqj7jjbv5ldnhyofmazcy4 49 27 words word NNS work_ifymfqj7jjbv5ldnhyofmazcy4 49 28 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 49 29 e.g. e.g. RB work_ifymfqj7jjbv5ldnhyofmazcy4 50 1 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 50 2 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 50 3 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 50 4 fish fish NN work_ifymfqj7jjbv5ldnhyofmazcy4 50 5 out out IN work_ifymfqj7jjbv5ldnhyofmazcy4 50 6 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 50 7 water water NN work_ifymfqj7jjbv5ldnhyofmazcy4 50 8 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 50 9 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 50 10 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 50 11 refer refer VB work_ifymfqj7jjbv5ldnhyofmazcy4 50 12 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 50 13 someone someone NN work_ifymfqj7jjbv5ldnhyofmazcy4 50 14 who who WP work_ifymfqj7jjbv5ldnhyofmazcy4 50 15 feels feel VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 50 16 uncomfortable uncomfortable JJ work_ifymfqj7jjbv5ldnhyofmazcy4 50 17 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 50 18 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 50 19 particular particular JJ work_ifymfqj7jjbv5ldnhyofmazcy4 50 20 situation situation NN work_ifymfqj7jjbv5ldnhyofmazcy4 50 21 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 51 1 To to TO work_ifymfqj7jjbv5ldnhyofmazcy4 51 2 distinguish distinguish VB work_ifymfqj7jjbv5ldnhyofmazcy4 51 3 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 51 4 from from IN work_ifymfqj7jjbv5ldnhyofmazcy4 51 5 related related JJ work_ifymfqj7jjbv5ldnhyofmazcy4 51 6 linguistic linguistic JJ work_ifymfqj7jjbv5ldnhyofmazcy4 51 7 categories category NNS work_ifymfqj7jjbv5ldnhyofmazcy4 51 8 such such JJ work_ifymfqj7jjbv5ldnhyofmazcy4 51 9 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 51 10 for- for- IN work_ifymfqj7jjbv5ldnhyofmazcy4 51 11 mulae mulae NNP work_ifymfqj7jjbv5ldnhyofmazcy4 51 12 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 51 13 fixed fix VBN work_ifymfqj7jjbv5ldnhyofmazcy4 51 14 phrases phrase NNS work_ifymfqj7jjbv5ldnhyofmazcy4 51 15 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 51 16 collocations collocation NNS work_ifymfqj7jjbv5ldnhyofmazcy4 51 17 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 51 18 clichés clichés NN work_ifymfqj7jjbv5ldnhyofmazcy4 51 19 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 51 20 sayings saying NNS work_ifymfqj7jjbv5ldnhyofmazcy4 51 21 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 51 22 proverbs proverb NNS work_ifymfqj7jjbv5ldnhyofmazcy4 51 23 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 51 24 allusions allusion NNS work_ifymfqj7jjbv5ldnhyofmazcy4 51 25 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 51 26 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 51 27 following follow VBG work_ifymfqj7jjbv5ldnhyofmazcy4 51 28 properties property NNS work_ifymfqj7jjbv5ldnhyofmazcy4 51 29 need need VBP work_ifymfqj7jjbv5ldnhyofmazcy4 51 30 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 51 31 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 51 32 considered consider VBN work_ifymfqj7jjbv5ldnhyofmazcy4 51 33 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 51 34 Nunberg Nunberg NNP work_ifymfqj7jjbv5ldnhyofmazcy4 51 35 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 51 36 Sag Sag NNP work_ifymfqj7jjbv5ldnhyofmazcy4 51 37 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 51 38 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 51 39 Wasow Wasow NNP work_ifymfqj7jjbv5ldnhyofmazcy4 51 40 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 51 41 1994 1994 CD work_ifymfqj7jjbv5ldnhyofmazcy4 51 42 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 51 43 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 51 44 1 1 LS work_ifymfqj7jjbv5ldnhyofmazcy4 51 45 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 52 1 Conventionality conventionality NN work_ifymfqj7jjbv5ldnhyofmazcy4 52 2 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 52 3 Their -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 52 4 meaning meaning NN work_ifymfqj7jjbv5ldnhyofmazcy4 52 5 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 52 6 not not RB work_ifymfqj7jjbv5ldnhyofmazcy4 52 7 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 52 8 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 52 9 entirely entirely RB work_ifymfqj7jjbv5ldnhyofmazcy4 52 10 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 52 11 predicted predict VBD work_ifymfqj7jjbv5ldnhyofmazcy4 52 12 from from IN work_ifymfqj7jjbv5ldnhyofmazcy4 52 13 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 52 14 constituent constituent NN work_ifymfqj7jjbv5ldnhyofmazcy4 52 15 words word NNS work_ifymfqj7jjbv5ldnhyofmazcy4 52 16 considered consider VBN work_ifymfqj7jjbv5ldnhyofmazcy4 52 17 independently independently RB work_ifymfqj7jjbv5ldnhyofmazcy4 52 18 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 53 1 2 2 LS work_ifymfqj7jjbv5ldnhyofmazcy4 53 2 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 54 1 Inflexibility inflexibility NN work_ifymfqj7jjbv5ldnhyofmazcy4 54 2 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 54 3 Their -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 54 4 syntax syntax NN work_ifymfqj7jjbv5ldnhyofmazcy4 54 5 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 54 6 restricted restrict VBN work_ifymfqj7jjbv5ldnhyofmazcy4 54 7 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 54 8 i.e. i.e. FW work_ifymfqj7jjbv5ldnhyofmazcy4 55 1 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 55 2 do do VBP work_ifymfqj7jjbv5ldnhyofmazcy4 55 3 not not RB work_ifymfqj7jjbv5ldnhyofmazcy4 55 4 vary vary VB work_ifymfqj7jjbv5ldnhyofmazcy4 55 5 much much JJ work_ifymfqj7jjbv5ldnhyofmazcy4 55 6 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 55 7 way way NN work_ifymfqj7jjbv5ldnhyofmazcy4 55 8 they -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 55 9 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 55 10 composed compose VBN work_ifymfqj7jjbv5ldnhyofmazcy4 55 11 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 56 1 3 3 LS work_ifymfqj7jjbv5ldnhyofmazcy4 56 2 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 57 1 Figuration figuration NN work_ifymfqj7jjbv5ldnhyofmazcy4 57 2 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 57 3 Idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 57 4 typically typically RB work_ifymfqj7jjbv5ldnhyofmazcy4 57 5 have have VBP work_ifymfqj7jjbv5ldnhyofmazcy4 57 6 figurative figurative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 57 7 meaning meaning NN work_ifymfqj7jjbv5ldnhyofmazcy4 57 8 stemming stem VBG work_ifymfqj7jjbv5ldnhyofmazcy4 57 9 from from IN work_ifymfqj7jjbv5ldnhyofmazcy4 57 10 metaphors metaphor NNS work_ifymfqj7jjbv5ldnhyofmazcy4 57 11 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 57 12 hyperboles hyperbole NNS work_ifymfqj7jjbv5ldnhyofmazcy4 57 13 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 57 14 other other JJ work_ifymfqj7jjbv5ldnhyofmazcy4 57 15 types type NNS work_ifymfqj7jjbv5ldnhyofmazcy4 57 16 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 57 17 figuration figuration NN work_ifymfqj7jjbv5ldnhyofmazcy4 57 18 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 58 1 4 4 LS work_ifymfqj7jjbv5ldnhyofmazcy4 58 2 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 59 1 Proverbiality proverbiality NN work_ifymfqj7jjbv5ldnhyofmazcy4 59 2 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 59 3 Idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 59 4 usually usually RB work_ifymfqj7jjbv5ldnhyofmazcy4 59 5 describe describe VBP work_ifymfqj7jjbv5ldnhyofmazcy4 59 6 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 59 7 recurrent recurrent JJ work_ifymfqj7jjbv5ldnhyofmazcy4 59 8 social social JJ work_ifymfqj7jjbv5ldnhyofmazcy4 59 9 situation situation NN work_ifymfqj7jjbv5ldnhyofmazcy4 59 10 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 60 1 5 5 CD work_ifymfqj7jjbv5ldnhyofmazcy4 60 2 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 61 1 Informality informality NN work_ifymfqj7jjbv5ldnhyofmazcy4 61 2 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 61 3 Idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 61 4 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 61 5 associated associate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 61 6 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 61 7 less less JJR work_ifymfqj7jjbv5ldnhyofmazcy4 61 8 formal formal JJ work_ifymfqj7jjbv5ldnhyofmazcy4 61 9 language language NN work_ifymfqj7jjbv5ldnhyofmazcy4 61 10 such such JJ work_ifymfqj7jjbv5ldnhyofmazcy4 61 11 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 61 12 colloquialism colloquialism NN work_ifymfqj7jjbv5ldnhyofmazcy4 61 13 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 62 1 6 6 CD work_ifymfqj7jjbv5ldnhyofmazcy4 62 2 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 63 1 Affect affect NN work_ifymfqj7jjbv5ldnhyofmazcy4 63 2 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 63 3 Idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 63 4 typically typically RB work_ifymfqj7jjbv5ldnhyofmazcy4 63 5 imply imply VBP work_ifymfqj7jjbv5ldnhyofmazcy4 63 6 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 63 7 affective affective JJ work_ifymfqj7jjbv5ldnhyofmazcy4 63 8 stance stance NN work_ifymfqj7jjbv5ldnhyofmazcy4 63 9 toward toward IN work_ifymfqj7jjbv5ldnhyofmazcy4 63 10 some- some- NN work_ifymfqj7jjbv5ldnhyofmazcy4 63 11 thing thing NN work_ifymfqj7jjbv5ldnhyofmazcy4 63 12 rather rather RB work_ifymfqj7jjbv5ldnhyofmazcy4 63 13 than than IN work_ifymfqj7jjbv5ldnhyofmazcy4 63 14 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 63 15 neutral neutral JJ work_ifymfqj7jjbv5ldnhyofmazcy4 63 16 one one NN work_ifymfqj7jjbv5ldnhyofmazcy4 63 17 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 64 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 64 2 last last JJ work_ifymfqj7jjbv5ldnhyofmazcy4 64 3 property property NN work_ifymfqj7jjbv5ldnhyofmazcy4 64 4 emphasizes emphasize VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 64 5 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 64 6 importance importance NN work_ifymfqj7jjbv5ldnhyofmazcy4 64 7 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 64 8 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 64 9 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 64 10 sen- sen- NN work_ifymfqj7jjbv5ldnhyofmazcy4 64 11 timent timent JJ work_ifymfqj7jjbv5ldnhyofmazcy4 64 12 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 64 13 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 64 14 it -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 64 15 implies imply VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 64 16 that that IN work_ifymfqj7jjbv5ldnhyofmazcy4 64 17 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 64 18 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 64 19 itself -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 64 20 may may MD work_ifymfqj7jjbv5ldnhyofmazcy4 64 21 often often RB work_ifymfqj7jjbv5ldnhyofmazcy4 64 22 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 64 23 suf- suf- RB work_ifymfqj7jjbv5ldnhyofmazcy4 64 24 ficient ficient NN work_ifymfqj7jjbv5ldnhyofmazcy4 64 25 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 64 26 determine determine VB work_ifymfqj7jjbv5ldnhyofmazcy4 64 27 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 64 28 underlying underlying JJ work_ifymfqj7jjbv5ldnhyofmazcy4 64 29 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 64 30 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 65 1 There there EX work_ifymfqj7jjbv5ldnhyofmazcy4 65 2 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 65 3 two two CD work_ifymfqj7jjbv5ldnhyofmazcy4 65 4 requirements requirement NNS work_ifymfqj7jjbv5ldnhyofmazcy4 65 5 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 65 6 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 65 7 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 65 8 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 65 9 effectively effectively RB work_ifymfqj7jjbv5ldnhyofmazcy4 65 10 utilized utilize VBN work_ifymfqj7jjbv5ldnhyofmazcy4 65 11 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 65 12 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 65 13 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 65 14 methods method NNS work_ifymfqj7jjbv5ldnhyofmazcy4 65 15 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 65 16 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 65 17 1 1 LS work_ifymfqj7jjbv5ldnhyofmazcy4 65 18 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 65 19 Idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 65 20 need need VBP work_ifymfqj7jjbv5ldnhyofmazcy4 65 21 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 65 22 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 65 23 recognized recognize VBN work_ifymfqj7jjbv5ldnhyofmazcy4 65 24 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 65 25 text text NN work_ifymfqj7jjbv5ldnhyofmazcy4 65 26 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 65 27 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 65 28 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 65 29 2 2 LS work_ifymfqj7jjbv5ldnhyofmazcy4 65 30 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 65 31 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 65 32 associated associated JJ work_ifymfqj7jjbv5ldnhyofmazcy4 65 33 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 65 34 needs need VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 65 35 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 65 36 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 65 37 explicitly explicitly RB work_ifymfqj7jjbv5ldnhyofmazcy4 65 38 encoded encode VBN work_ifymfqj7jjbv5ldnhyofmazcy4 65 39 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 66 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 66 2 inflexibility inflexibility NN work_ifymfqj7jjbv5ldnhyofmazcy4 66 3 property property NN work_ifymfqj7jjbv5ldnhyofmazcy4 66 4 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 66 5 see see VB work_ifymfqj7jjbv5ldnhyofmazcy4 66 6 property property NN work_ifymfqj7jjbv5ldnhyofmazcy4 66 7 2 2 CD work_ifymfqj7jjbv5ldnhyofmazcy4 66 8 above above IN work_ifymfqj7jjbv5ldnhyofmazcy4 66 9 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 66 10 makes make VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 66 11 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 66 12 first first JJ work_ifymfqj7jjbv5ldnhyofmazcy4 66 13 requirement requirement NN work_ifymfqj7jjbv5ldnhyofmazcy4 66 14 feasible feasible JJ work_ifymfqj7jjbv5ldnhyofmazcy4 66 15 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 67 1 Lexico lexico JJ work_ifymfqj7jjbv5ldnhyofmazcy4 67 2 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 67 3 syntactic syntactic JJ work_ifymfqj7jjbv5ldnhyofmazcy4 67 4 patterns pattern NNS work_ifymfqj7jjbv5ldnhyofmazcy4 67 5 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 67 6 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 67 7 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 67 8 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 67 9 model model VB work_ifymfqj7jjbv5ldnhyofmazcy4 67 10 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 67 11 computationally computationally RB work_ifymfqj7jjbv5ldnhyofmazcy4 67 12 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 67 13 recognize recognize VB work_ifymfqj7jjbv5ldnhyofmazcy4 67 14 their -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 67 15 occurrences occurrence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 67 16 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 67 17 text text NN work_ifymfqj7jjbv5ldnhyofmazcy4 67 18 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 68 1 A a DT work_ifymfqj7jjbv5ldnhyofmazcy4 68 2 lot lot NN work_ifymfqj7jjbv5ldnhyofmazcy4 68 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 68 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 68 5 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 68 6 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 68 7 frozen frozen JJ work_ifymfqj7jjbv5ldnhyofmazcy4 68 8 phrases phrase NNS work_ifymfqj7jjbv5ldnhyofmazcy4 68 9 such such JJ work_ifymfqj7jjbv5ldnhyofmazcy4 68 10 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 68 11 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 68 12 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 68 13 large large JJ work_ifymfqj7jjbv5ldnhyofmazcy4 68 14 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 68 15 which which WDT work_ifymfqj7jjbv5ldnhyofmazcy4 68 16 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 68 17 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 68 18 recognized recognize VBN work_ifymfqj7jjbv5ldnhyofmazcy4 68 19 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 68 20 simple simple JJ work_ifymfqj7jjbv5ldnhyofmazcy4 68 21 string string NN work_ifymfqj7jjbv5ldnhyofmazcy4 68 22 matching matching NN work_ifymfqj7jjbv5ldnhyofmazcy4 68 23 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 69 1 Syntactic syntactic JJ work_ifymfqj7jjbv5ldnhyofmazcy4 69 2 changes change NNS work_ifymfqj7jjbv5ldnhyofmazcy4 69 3 such such JJ work_ifymfqj7jjbv5ldnhyofmazcy4 69 4 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 69 5 inflection inflection NN work_ifymfqj7jjbv5ldnhyofmazcy4 69 6 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 69 7 e.g. e.g. RB work_ifymfqj7jjbv5ldnhyofmazcy4 70 1 verb verb JJ work_ifymfqj7jjbv5ldnhyofmazcy4 70 2 tense tense JJ work_ifymfqj7jjbv5ldnhyofmazcy4 70 3 change change NN work_ifymfqj7jjbv5ldnhyofmazcy4 70 4 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 70 5 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 70 6 often often RB work_ifymfqj7jjbv5ldnhyofmazcy4 70 7 seen see VBN work_ifymfqj7jjbv5ldnhyofmazcy4 70 8 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 70 9 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 70 10 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 70 11 Yusifova Yusifova NNP work_ifymfqj7jjbv5ldnhyofmazcy4 70 12 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 70 13 2013 2013 CD work_ifymfqj7jjbv5ldnhyofmazcy4 70 14 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 70 15 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 71 1 Such such JJ work_ifymfqj7jjbv5ldnhyofmazcy4 71 2 linguistic linguistic JJ work_ifymfqj7jjbv5ldnhyofmazcy4 71 3 phenomena phenomenon NNS work_ifymfqj7jjbv5ldnhyofmazcy4 71 4 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 71 5 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 71 6 mod- mod- RB work_ifymfqj7jjbv5ldnhyofmazcy4 71 7 eled ele VBN work_ifymfqj7jjbv5ldnhyofmazcy4 71 8 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 71 9 regular regular JJ work_ifymfqj7jjbv5ldnhyofmazcy4 71 10 expressions expression NNS work_ifymfqj7jjbv5ldnhyofmazcy4 71 11 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 71 12 e.g. e.g. RB work_ifymfqj7jjbv5ldnhyofmazcy4 72 1 spill[s|t|ed spill[s|t|ed NN work_ifymfqj7jjbv5ldnhyofmazcy4 72 2 ] ] -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 72 3 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 72 4 beans bean NNS work_ifymfqj7jjbv5ldnhyofmazcy4 72 5 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 73 1 More more RBR work_ifymfqj7jjbv5ldnhyofmazcy4 73 2 com- com- NN work_ifymfqj7jjbv5ldnhyofmazcy4 73 3 plex plex NN work_ifymfqj7jjbv5ldnhyofmazcy4 73 4 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 73 5 have have VBP work_ifymfqj7jjbv5ldnhyofmazcy4 73 6 variables variable NNS work_ifymfqj7jjbv5ldnhyofmazcy4 73 7 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 73 8 open open JJ work_ifymfqj7jjbv5ldnhyofmazcy4 73 9 argument argument NN work_ifymfqj7jjbv5ldnhyofmazcy4 73 10 places place NNS work_ifymfqj7jjbv5ldnhyofmazcy4 73 11 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 73 12 Jackendoff Jackendoff NNP work_ifymfqj7jjbv5ldnhyofmazcy4 73 13 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 73 14 Pinker Pinker NNP work_ifymfqj7jjbv5ldnhyofmazcy4 73 15 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 73 16 2005 2005 CD work_ifymfqj7jjbv5ldnhyofmazcy4 73 17 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 73 18 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 73 19 e.g. e.g. RB work_ifymfqj7jjbv5ldnhyofmazcy4 74 1 put put VB work_ifymfqj7jjbv5ldnhyofmazcy4 74 2 someone someone NN work_ifymfqj7jjbv5ldnhyofmazcy4 74 3 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 74 4 one one CD work_ifymfqj7jjbv5ldnhyofmazcy4 74 5 ’s ’s NN work_ifymfqj7jjbv5ldnhyofmazcy4 74 6 place place NN work_ifymfqj7jjbv5ldnhyofmazcy4 74 7 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 74 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 74 9 which which WDT work_ifymfqj7jjbv5ldnhyofmazcy4 74 10 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 74 11 still still RB work_ifymfqj7jjbv5ldnhyofmazcy4 74 12 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 74 13 modeled model VBN work_ifymfqj7jjbv5ldnhyofmazcy4 74 14 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 74 15 means mean NNS work_ifymfqj7jjbv5ldnhyofmazcy4 74 16 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 74 17 lexico lexico JJ work_ifymfqj7jjbv5ldnhyofmazcy4 74 18 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 74 19 syntactic syntactic JJ work_ifymfqj7jjbv5ldnhyofmazcy4 74 20 patterns pattern NNS work_ifymfqj7jjbv5ldnhyofmazcy4 74 21 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 74 22 e.g. e.g. RB work_ifymfqj7jjbv5ldnhyofmazcy4 75 1 put put VB work_ifymfqj7jjbv5ldnhyofmazcy4 75 2 NP NP NNP work_ifymfqj7jjbv5ldnhyofmazcy4 75 3 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 75 4 PRN PRN NNP work_ifymfqj7jjbv5ldnhyofmazcy4 75 5 ’s ’s POS work_ifymfqj7jjbv5ldnhyofmazcy4 75 6 place place NN work_ifymfqj7jjbv5ldnhyofmazcy4 75 7 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 75 8 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 75 9 recognized recognize VBN work_ifymfqj7jjbv5ldnhyofmazcy4 75 10 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 75 11 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 75 12 linguistically linguistically RB work_ifymfqj7jjbv5ldnhyofmazcy4 75 13 pre pre JJ work_ifymfqj7jjbv5ldnhyofmazcy4 75 14 - - JJ work_ifymfqj7jjbv5ldnhyofmazcy4 75 15 processed process VBN work_ifymfqj7jjbv5ldnhyofmazcy4 75 16 text text NN work_ifymfqj7jjbv5ldnhyofmazcy4 75 17 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 76 1 Less less RBR work_ifymfqj7jjbv5ldnhyofmazcy4 76 2 often often RB work_ifymfqj7jjbv5ldnhyofmazcy4 76 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 76 4 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 76 5 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 76 6 ‘ ' `` work_ifymfqj7jjbv5ldnhyofmazcy4 76 7 ‘ ' `` work_ifymfqj7jjbv5ldnhyofmazcy4 76 8 syntactically syntactically RB work_ifymfqj7jjbv5ldnhyofmazcy4 76 9 productive productive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 76 10 ’ ' '' work_ifymfqj7jjbv5ldnhyofmazcy4 76 11 ’ ' '' work_ifymfqj7jjbv5ldnhyofmazcy4 76 12 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 76 13 i.e. i.e. FW work_ifymfqj7jjbv5ldnhyofmazcy4 77 1 they -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 77 2 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 77 3 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 77 4 changed change VBN work_ifymfqj7jjbv5ldnhyofmazcy4 77 5 syntactically syntactically RB work_ifymfqj7jjbv5ldnhyofmazcy4 77 6 without without IN work_ifymfqj7jjbv5ldnhyofmazcy4 77 7 losing lose VBG work_ifymfqj7jjbv5ldnhyofmazcy4 77 8 their -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 77 9 figurative figurative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 77 10 meaning meaning NN work_ifymfqj7jjbv5ldnhyofmazcy4 77 11 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 77 12 e.g. e.g. RB work_ifymfqj7jjbv5ldnhyofmazcy4 78 1 John John NNP work_ifymfqj7jjbv5ldnhyofmazcy4 78 2 laid lay VBD work_ifymfqj7jjbv5ldnhyofmazcy4 78 3 down down RP work_ifymfqj7jjbv5ldnhyofmazcy4 78 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 78 5 law law NN work_ifymfqj7jjbv5ldnhyofmazcy4 78 6 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 78 7 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 78 8 passivized passivize VBN work_ifymfqj7jjbv5ldnhyofmazcy4 78 9 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 78 10 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 78 11 law law NN work_ifymfqj7jjbv5ldnhyofmazcy4 78 12 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 78 13 laid lay VBN work_ifymfqj7jjbv5ldnhyofmazcy4 78 14 down down RP work_ifymfqj7jjbv5ldnhyofmazcy4 78 15 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 78 16 John John NNP work_ifymfqj7jjbv5ldnhyofmazcy4 78 17 while while IN work_ifymfqj7jjbv5ldnhyofmazcy4 78 18 retaining retain VBG work_ifymfqj7jjbv5ldnhyofmazcy4 78 19 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 78 20 original original JJ work_ifymfqj7jjbv5ldnhyofmazcy4 78 21 figurative figurative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 78 22 interpretation interpretation NN work_ifymfqj7jjbv5ldnhyofmazcy4 78 23 that that WDT work_ifymfqj7jjbv5ldnhyofmazcy4 78 24 John John NNP work_ifymfqj7jjbv5ldnhyofmazcy4 78 25 enforced enforce VBD work_ifymfqj7jjbv5ldnhyofmazcy4 78 26 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 78 27 rules rule NNS work_ifymfqj7jjbv5ldnhyofmazcy4 78 28 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 78 29 Gibbs Gibbs NNP work_ifymfqj7jjbv5ldnhyofmazcy4 78 30 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 78 31 Nayak Nayak NNP work_ifymfqj7jjbv5ldnhyofmazcy4 78 32 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 78 33 1989 1989 CD work_ifymfqj7jjbv5ldnhyofmazcy4 78 34 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 78 35 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 79 1 Transformational transformational JJ work_ifymfqj7jjbv5ldnhyofmazcy4 79 2 grammars grammar NNS work_ifymfqj7jjbv5ldnhyofmazcy4 79 3 have have VBP work_ifymfqj7jjbv5ldnhyofmazcy4 79 4 been be VBN work_ifymfqj7jjbv5ldnhyofmazcy4 79 5 suggested suggest VBN work_ifymfqj7jjbv5ldnhyofmazcy4 79 6 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 79 7 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 79 8 framework framework NN work_ifymfqj7jjbv5ldnhyofmazcy4 79 9 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 79 10 handle handle VB work_ifymfqj7jjbv5ldnhyofmazcy4 79 11 more more RBR work_ifymfqj7jjbv5ldnhyofmazcy4 79 12 complex complex JJ work_ifymfqj7jjbv5ldnhyofmazcy4 79 13 syntactic syntactic JJ work_ifymfqj7jjbv5ldnhyofmazcy4 79 14 changes change NNS work_ifymfqj7jjbv5ldnhyofmazcy4 79 15 such such JJ work_ifymfqj7jjbv5ldnhyofmazcy4 79 16 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 79 17 nominalization nominalization NN work_ifymfqj7jjbv5ldnhyofmazcy4 79 18 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 79 19 e.g. e.g. RB work_ifymfqj7jjbv5ldnhyofmazcy4 80 1 you -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 80 2 blew blow VBD work_ifymfqj7jjbv5ldnhyofmazcy4 80 3 some some DT work_ifymfqj7jjbv5ldnhyofmazcy4 80 4 steam steam NN work_ifymfqj7jjbv5ldnhyofmazcy4 80 5 off off RP work_ifymfqj7jjbv5ldnhyofmazcy4 80 6 vs. vs. IN work_ifymfqj7jjbv5ldnhyofmazcy4 80 7 your -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 80 8 blowing blow VBG work_ifymfqj7jjbv5ldnhyofmazcy4 80 9 off off RP work_ifymfqj7jjbv5ldnhyofmazcy4 80 10 some some DT work_ifymfqj7jjbv5ldnhyofmazcy4 80 11 steam steam NN work_ifymfqj7jjbv5ldnhyofmazcy4 80 12 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 80 13 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 80 14 Fraser Fraser NNP work_ifymfqj7jjbv5ldnhyofmazcy4 80 15 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 80 16 1970 1970 CD work_ifymfqj7jjbv5ldnhyofmazcy4 80 17 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 80 18 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 81 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 81 2 Polish Polish NNP work_ifymfqj7jjbv5ldnhyofmazcy4 81 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 81 4 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 81 5 highly highly RB work_ifymfqj7jjbv5ldnhyofmazcy4 81 6 inflected inflect VBN work_ifymfqj7jjbv5ldnhyofmazcy4 81 7 language language NN work_ifymfqj7jjbv5ldnhyofmazcy4 81 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 81 9 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 81 10 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 81 11 recognized recognize VBN work_ifymfqj7jjbv5ldnhyofmazcy4 81 12 using use VBG work_ifymfqj7jjbv5ldnhyofmazcy4 81 13 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 81 14 cascade cascade NN work_ifymfqj7jjbv5ldnhyofmazcy4 81 15 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 81 16 regular regular JJ work_ifymfqj7jjbv5ldnhyofmazcy4 81 17 expressions expression NNS work_ifymfqj7jjbv5ldnhyofmazcy4 81 18 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 81 19 their -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 81 20 effect effect NN work_ifymfqj7jjbv5ldnhyofmazcy4 81 21 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 81 22 senti- senti- NNP work_ifymfqj7jjbv5ldnhyofmazcy4 81 23 ment ment JJ work_ifymfqj7jjbv5ldnhyofmazcy4 81 24 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 81 25 results result NNS work_ifymfqj7jjbv5ldnhyofmazcy4 81 26 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 81 27 evaluated evaluate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 81 28 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 81 29 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 81 30 corpus corpus NN work_ifymfqj7jjbv5ldnhyofmazcy4 81 31 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 81 32 product product NN work_ifymfqj7jjbv5ldnhyofmazcy4 81 33 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 81 34 service service NN work_ifymfqj7jjbv5ldnhyofmazcy4 81 35 reviews review NNS work_ifymfqj7jjbv5ldnhyofmazcy4 81 36 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 81 37 where where WRB work_ifymfqj7jjbv5ldnhyofmazcy4 81 38 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 81 39 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 81 40 found find VBN work_ifymfqj7jjbv5ldnhyofmazcy4 81 41 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 81 42 occur occur VB work_ifymfqj7jjbv5ldnhyofmazcy4 81 43 rarely rarely RB work_ifymfqj7jjbv5ldnhyofmazcy4 81 44 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 81 45 Buczynski Buczynski NNP work_ifymfqj7jjbv5ldnhyofmazcy4 81 46 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 81 47 Wawer Wawer NNP work_ifymfqj7jjbv5ldnhyofmazcy4 81 48 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 81 49 2008 2008 CD work_ifymfqj7jjbv5ldnhyofmazcy4 81 50 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 81 51 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 82 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 82 2 English English NNP work_ifymfqj7jjbv5ldnhyofmazcy4 82 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 82 4 despite despite IN work_ifymfqj7jjbv5ldnhyofmazcy4 82 5 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 82 6 obvious obvious JJ work_ifymfqj7jjbv5ldnhyofmazcy4 82 7 need need NN work_ifymfqj7jjbv5ldnhyofmazcy4 82 8 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 82 9 regular regular JJ work_ifymfqj7jjbv5ldnhyofmazcy4 82 10 expressions expression NNS work_ifymfqj7jjbv5ldnhyofmazcy4 82 11 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 82 12 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 82 13 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 82 14 usually usually RB work_ifymfqj7jjbv5ldnhyofmazcy4 82 15 recognized recognize VBN work_ifymfqj7jjbv5ldnhyofmazcy4 82 16 using use VBG work_ifymfqj7jjbv5ldnhyofmazcy4 82 17 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 82 18 lexicon lexicon NN work_ifymfqj7jjbv5ldnhyofmazcy4 82 19 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 82 20 based base VBN work_ifymfqj7jjbv5ldnhyofmazcy4 82 21 approach approach NN work_ifymfqj7jjbv5ldnhyofmazcy4 82 22 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 82 23 which which WDT work_ifymfqj7jjbv5ldnhyofmazcy4 82 24 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 82 25 only only RB work_ifymfqj7jjbv5ldnhyofmazcy4 82 26 recognize recognize VB work_ifymfqj7jjbv5ldnhyofmazcy4 82 27 those those DT work_ifymfqj7jjbv5ldnhyofmazcy4 82 28 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 82 29 that that WDT work_ifymfqj7jjbv5ldnhyofmazcy4 82 30 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 82 31 syntactically syntactically RB work_ifymfqj7jjbv5ldnhyofmazcy4 82 32 unproductive unproductive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 82 33 or or CC work_ifymfqj7jjbv5ldnhyofmazcy4 82 34 frozen frozen JJ work_ifymfqj7jjbv5ldnhyofmazcy4 82 35 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 83 1 For for IN work_ifymfqj7jjbv5ldnhyofmazcy4 83 2 example example NN work_ifymfqj7jjbv5ldnhyofmazcy4 83 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 83 4 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 83 5 Shastri Shastri NNP work_ifymfqj7jjbv5ldnhyofmazcy4 83 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 83 7 Parvathy Parvathy NNP work_ifymfqj7jjbv5ldnhyofmazcy4 83 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 83 9 Abhishek Abhishek NNP work_ifymfqj7jjbv5ldnhyofmazcy4 83 10 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 83 11 J. J. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 83 12 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 83 13 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 83 14 R. R. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 83 15 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 83 16 2010 2010 CD work_ifymfqj7jjbv5ldnhyofmazcy4 83 17 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 83 18 used use VBD work_ifymfqj7jjbv5ldnhyofmazcy4 83 19 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 83 20 dictionary dictionary NN work_ifymfqj7jjbv5ldnhyofmazcy4 83 21 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 83 22 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 83 23 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 83 24 e.g. e.g. RB work_ifymfqj7jjbv5ldnhyofmazcy4 84 1 at at IN work_ifymfqj7jjbv5ldnhyofmazcy4 84 2 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 84 3 snail snail NN work_ifymfqj7jjbv5ldnhyofmazcy4 84 4 ’s ’s POS work_ifymfqj7jjbv5ldnhyofmazcy4 84 5 pace pace NN work_ifymfqj7jjbv5ldnhyofmazcy4 84 6 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 84 7 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 84 8 order order NN work_ifymfqj7jjbv5ldnhyofmazcy4 84 9 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 84 10 recognize recognize VB work_ifymfqj7jjbv5ldnhyofmazcy4 84 11 them -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 84 12 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 84 13 text text NN work_ifymfqj7jjbv5ldnhyofmazcy4 84 14 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 84 15 map map VB work_ifymfqj7jjbv5ldnhyofmazcy4 84 16 them -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 84 17 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 84 18 their -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 84 19 abstract abstract JJ work_ifymfqj7jjbv5ldnhyofmazcy4 84 20 meaning meaning NN work_ifymfqj7jjbv5ldnhyofmazcy4 84 21 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 84 22 e.g. e.g. RB work_ifymfqj7jjbv5ldnhyofmazcy4 85 1 slow slow RB work_ifymfqj7jjbv5ldnhyofmazcy4 85 2 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 85 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 85 4 which which WDT work_ifymfqj7jjbv5ldnhyofmazcy4 85 5 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 85 6 then then RB work_ifymfqj7jjbv5ldnhyofmazcy4 85 7 utilized utilize VBN work_ifymfqj7jjbv5ldnhyofmazcy4 85 8 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 85 9 infer infer VB work_ifymfqj7jjbv5ldnhyofmazcy4 85 10 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 85 11 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 85 12 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 86 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 86 2 another another DT work_ifymfqj7jjbv5ldnhyofmazcy4 86 3 lexicon lexicon NN work_ifymfqj7jjbv5ldnhyofmazcy4 86 4 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 86 5 based base VBN work_ifymfqj7jjbv5ldnhyofmazcy4 86 6 approach approach NN work_ifymfqj7jjbv5ldnhyofmazcy4 86 7 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 86 8 Beigman Beigman NNP work_ifymfqj7jjbv5ldnhyofmazcy4 86 9 Klebanov Klebanov NNP work_ifymfqj7jjbv5ldnhyofmazcy4 86 10 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 86 11 Burstein Burstein NNP work_ifymfqj7jjbv5ldnhyofmazcy4 86 12 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 86 13 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 86 14 Madnani Madnani NNP work_ifymfqj7jjbv5ldnhyofmazcy4 86 15 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 86 16 2013 2013 CD work_ifymfqj7jjbv5ldnhyofmazcy4 86 17 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 86 18 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 86 19 idiom idiom VB work_ifymfqj7jjbv5ldnhyofmazcy4 86 20 recognition recognition NN work_ifymfqj7jjbv5ldnhyofmazcy4 86 21 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 86 22 further further RB work_ifymfqj7jjbv5ldnhyofmazcy4 86 23 limited limit VBN work_ifymfqj7jjbv5ldnhyofmazcy4 86 24 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 86 25 46 46 CD work_ifymfqj7jjbv5ldnhyofmazcy4 86 26 noun noun NN work_ifymfqj7jjbv5ldnhyofmazcy4 86 27 – – : work_ifymfqj7jjbv5ldnhyofmazcy4 86 28 noun noun NNP work_ifymfqj7jjbv5ldnhyofmazcy4 86 29 compounds compound NNS work_ifymfqj7jjbv5ldnhyofmazcy4 86 30 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 86 31 e.g. e.g. RB work_ifymfqj7jjbv5ldnhyofmazcy4 87 1 glass glass NNP work_ifymfqj7jjbv5ldnhyofmazcy4 87 2 ceil- ceil- NNP work_ifymfqj7jjbv5ldnhyofmazcy4 87 3 ing ing NNP work_ifymfqj7jjbv5ldnhyofmazcy4 87 4 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 87 5 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 88 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 88 2 use use NN work_ifymfqj7jjbv5ldnhyofmazcy4 88 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 88 4 their -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 88 5 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 88 6 profiles profile NNS work_ifymfqj7jjbv5ldnhyofmazcy4 88 7 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 88 8 found find VBN work_ifymfqj7jjbv5ldnhyofmazcy4 88 9 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 88 10 improve improve VB work_ifymfqj7jjbv5ldnhyofmazcy4 88 11 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 88 12 performance performance NN work_ifymfqj7jjbv5ldnhyofmazcy4 88 13 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 88 14 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 88 15 classification classification NN work_ifymfqj7jjbv5ldnhyofmazcy4 88 16 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 88 17 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 88 18 corpus corpus NN work_ifymfqj7jjbv5ldnhyofmazcy4 88 19 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 88 20 test test NN work_ifymfqj7jjbv5ldnhyofmazcy4 88 21 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 88 22 takers taker NNS work_ifymfqj7jjbv5ldnhyofmazcy4 88 23 essays essay NNS work_ifymfqj7jjbv5ldnhyofmazcy4 88 24 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 89 1 Our -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 89 2 own own JJ work_ifymfqj7jjbv5ldnhyofmazcy4 89 3 study study NN work_ifymfqj7jjbv5ldnhyofmazcy4 89 4 aims aim VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 89 5 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 89 6 go go VB work_ifymfqj7jjbv5ldnhyofmazcy4 89 7 beyond beyond IN work_ifymfqj7jjbv5ldnhyofmazcy4 89 8 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 89 9 lexicon lexicon NN work_ifymfqj7jjbv5ldnhyofmazcy4 89 10 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 89 11 based base VBN work_ifymfqj7jjbv5ldnhyofmazcy4 89 12 approach approach NN work_ifymfqj7jjbv5ldnhyofmazcy4 89 13 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 89 14 recognition recognition NN work_ifymfqj7jjbv5ldnhyofmazcy4 89 15 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 89 16 English english JJ work_ifymfqj7jjbv5ldnhyofmazcy4 89 17 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 89 18 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 89 19 use use VBP work_ifymfqj7jjbv5ldnhyofmazcy4 89 20 regular regular JJ work_ifymfqj7jjbv5ldnhyofmazcy4 89 21 expressions expression NNS work_ifymfqj7jjbv5ldnhyofmazcy4 89 22 instead instead RB work_ifymfqj7jjbv5ldnhyofmazcy4 89 23 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 90 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 90 2 added add VBN work_ifymfqj7jjbv5ldnhyofmazcy4 90 3 overhead overhead NN work_ifymfqj7jjbv5ldnhyofmazcy4 90 4 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 90 5 handcrafting handcraft VBG work_ifymfqj7jjbv5ldnhyofmazcy4 90 6 regular regular JJ work_ifymfqj7jjbv5ldnhyofmazcy4 90 7 expressions expression NNS work_ifymfqj7jjbv5ldnhyofmazcy4 90 8 allowed allow VBD work_ifymfqj7jjbv5ldnhyofmazcy4 90 9 us -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 90 10 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 90 11 explore explore VB work_ifymfqj7jjbv5ldnhyofmazcy4 90 12 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 90 13 much much RB work_ifymfqj7jjbv5ldnhyofmazcy4 90 14 wider wide JJR work_ifymfqj7jjbv5ldnhyofmazcy4 90 15 set set NN work_ifymfqj7jjbv5ldnhyofmazcy4 90 16 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 90 17 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 90 18 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 90 19 beyond beyond IN work_ifymfqj7jjbv5ldnhyofmazcy4 90 20 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 90 21 low low RB work_ifymfqj7jjbv5ldnhyofmazcy4 90 22 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 90 23 hanging hang VBG work_ifymfqj7jjbv5ldnhyofmazcy4 90 24 fruits fruit NNS work_ifymfqj7jjbv5ldnhyofmazcy4 90 25 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 90 26 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 90 27 part part NN work_ifymfqj7jjbv5ldnhyofmazcy4 90 28 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 90 29 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 90 30 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 90 31 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 91 1 Assuming assume VBG work_ifymfqj7jjbv5ldnhyofmazcy4 91 2 that that IN work_ifymfqj7jjbv5ldnhyofmazcy4 91 3 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 91 4 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 91 5 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 91 6 identified identify VBN work_ifymfqj7jjbv5ldnhyofmazcy4 91 7 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 91 8 text text NN work_ifymfqj7jjbv5ldnhyofmazcy4 91 9 automatically automatically RB work_ifymfqj7jjbv5ldnhyofmazcy4 91 10 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 91 11 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 91 12 need need VBP work_ifymfqj7jjbv5ldnhyofmazcy4 91 13 additional additional JJ work_ifymfqj7jjbv5ldnhyofmazcy4 91 14 knowledge knowledge NN work_ifymfqj7jjbv5ldnhyofmazcy4 91 15 about about IN work_ifymfqj7jjbv5ldnhyofmazcy4 91 16 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 91 17 underlying underlying JJ work_ifymfqj7jjbv5ldnhyofmazcy4 91 18 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 91 19 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 91 20 order order NN work_ifymfqj7jjbv5ldnhyofmazcy4 91 21 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 91 22 utilize utilize VB work_ifymfqj7jjbv5ldnhyofmazcy4 91 23 them -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 91 24 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 91 25 features feature NNS work_ifymfqj7jjbv5ldnhyofmazcy4 91 26 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 91 27 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 91 28 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 91 29 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 92 1 While while IN work_ifymfqj7jjbv5ldnhyofmazcy4 92 2 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 92 3 have have VBP work_ifymfqj7jjbv5ldnhyofmazcy4 92 4 been be VBN work_ifymfqj7jjbv5ldnhyofmazcy4 92 5 extensively extensively RB work_ifymfqj7jjbv5ldnhyofmazcy4 92 6 studied study VBN work_ifymfqj7jjbv5ldnhyofmazcy4 92 7 across across IN work_ifymfqj7jjbv5ldnhyofmazcy4 92 8 many many JJ work_ifymfqj7jjbv5ldnhyofmazcy4 92 9 disciplines discipline NNS work_ifymfqj7jjbv5ldnhyofmazcy4 92 10 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 92 11 e.g. e.g. RB work_ifymfqj7jjbv5ldnhyofmazcy4 93 1 linguistics linguistic NNS work_ifymfqj7jjbv5ldnhyofmazcy4 93 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 93 3 psychology psychology NN work_ifymfqj7jjbv5ldnhyofmazcy4 93 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 93 5 etc etc FW work_ifymfqj7jjbv5ldnhyofmazcy4 93 6 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 94 1 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 94 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 94 3 thus thus RB work_ifymfqj7jjbv5ldnhyofmazcy4 94 4 far far RB work_ifymfqj7jjbv5ldnhyofmazcy4 94 5 there there EX work_ifymfqj7jjbv5ldnhyofmazcy4 94 6 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 94 7 no no DT work_ifymfqj7jjbv5ldnhyofmazcy4 94 8 comprehen- comprehen- JJ work_ifymfqj7jjbv5ldnhyofmazcy4 94 9 sive sive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 94 10 knowledge knowledge NN work_ifymfqj7jjbv5ldnhyofmazcy4 94 11 base base NN work_ifymfqj7jjbv5ldnhyofmazcy4 94 12 that that WDT work_ifymfqj7jjbv5ldnhyofmazcy4 94 13 systematically systematically RB work_ifymfqj7jjbv5ldnhyofmazcy4 94 14 maps map VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 94 15 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 94 16 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 94 17 senti- senti- NN work_ifymfqj7jjbv5ldnhyofmazcy4 94 18 ments ment NNS work_ifymfqj7jjbv5ldnhyofmazcy4 94 19 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 95 1 This this DT work_ifymfqj7jjbv5ldnhyofmazcy4 95 2 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 95 3 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 95 4 main main JJ work_ifymfqj7jjbv5ldnhyofmazcy4 95 5 reason reason NN work_ifymfqj7jjbv5ldnhyofmazcy4 95 6 why why WRB work_ifymfqj7jjbv5ldnhyofmazcy4 95 7 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 95 8 have have VBP work_ifymfqj7jjbv5ldnhyofmazcy4 95 9 been be VBN work_ifymfqj7jjbv5ldnhyofmazcy4 95 10 underrepresented underrepresented JJ work_ifymfqj7jjbv5ldnhyofmazcy4 95 11 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 95 12 features feature NNS work_ifymfqj7jjbv5ldnhyofmazcy4 95 13 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 95 14 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 95 15 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 95 16 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 95 17 approaches approach NNS work_ifymfqj7jjbv5ldnhyofmazcy4 95 18 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 95 19 few few JJ work_ifymfqj7jjbv5ldnhyofmazcy4 95 20 exceptions exception NNS work_ifymfqj7jjbv5ldnhyofmazcy4 95 21 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 95 22 e.g. e.g. RB work_ifymfqj7jjbv5ldnhyofmazcy4 96 1 Xie Xie NNP work_ifymfqj7jjbv5ldnhyofmazcy4 96 2 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 96 3 Wang Wang NNP work_ifymfqj7jjbv5ldnhyofmazcy4 96 4 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 96 5 2014 2014 CD work_ifymfqj7jjbv5ldnhyofmazcy4 96 6 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 96 7 describe describe VB work_ifymfqj7jjbv5ldnhyofmazcy4 96 8 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 96 9 set set NN work_ifymfqj7jjbv5ldnhyofmazcy4 96 10 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 96 11 8160 8160 CD work_ifymfqj7jjbv5ldnhyofmazcy4 96 12 Chinese chinese JJ work_ifymfqj7jjbv5ldnhyofmazcy4 96 13 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 96 14 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 96 15 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 97 1 Due due IN work_ifymfqj7jjbv5ldnhyofmazcy4 97 2 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 97 3 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 97 4 subjective subjective JJ work_ifymfqj7jjbv5ldnhyofmazcy4 97 5 nat- nat- NN work_ifymfqj7jjbv5ldnhyofmazcy4 97 6 ure ure NN work_ifymfqj7jjbv5ldnhyofmazcy4 97 7 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 97 8 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 97 9 problem problem NN work_ifymfqj7jjbv5ldnhyofmazcy4 97 10 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 97 11 multiple multiple JJ work_ifymfqj7jjbv5ldnhyofmazcy4 97 12 annotations annotation NNS work_ifymfqj7jjbv5ldnhyofmazcy4 97 13 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 97 14 required require VBN work_ifymfqj7jjbv5ldnhyofmazcy4 97 15 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 97 16 order order NN work_ifymfqj7jjbv5ldnhyofmazcy4 97 17 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 97 18 either either CC work_ifymfqj7jjbv5ldnhyofmazcy4 97 19 determine determine VB work_ifymfqj7jjbv5ldnhyofmazcy4 97 20 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 97 21 prevalent prevalent JJ work_ifymfqj7jjbv5ldnhyofmazcy4 97 22 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 97 23 associated associate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 97 24 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 97 25 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 97 26 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 97 27 or or CC work_ifymfqj7jjbv5ldnhyofmazcy4 97 28 use use VB work_ifymfqj7jjbv5ldnhyofmazcy4 97 29 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 97 30 fuzzy fuzzy JJ work_ifymfqj7jjbv5ldnhyofmazcy4 97 31 logic logic NN work_ifymfqj7jjbv5ldnhyofmazcy4 97 32 approach approach NN work_ifymfqj7jjbv5ldnhyofmazcy4 97 33 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 97 34 represent represent VB work_ifymfqj7jjbv5ldnhyofmazcy4 97 35 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 97 36 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 97 37 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 97 38 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 97 39 degree degree NN work_ifymfqj7jjbv5ldnhyofmazcy4 97 40 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 97 41 truthfulness truthfulness NN work_ifymfqj7jjbv5ldnhyofmazcy4 97 42 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 97 43 falsehood falsehood NN work_ifymfqj7jjbv5ldnhyofmazcy4 97 44 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 98 1 To to TO work_ifymfqj7jjbv5ldnhyofmazcy4 98 2 support support VB work_ifymfqj7jjbv5ldnhyofmazcy4 98 3 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 98 4 task task NN work_ifymfqj7jjbv5ldnhyofmazcy4 98 5 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 98 6 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 98 7 web web NN work_ifymfqj7jjbv5ldnhyofmazcy4 98 8 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 98 9 based base VBN work_ifymfqj7jjbv5ldnhyofmazcy4 98 10 crowdsourcing crowdsourcing NN work_ifymfqj7jjbv5ldnhyofmazcy4 98 11 approach approach NN work_ifymfqj7jjbv5ldnhyofmazcy4 98 12 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 98 13 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 98 14 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 98 15 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 98 16 efficiently efficiently RB work_ifymfqj7jjbv5ldnhyofmazcy4 98 17 col- col- VB work_ifymfqj7jjbv5ldnhyofmazcy4 98 18 lect lect VB work_ifymfqj7jjbv5ldnhyofmazcy4 98 19 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 98 20 large large JJ work_ifymfqj7jjbv5ldnhyofmazcy4 98 21 amount amount NN work_ifymfqj7jjbv5ldnhyofmazcy4 98 22 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 98 23 information information NN work_ifymfqj7jjbv5ldnhyofmazcy4 98 24 relevant relevant JJ work_ifymfqj7jjbv5ldnhyofmazcy4 98 25 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 98 26 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 98 27 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 98 28 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 98 29 Greenwood Greenwood NNP work_ifymfqj7jjbv5ldnhyofmazcy4 98 30 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 98 31 Elwyn Elwyn NNP work_ifymfqj7jjbv5ldnhyofmazcy4 98 32 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 98 33 Francis Francis NNP work_ifymfqj7jjbv5ldnhyofmazcy4 98 34 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 98 35 Preece Preece NNP work_ifymfqj7jjbv5ldnhyofmazcy4 98 36 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 98 37 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 98 38 Spasić Spasić NNP work_ifymfqj7jjbv5ldnhyofmazcy4 98 39 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 98 40 2013 2013 CD work_ifymfqj7jjbv5ldnhyofmazcy4 98 41 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 98 42 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 99 1 We -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 99 2 used use VBD work_ifymfqj7jjbv5ldnhyofmazcy4 99 3 crowdsourcing crowdsource VBG work_ifymfqj7jjbv5ldnhyofmazcy4 99 4 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 99 5 systematically systematically RB work_ifymfqj7jjbv5ldnhyofmazcy4 99 6 map map VB work_ifymfqj7jjbv5ldnhyofmazcy4 99 7 580 580 CD work_ifymfqj7jjbv5ldnhyofmazcy4 99 8 English english JJ work_ifymfqj7jjbv5ldnhyofmazcy4 99 9 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 99 10 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 99 11 10 10 CD work_ifymfqj7jjbv5ldnhyofmazcy4 99 12 emotion emotion NN work_ifymfqj7jjbv5ldnhyofmazcy4 99 13 categories category NNS work_ifymfqj7jjbv5ldnhyofmazcy4 99 14 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 99 15 which which WDT work_ifymfqj7jjbv5ldnhyofmazcy4 99 16 represents represent VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 99 17 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 99 18 largest large JJS work_ifymfqj7jjbv5ldnhyofmazcy4 99 19 lexico lexico JJ work_ifymfqj7jjbv5ldnhyofmazcy4 99 20 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 99 21 semantic semantic JJ work_ifymfqj7jjbv5ldnhyofmazcy4 99 22 resource resource NN work_ifymfqj7jjbv5ldnhyofmazcy4 99 23 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 99 24 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 99 25 kind kind NN work_ifymfqj7jjbv5ldnhyofmazcy4 99 26 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 99 27 utilize utilize VB work_ifymfqj7jjbv5ldnhyofmazcy4 99 28 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 99 29 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 99 30 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 99 31 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 100 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 100 2 purpose purpose NN work_ifymfqj7jjbv5ldnhyofmazcy4 100 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 100 4 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 100 5 paper paper NN work_ifymfqj7jjbv5ldnhyofmazcy4 100 6 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 100 7 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 100 8 study study VB work_ifymfqj7jjbv5ldnhyofmazcy4 100 9 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 100 10 effect effect NN work_ifymfqj7jjbv5ldnhyofmazcy4 100 11 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 100 12 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 100 13 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 100 14 sen- sen- NN work_ifymfqj7jjbv5ldnhyofmazcy4 100 15 timent timent JJ work_ifymfqj7jjbv5ldnhyofmazcy4 100 16 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 100 17 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 101 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 101 2 study study NN work_ifymfqj7jjbv5ldnhyofmazcy4 101 3 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 101 4 designed design VBN work_ifymfqj7jjbv5ldnhyofmazcy4 101 5 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 101 6 follows follow VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 101 7 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 101 8 see see VB work_ifymfqj7jjbv5ldnhyofmazcy4 101 9 Fig Fig NNP work_ifymfqj7jjbv5ldnhyofmazcy4 101 10 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 102 1 1 1 LS work_ifymfqj7jjbv5ldnhyofmazcy4 102 2 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 102 3 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 102 4 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 102 5 1 1 LS work_ifymfqj7jjbv5ldnhyofmazcy4 102 6 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 102 7 collect collect VB work_ifymfqj7jjbv5ldnhyofmazcy4 102 8 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 102 9 set set NN work_ifymfqj7jjbv5ldnhyofmazcy4 102 10 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 102 11 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 102 12 that that WDT work_ifymfqj7jjbv5ldnhyofmazcy4 102 13 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 102 14 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 102 15 mapped map VBN work_ifymfqj7jjbv5ldnhyofmazcy4 102 16 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 102 17 sentiments sentiment NNS work_ifymfqj7jjbv5ldnhyofmazcy4 102 18 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 102 19 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 102 20 2 2 LS work_ifymfqj7jjbv5ldnhyofmazcy4 102 21 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 102 22 map map VB work_ifymfqj7jjbv5ldnhyofmazcy4 102 23 individual individual JJ work_ifymfqj7jjbv5ldnhyofmazcy4 102 24 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 102 25 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 102 26 sentiments sentiment NNS work_ifymfqj7jjbv5ldnhyofmazcy4 102 27 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 102 28 order order NN work_ifymfqj7jjbv5ldnhyofmazcy4 102 29 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 102 30 support support VB work_ifymfqj7jjbv5ldnhyofmazcy4 102 31 them -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 102 32 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 102 33 fea- fea- DT work_ifymfqj7jjbv5ldnhyofmazcy4 102 34 tures ture NNS work_ifymfqj7jjbv5ldnhyofmazcy4 102 35 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 102 36 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 102 37 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 102 38 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 102 39 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 102 40 3 3 LS work_ifymfqj7jjbv5ldnhyofmazcy4 102 41 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 102 42 assemble assemble VB work_ifymfqj7jjbv5ldnhyofmazcy4 102 43 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 102 44 corpus corpus NN work_ifymfqj7jjbv5ldnhyofmazcy4 102 45 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 102 46 sentences sentence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 102 47 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 102 48 which which WDT work_ifymfqj7jjbv5ldnhyofmazcy4 102 49 these these DT work_ifymfqj7jjbv5ldnhyofmazcy4 102 50 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 102 51 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 102 52 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 102 53 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 102 54 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 102 55 4 4 LS work_ifymfqj7jjbv5ldnhyofmazcy4 102 56 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 102 57 annotate annotate JJ work_ifymfqj7jjbv5ldnhyofmazcy4 102 58 sentences sentence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 102 59 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 102 60 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 102 61 cor- cor- NN work_ifymfqj7jjbv5ldnhyofmazcy4 102 62 pus pus NN work_ifymfqj7jjbv5ldnhyofmazcy4 102 63 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 102 64 sentiments sentiment NNS work_ifymfqj7jjbv5ldnhyofmazcy4 102 65 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 102 66 order order NN work_ifymfqj7jjbv5ldnhyofmazcy4 102 67 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 102 68 create create VB work_ifymfqj7jjbv5ldnhyofmazcy4 102 69 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 102 70 gold gold JJ work_ifymfqj7jjbv5ldnhyofmazcy4 102 71 standard standard NN work_ifymfqj7jjbv5ldnhyofmazcy4 102 72 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 102 73 senti- senti- NNP work_ifymfqj7jjbv5ldnhyofmazcy4 102 74 ment ment JJ work_ifymfqj7jjbv5ldnhyofmazcy4 102 75 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 102 76 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 102 77 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 102 78 5 5 LS work_ifymfqj7jjbv5ldnhyofmazcy4 102 79 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 102 80 implement implement VB work_ifymfqj7jjbv5ldnhyofmazcy4 102 81 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 102 82 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 102 83 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 102 84 approach approach NN work_ifymfqj7jjbv5ldnhyofmazcy4 102 85 that that WDT work_ifymfqj7jjbv5ldnhyofmazcy4 102 86 incorporates incorporate VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 102 87 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 102 88 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 102 89 features feature NNS work_ifymfqj7jjbv5ldnhyofmazcy4 102 90 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 102 91 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 102 92 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 102 93 6 6 LS work_ifymfqj7jjbv5ldnhyofmazcy4 102 94 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 102 95 compare compare VB work_ifymfqj7jjbv5ldnhyofmazcy4 102 96 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 102 97 evaluation evaluation NN work_ifymfqj7jjbv5ldnhyofmazcy4 102 98 results result NNS work_ifymfqj7jjbv5ldnhyofmazcy4 102 99 against against IN work_ifymfqj7jjbv5ldnhyofmazcy4 102 100 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 102 101 traditional traditional JJ work_ifymfqj7jjbv5ldnhyofmazcy4 102 102 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 102 103 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 102 104 approach approach NN work_ifymfqj7jjbv5ldnhyofmazcy4 102 105 using use VBG work_ifymfqj7jjbv5ldnhyofmazcy4 102 106 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 102 107 gold gold JJ work_ifymfqj7jjbv5ldnhyofmazcy4 102 108 standard standard NN work_ifymfqj7jjbv5ldnhyofmazcy4 102 109 created create VBN work_ifymfqj7jjbv5ldnhyofmazcy4 102 110 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 102 111 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 102 112 4 4 CD work_ifymfqj7jjbv5ldnhyofmazcy4 102 113 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 102 114 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 103 1 2 2 LS work_ifymfqj7jjbv5ldnhyofmazcy4 103 2 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 104 1 Data datum NNS work_ifymfqj7jjbv5ldnhyofmazcy4 104 2 collection collection NN work_ifymfqj7jjbv5ldnhyofmazcy4 104 3 2.1 2.1 CD work_ifymfqj7jjbv5ldnhyofmazcy4 104 4 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 105 1 Idioms idioms IN work_ifymfqj7jjbv5ldnhyofmazcy4 105 2 Idioms Idioms NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 105 3 pose pose VBP work_ifymfqj7jjbv5ldnhyofmazcy4 105 4 considerable considerable JJ work_ifymfqj7jjbv5ldnhyofmazcy4 105 5 difficulties difficulty NNS work_ifymfqj7jjbv5ldnhyofmazcy4 105 6 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 105 7 English english JJ work_ifymfqj7jjbv5ldnhyofmazcy4 105 8 language language NN work_ifymfqj7jjbv5ldnhyofmazcy4 105 9 learn- learn- NNP work_ifymfqj7jjbv5ldnhyofmazcy4 105 10 ers ers NNP work_ifymfqj7jjbv5ldnhyofmazcy4 105 11 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 106 1 Failure failure NN work_ifymfqj7jjbv5ldnhyofmazcy4 106 2 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 106 3 understand understand VB work_ifymfqj7jjbv5ldnhyofmazcy4 106 4 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 106 5 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 106 6 context context NN work_ifymfqj7jjbv5ldnhyofmazcy4 106 7 significantly significantly RB work_ifymfqj7jjbv5ldnhyofmazcy4 106 8 affects affect VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 106 9 one one PRP work_ifymfqj7jjbv5ldnhyofmazcy4 106 10 ’s ’s POS work_ifymfqj7jjbv5ldnhyofmazcy4 106 11 understanding understanding NN work_ifymfqj7jjbv5ldnhyofmazcy4 106 12 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 106 13 language language NN work_ifymfqj7jjbv5ldnhyofmazcy4 106 14 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 106 15 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 106 16 variety variety NN work_ifymfqj7jjbv5ldnhyofmazcy4 106 17 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 106 18 personal personal JJ work_ifymfqj7jjbv5ldnhyofmazcy4 106 19 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 106 20 pro- pro- NN work_ifymfqj7jjbv5ldnhyofmazcy4 106 21 fessional fessional JJ work_ifymfqj7jjbv5ldnhyofmazcy4 106 22 situations situation NNS work_ifymfqj7jjbv5ldnhyofmazcy4 106 23 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 106 24 Nippold Nippold NNP work_ifymfqj7jjbv5ldnhyofmazcy4 106 25 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 106 26 Martin Martin NNP work_ifymfqj7jjbv5ldnhyofmazcy4 106 27 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 106 28 1989 1989 CD work_ifymfqj7jjbv5ldnhyofmazcy4 106 29 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 106 30 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 107 1 It -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 107 2 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 107 3 therefore therefore RB work_ifymfqj7jjbv5ldnhyofmazcy4 107 4 not not RB work_ifymfqj7jjbv5ldnhyofmazcy4 107 5 surprising surprising JJ work_ifymfqj7jjbv5ldnhyofmazcy4 107 6 that that IN work_ifymfqj7jjbv5ldnhyofmazcy4 107 7 most most RBS work_ifymfqj7jjbv5ldnhyofmazcy4 107 8 syllabi syllabi JJ work_ifymfqj7jjbv5ldnhyofmazcy4 107 9 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 107 10 English English NNP work_ifymfqj7jjbv5ldnhyofmazcy4 107 11 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 107 12 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 107 13 second second JJ work_ifymfqj7jjbv5ldnhyofmazcy4 107 14 language language NN work_ifymfqj7jjbv5ldnhyofmazcy4 107 15 pay pay NN work_ifymfqj7jjbv5ldnhyofmazcy4 107 16 special special JJ work_ifymfqj7jjbv5ldnhyofmazcy4 107 17 attention attention NN work_ifymfqj7jjbv5ldnhyofmazcy4 107 18 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 107 19 studying study VBG work_ifymfqj7jjbv5ldnhyofmazcy4 107 20 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 107 21 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 107 22 Liu Liu NNP work_ifymfqj7jjbv5ldnhyofmazcy4 107 23 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 107 24 2003 2003 CD work_ifymfqj7jjbv5ldnhyofmazcy4 107 25 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 107 26 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 108 1 As as IN work_ifymfqj7jjbv5ldnhyofmazcy4 108 2 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 108 3 result result NN work_ifymfqj7jjbv5ldnhyofmazcy4 108 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 108 5 there there EX work_ifymfqj7jjbv5ldnhyofmazcy4 108 6 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 108 7 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 108 8 abundance abundance NN work_ifymfqj7jjbv5ldnhyofmazcy4 108 9 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 108 10 teaching teach VBG work_ifymfqj7jjbv5ldnhyofmazcy4 108 11 material material NN work_ifymfqj7jjbv5ldnhyofmazcy4 108 12 dedicated dedicate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 108 13 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 108 14 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 108 15 study study NN work_ifymfqj7jjbv5ldnhyofmazcy4 108 16 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 108 17 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 108 18 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 109 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 109 2 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 109 3 study study NN work_ifymfqj7jjbv5ldnhyofmazcy4 109 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 109 5 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 109 6 relied rely VBD work_ifymfqj7jjbv5ldnhyofmazcy4 109 7 upon upon IN work_ifymfqj7jjbv5ldnhyofmazcy4 109 8 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 109 9 educational educational JJ work_ifymfqj7jjbv5ldnhyofmazcy4 109 10 web web NN work_ifymfqj7jjbv5ldnhyofmazcy4 109 11 site site NN work_ifymfqj7jjbv5ldnhyofmazcy4 109 12 – – : work_ifymfqj7jjbv5ldnhyofmazcy4 109 13 Learn learn VB work_ifymfqj7jjbv5ldnhyofmazcy4 109 14 English English NNP work_ifymfqj7jjbv5ldnhyofmazcy4 109 15 Today today NN work_ifymfqj7jjbv5ldnhyofmazcy4 109 16 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 109 17 Learn Learn NNP work_ifymfqj7jjbv5ldnhyofmazcy4 109 18 English English NNP work_ifymfqj7jjbv5ldnhyofmazcy4 109 19 Today Today NNP work_ifymfqj7jjbv5ldnhyofmazcy4 109 20 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 109 21 2013 2013 CD work_ifymfqj7jjbv5ldnhyofmazcy4 109 22 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 109 23 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 109 24 which which WDT work_ifymfqj7jjbv5ldnhyofmazcy4 109 25 organizes organize VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 109 26 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 109 27 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 109 28 themes theme NNS work_ifymfqj7jjbv5ldnhyofmazcy4 109 29 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 109 30 many many JJ work_ifymfqj7jjbv5ldnhyofmazcy4 109 31 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 109 32 which which WDT work_ifymfqj7jjbv5ldnhyofmazcy4 109 33 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 109 34 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 109 35 mapped map VBN work_ifymfqj7jjbv5ldnhyofmazcy4 109 36 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 109 37 emotions emotion NNS work_ifymfqj7jjbv5ldnhyofmazcy4 109 38 either either CC work_ifymfqj7jjbv5ldnhyofmazcy4 109 39 directly directly RB work_ifymfqj7jjbv5ldnhyofmazcy4 109 40 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 109 41 e.g. e.g. RB work_ifymfqj7jjbv5ldnhyofmazcy4 110 1 Happiness Happiness NNP work_ifymfqj7jjbv5ldnhyofmazcy4 110 2 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 110 3 Sadness Sadness NNP work_ifymfqj7jjbv5ldnhyofmazcy4 110 4 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 110 5 or or CC work_ifymfqj7jjbv5ldnhyofmazcy4 110 6 indirectly indirectly RB work_ifymfqj7jjbv5ldnhyofmazcy4 110 7 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 110 8 e.g. e.g. RB work_ifymfqj7jjbv5ldnhyofmazcy4 111 1 Success Success NNP work_ifymfqj7jjbv5ldnhyofmazcy4 111 2 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 111 3 Failure Failure NNP work_ifymfqj7jjbv5ldnhyofmazcy4 111 4 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 111 5 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 112 1 We -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 112 2 focused focus VBD work_ifymfqj7jjbv5ldnhyofmazcy4 112 3 specifically specifically RB work_ifymfqj7jjbv5ldnhyofmazcy4 112 4 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 112 5 emotion emotion NN work_ifymfqj7jjbv5ldnhyofmazcy4 112 6 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 112 7 related relate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 112 8 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 112 9 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 112 10 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 112 11 these these DT work_ifymfqj7jjbv5ldnhyofmazcy4 112 12 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 112 13 anticipated anticipate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 112 14 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 112 15 have have VB work_ifymfqj7jjbv5ldnhyofmazcy4 112 16 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 112 17 substantial substantial JJ work_ifymfqj7jjbv5ldnhyofmazcy4 112 18 impact impact NN work_ifymfqj7jjbv5ldnhyofmazcy4 112 19 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 112 20 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 112 21 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 112 22 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 113 1 We -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 113 2 selected select VBD work_ifymfqj7jjbv5ldnhyofmazcy4 113 3 16 16 CD work_ifymfqj7jjbv5ldnhyofmazcy4 113 4 out out IN work_ifymfqj7jjbv5ldnhyofmazcy4 113 5 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 113 6 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 113 7 total total NN work_ifymfqj7jjbv5ldnhyofmazcy4 113 8 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 113 9 60 60 CD work_ifymfqj7jjbv5ldnhyofmazcy4 113 10 available available JJ work_ifymfqj7jjbv5ldnhyofmazcy4 113 11 themes theme NNS work_ifymfqj7jjbv5ldnhyofmazcy4 113 12 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 113 13 listed list VBN work_ifymfqj7jjbv5ldnhyofmazcy4 113 14 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 113 15 Table table NN work_ifymfqj7jjbv5ldnhyofmazcy4 113 16 1 1 CD work_ifymfqj7jjbv5ldnhyofmazcy4 113 17 together together RB work_ifymfqj7jjbv5ldnhyofmazcy4 113 18 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 113 19 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 113 20 number number NN work_ifymfqj7jjbv5ldnhyofmazcy4 113 21 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 113 22 associated associate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 113 23 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 113 24 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 114 1 A a DT work_ifymfqj7jjbv5ldnhyofmazcy4 114 2 total total NN work_ifymfqj7jjbv5ldnhyofmazcy4 114 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 114 4 580 580 CD work_ifymfqj7jjbv5ldnhyofmazcy4 114 5 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 114 6 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 114 7 collected collect VBN work_ifymfqj7jjbv5ldnhyofmazcy4 114 8 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 115 1 Fig fig NN work_ifymfqj7jjbv5ldnhyofmazcy4 115 2 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 116 1 1 1 LS work_ifymfqj7jjbv5ldnhyofmazcy4 116 2 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 117 1 An an DT work_ifymfqj7jjbv5ldnhyofmazcy4 117 2 overview overview NN work_ifymfqj7jjbv5ldnhyofmazcy4 117 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 117 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 117 5 study study NN work_ifymfqj7jjbv5ldnhyofmazcy4 117 6 design design NN work_ifymfqj7jjbv5ldnhyofmazcy4 117 7 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 118 1 Table table NN work_ifymfqj7jjbv5ldnhyofmazcy4 118 2 1 1 CD work_ifymfqj7jjbv5ldnhyofmazcy4 118 3 Distribution distribution NN work_ifymfqj7jjbv5ldnhyofmazcy4 118 4 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 118 5 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 118 6 across across IN work_ifymfqj7jjbv5ldnhyofmazcy4 118 7 themes theme NNS work_ifymfqj7jjbv5ldnhyofmazcy4 118 8 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 119 1 Theme Theme NNP work_ifymfqj7jjbv5ldnhyofmazcy4 119 2 Total Total NNP work_ifymfqj7jjbv5ldnhyofmazcy4 119 3 Theme Theme NNP work_ifymfqj7jjbv5ldnhyofmazcy4 119 4 Total Total NNP work_ifymfqj7jjbv5ldnhyofmazcy4 119 5 Anger Anger NNP work_ifymfqj7jjbv5ldnhyofmazcy4 119 6 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 119 7 Annoyance annoyance NN work_ifymfqj7jjbv5ldnhyofmazcy4 119 8 45 45 CD work_ifymfqj7jjbv5ldnhyofmazcy4 119 9 Mistakes Mistakes NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 119 10 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 119 11 Errors error NNS work_ifymfqj7jjbv5ldnhyofmazcy4 119 12 5 5 CD work_ifymfqj7jjbv5ldnhyofmazcy4 119 13 Anxiety Anxiety NNP work_ifymfqj7jjbv5ldnhyofmazcy4 119 14 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 119 15 Fear fear NN work_ifymfqj7jjbv5ldnhyofmazcy4 119 16 14 14 CD work_ifymfqj7jjbv5ldnhyofmazcy4 119 17 Politeness politeness NN work_ifymfqj7jjbv5ldnhyofmazcy4 119 18 8 8 CD work_ifymfqj7jjbv5ldnhyofmazcy4 119 19 Arguments argument NNS work_ifymfqj7jjbv5ldnhyofmazcy4 119 20 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 119 21 Disagreements disagreement NNS work_ifymfqj7jjbv5ldnhyofmazcy4 119 22 37 37 CD work_ifymfqj7jjbv5ldnhyofmazcy4 119 23 Problems problem NNS work_ifymfqj7jjbv5ldnhyofmazcy4 119 24 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 119 25 Difficulties difficulty NNS work_ifymfqj7jjbv5ldnhyofmazcy4 119 26 57 57 CD work_ifymfqj7jjbv5ldnhyofmazcy4 119 27 Enthusiasm Enthusiasm NNP work_ifymfqj7jjbv5ldnhyofmazcy4 119 28 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 119 29 Motivation Motivation NNP work_ifymfqj7jjbv5ldnhyofmazcy4 119 30 10 10 CD work_ifymfqj7jjbv5ldnhyofmazcy4 119 31 Safety Safety NNP work_ifymfqj7jjbv5ldnhyofmazcy4 119 32 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 119 33 Danger Danger NNP work_ifymfqj7jjbv5ldnhyofmazcy4 119 34 27 27 CD work_ifymfqj7jjbv5ldnhyofmazcy4 119 35 Feelings Feelings NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 119 36 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 119 37 Emotions emotion NNS work_ifymfqj7jjbv5ldnhyofmazcy4 119 38 48 48 CD work_ifymfqj7jjbv5ldnhyofmazcy4 119 39 Sleep sleep NN work_ifymfqj7jjbv5ldnhyofmazcy4 119 40 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 119 41 Tiredness tiredness NN work_ifymfqj7jjbv5ldnhyofmazcy4 119 42 11 11 CD work_ifymfqj7jjbv5ldnhyofmazcy4 119 43 Fun Fun NNP work_ifymfqj7jjbv5ldnhyofmazcy4 119 44 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 119 45 Enjoyment Enjoyment NNP work_ifymfqj7jjbv5ldnhyofmazcy4 119 46 22 22 CD work_ifymfqj7jjbv5ldnhyofmazcy4 119 47 Success Success NNP work_ifymfqj7jjbv5ldnhyofmazcy4 119 48 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 119 49 Failure Failure NNP work_ifymfqj7jjbv5ldnhyofmazcy4 119 50 84 84 CD work_ifymfqj7jjbv5ldnhyofmazcy4 119 51 Happiness Happiness NNP work_ifymfqj7jjbv5ldnhyofmazcy4 119 52 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 119 53 Sadness Sadness NNP work_ifymfqj7jjbv5ldnhyofmazcy4 119 54 21 21 CD work_ifymfqj7jjbv5ldnhyofmazcy4 119 55 Surprise Surprise NNP work_ifymfqj7jjbv5ldnhyofmazcy4 119 56 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 119 57 Disbelief Disbelief NNP work_ifymfqj7jjbv5ldnhyofmazcy4 119 58 16 16 CD work_ifymfqj7jjbv5ldnhyofmazcy4 119 59 Madness Madness NNP work_ifymfqj7jjbv5ldnhyofmazcy4 119 60 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 119 61 Insanity Insanity NNP work_ifymfqj7jjbv5ldnhyofmazcy4 119 62 11 11 CD work_ifymfqj7jjbv5ldnhyofmazcy4 119 63 Violence violence NN work_ifymfqj7jjbv5ldnhyofmazcy4 119 64 6 6 CD work_ifymfqj7jjbv5ldnhyofmazcy4 119 65 Table table NN work_ifymfqj7jjbv5ldnhyofmazcy4 119 66 2 2 CD work_ifymfqj7jjbv5ldnhyofmazcy4 119 67 Distribution distribution NN work_ifymfqj7jjbv5ldnhyofmazcy4 119 68 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 119 69 sentences sentence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 119 70 across across IN work_ifymfqj7jjbv5ldnhyofmazcy4 119 71 themes theme NNS work_ifymfqj7jjbv5ldnhyofmazcy4 119 72 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 120 1 Theme Theme NNP work_ifymfqj7jjbv5ldnhyofmazcy4 120 2 Total Total NNP work_ifymfqj7jjbv5ldnhyofmazcy4 120 3 Theme Theme NNP work_ifymfqj7jjbv5ldnhyofmazcy4 120 4 Total Total NNP work_ifymfqj7jjbv5ldnhyofmazcy4 120 5 Anger Anger NNP work_ifymfqj7jjbv5ldnhyofmazcy4 120 6 / / , work_ifymfqj7jjbv5ldnhyofmazcy4 120 7 Annoyance Annoyance NNP work_ifymfqj7jjbv5ldnhyofmazcy4 120 8 261 261 CD work_ifymfqj7jjbv5ldnhyofmazcy4 120 9 Mistakes Mistakes NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 120 10 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 120 11 Errors error NNS work_ifymfqj7jjbv5ldnhyofmazcy4 120 12 31 31 CD work_ifymfqj7jjbv5ldnhyofmazcy4 120 13 Anxiety Anxiety NNP work_ifymfqj7jjbv5ldnhyofmazcy4 120 14 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 120 15 Fear Fear NNP work_ifymfqj7jjbv5ldnhyofmazcy4 120 16 88 88 CD work_ifymfqj7jjbv5ldnhyofmazcy4 120 17 Politeness politeness NN work_ifymfqj7jjbv5ldnhyofmazcy4 120 18 42 42 CD work_ifymfqj7jjbv5ldnhyofmazcy4 120 19 Arguments argument NNS work_ifymfqj7jjbv5ldnhyofmazcy4 120 20 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 120 21 Disagreements disagreement NNS work_ifymfqj7jjbv5ldnhyofmazcy4 120 22 232 232 CD work_ifymfqj7jjbv5ldnhyofmazcy4 120 23 Problems problem NNS work_ifymfqj7jjbv5ldnhyofmazcy4 120 24 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 120 25 Difficulties difficulty NNS work_ifymfqj7jjbv5ldnhyofmazcy4 120 26 360 360 CD work_ifymfqj7jjbv5ldnhyofmazcy4 120 27 Enthusiasm Enthusiasm NNP work_ifymfqj7jjbv5ldnhyofmazcy4 120 28 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 120 29 Motivation Motivation NNP work_ifymfqj7jjbv5ldnhyofmazcy4 120 30 41 41 CD work_ifymfqj7jjbv5ldnhyofmazcy4 120 31 Safety Safety NNP work_ifymfqj7jjbv5ldnhyofmazcy4 120 32 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 120 33 Danger Danger NNP work_ifymfqj7jjbv5ldnhyofmazcy4 120 34 176 176 CD work_ifymfqj7jjbv5ldnhyofmazcy4 120 35 Feelings Feelings NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 120 36 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 120 37 Emotions emotion NNS work_ifymfqj7jjbv5ldnhyofmazcy4 120 38 280 280 CD work_ifymfqj7jjbv5ldnhyofmazcy4 120 39 Sleep sleep NN work_ifymfqj7jjbv5ldnhyofmazcy4 120 40 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 120 41 Tiredness Tiredness NNP work_ifymfqj7jjbv5ldnhyofmazcy4 120 42 64 64 CD work_ifymfqj7jjbv5ldnhyofmazcy4 120 43 Fun Fun NNP work_ifymfqj7jjbv5ldnhyofmazcy4 120 44 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 120 45 Enjoyment Enjoyment NNP work_ifymfqj7jjbv5ldnhyofmazcy4 120 46 107 107 CD work_ifymfqj7jjbv5ldnhyofmazcy4 120 47 Success Success NNP work_ifymfqj7jjbv5ldnhyofmazcy4 120 48 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 120 49 Failure Failure NNP work_ifymfqj7jjbv5ldnhyofmazcy4 120 50 519 519 CD work_ifymfqj7jjbv5ldnhyofmazcy4 120 51 Happiness Happiness NNP work_ifymfqj7jjbv5ldnhyofmazcy4 120 52 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 120 53 Sadness Sadness NNP work_ifymfqj7jjbv5ldnhyofmazcy4 120 54 128 128 CD work_ifymfqj7jjbv5ldnhyofmazcy4 120 55 Surprise Surprise NNP work_ifymfqj7jjbv5ldnhyofmazcy4 120 56 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 120 57 Disbelief Disbelief NNP work_ifymfqj7jjbv5ldnhyofmazcy4 120 58 92 92 CD work_ifymfqj7jjbv5ldnhyofmazcy4 120 59 Madness Madness NNP work_ifymfqj7jjbv5ldnhyofmazcy4 120 60 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 120 61 Insanity Insanity NNP work_ifymfqj7jjbv5ldnhyofmazcy4 120 62 47 47 CD work_ifymfqj7jjbv5ldnhyofmazcy4 120 63 Violence violence NN work_ifymfqj7jjbv5ldnhyofmazcy4 120 64 50 50 CD work_ifymfqj7jjbv5ldnhyofmazcy4 120 65 L. L. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 120 66 Williams Williams NNP work_ifymfqj7jjbv5ldnhyofmazcy4 120 67 et et NNP work_ifymfqj7jjbv5ldnhyofmazcy4 120 68 al al NNP work_ifymfqj7jjbv5ldnhyofmazcy4 120 69 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 121 1 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 121 2 Expert expert NN work_ifymfqj7jjbv5ldnhyofmazcy4 121 3 Systems system NNS work_ifymfqj7jjbv5ldnhyofmazcy4 121 4 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 121 5 Applications Applications NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 121 6 42 42 CD work_ifymfqj7jjbv5ldnhyofmazcy4 121 7 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 121 8 2015 2015 CD work_ifymfqj7jjbv5ldnhyofmazcy4 121 9 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 121 10 7375–7385 7375–7385 CD work_ifymfqj7jjbv5ldnhyofmazcy4 121 11 7377 7377 CD work_ifymfqj7jjbv5ldnhyofmazcy4 121 12 2.2 2.2 CD work_ifymfqj7jjbv5ldnhyofmazcy4 121 13 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 122 1 Corpus Corpus NNP work_ifymfqj7jjbv5ldnhyofmazcy4 122 2 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 122 3 British British NNP work_ifymfqj7jjbv5ldnhyofmazcy4 122 4 National National NNP work_ifymfqj7jjbv5ldnhyofmazcy4 122 5 Corpus Corpus NNP work_ifymfqj7jjbv5ldnhyofmazcy4 122 6 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 122 7 BNC BNC NNP work_ifymfqj7jjbv5ldnhyofmazcy4 122 8 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 122 9 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 122 10 BNC BNC NNP work_ifymfqj7jjbv5ldnhyofmazcy4 122 11 Consortium Consortium NNP work_ifymfqj7jjbv5ldnhyofmazcy4 122 12 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 122 13 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 122 14 2014 2014 CD work_ifymfqj7jjbv5ldnhyofmazcy4 122 15 ; ; : work_ifymfqj7jjbv5ldnhyofmazcy4 122 16 Leech Leech NNP work_ifymfqj7jjbv5ldnhyofmazcy4 122 17 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 122 18 1993 1993 CD work_ifymfqj7jjbv5ldnhyofmazcy4 122 19 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 122 20 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 122 21 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 122 22 large large JJ work_ifymfqj7jjbv5ldnhyofmazcy4 122 23 text text NN work_ifymfqj7jjbv5ldnhyofmazcy4 122 24 corpus corpus NN work_ifymfqj7jjbv5ldnhyofmazcy4 122 25 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 122 26 both both CC work_ifymfqj7jjbv5ldnhyofmazcy4 122 27 written write VBN work_ifymfqj7jjbv5ldnhyofmazcy4 122 28 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 122 29 spoken speak VBN work_ifymfqj7jjbv5ldnhyofmazcy4 122 30 English English NNP work_ifymfqj7jjbv5ldnhyofmazcy4 122 31 compiled compile VBD work_ifymfqj7jjbv5ldnhyofmazcy4 122 32 from from IN work_ifymfqj7jjbv5ldnhyofmazcy4 122 33 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 122 34 variety variety NN work_ifymfqj7jjbv5ldnhyofmazcy4 122 35 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 122 36 sources source NNS work_ifymfqj7jjbv5ldnhyofmazcy4 122 37 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 123 1 As as IN work_ifymfqj7jjbv5ldnhyofmazcy4 123 2 such such JJ work_ifymfqj7jjbv5ldnhyofmazcy4 123 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 123 4 it -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 123 5 has have VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 123 6 been be VBN work_ifymfqj7jjbv5ldnhyofmazcy4 123 7 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 123 8 corpus corpus NN work_ifymfqj7jjbv5ldnhyofmazcy4 123 9 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 123 10 choice choice NN work_ifymfqj7jjbv5ldnhyofmazcy4 123 11 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 123 12 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 123 13 great great JJ work_ifymfqj7jjbv5ldnhyofmazcy4 123 14 many many JJ work_ifymfqj7jjbv5ldnhyofmazcy4 123 15 studies study NNS work_ifymfqj7jjbv5ldnhyofmazcy4 123 16 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 123 17 computational computational JJ work_ifymfqj7jjbv5ldnhyofmazcy4 123 18 linguis- linguis- NNP work_ifymfqj7jjbv5ldnhyofmazcy4 123 19 tics tics NNP work_ifymfqj7jjbv5ldnhyofmazcy4 123 20 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 123 21 natural natural JJ work_ifymfqj7jjbv5ldnhyofmazcy4 123 22 language language NN work_ifymfqj7jjbv5ldnhyofmazcy4 123 23 processing processing NN work_ifymfqj7jjbv5ldnhyofmazcy4 123 24 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 123 25 NLP NLP NNP work_ifymfqj7jjbv5ldnhyofmazcy4 123 26 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 123 27 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 123 28 including include VBG work_ifymfqj7jjbv5ldnhyofmazcy4 123 29 those those DT work_ifymfqj7jjbv5ldnhyofmazcy4 123 30 focused focus VBN work_ifymfqj7jjbv5ldnhyofmazcy4 123 31 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 123 32 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 123 33 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 123 34 e.g. e.g. RB work_ifymfqj7jjbv5ldnhyofmazcy4 124 1 Grant Grant NNP work_ifymfqj7jjbv5ldnhyofmazcy4 124 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 124 3 2005 2005 CD work_ifymfqj7jjbv5ldnhyofmazcy4 124 4 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 124 5 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 125 1 We -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 125 2 also also RB work_ifymfqj7jjbv5ldnhyofmazcy4 125 3 used use VBD work_ifymfqj7jjbv5ldnhyofmazcy4 125 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 125 5 BNC bnc NN work_ifymfqj7jjbv5ldnhyofmazcy4 125 6 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 125 7 assemble assemble VB work_ifymfqj7jjbv5ldnhyofmazcy4 125 8 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 125 9 corpus corpus NN work_ifymfqj7jjbv5ldnhyofmazcy4 125 10 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 125 11 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 125 12 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 125 13 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 125 14 context context NN work_ifymfqj7jjbv5ldnhyofmazcy4 125 15 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 126 1 We -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 126 2 collected collect VBD work_ifymfqj7jjbv5ldnhyofmazcy4 126 3 2521 2521 CD work_ifymfqj7jjbv5ldnhyofmazcy4 126 4 sentences sentence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 126 5 that that WDT work_ifymfqj7jjbv5ldnhyofmazcy4 126 6 contain contain VBP work_ifymfqj7jjbv5ldnhyofmazcy4 126 7 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 126 8 expression expression NN work_ifymfqj7jjbv5ldnhyofmazcy4 126 9 that that WDT work_ifymfqj7jjbv5ldnhyofmazcy4 126 10 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 126 11 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 126 12 matched match VBN work_ifymfqj7jjbv5ldnhyofmazcy4 126 13 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 126 14 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 126 15 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 126 16 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 127 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 127 2 most most JJS work_ifymfqj7jjbv5ldnhyofmazcy4 127 3 cases case NNS work_ifymfqj7jjbv5ldnhyofmazcy4 127 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 127 5 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 127 6 expression expression NN work_ifymfqj7jjbv5ldnhyofmazcy4 127 7 will will MD work_ifymfqj7jjbv5ldnhyofmazcy4 127 8 have have VB work_ifymfqj7jjbv5ldnhyofmazcy4 127 9 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 127 10 figurative figurative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 127 11 meaning meaning NN work_ifymfqj7jjbv5ldnhyofmazcy4 127 12 associated associate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 127 13 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 127 14 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 127 15 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 127 16 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 127 17 but but CC work_ifymfqj7jjbv5ldnhyofmazcy4 127 18 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 127 19 some some DT work_ifymfqj7jjbv5ldnhyofmazcy4 127 20 cases case NNS work_ifymfqj7jjbv5ldnhyofmazcy4 127 21 it -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 127 22 will will MD work_ifymfqj7jjbv5ldnhyofmazcy4 127 23 convey convey VB work_ifymfqj7jjbv5ldnhyofmazcy4 127 24 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 127 25 literal literal JJ work_ifymfqj7jjbv5ldnhyofmazcy4 127 26 meaning meaning NN work_ifymfqj7jjbv5ldnhyofmazcy4 127 27 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 128 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 128 2 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 128 3 sense sense NN work_ifymfqj7jjbv5ldnhyofmazcy4 128 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 128 5 some some DT work_ifymfqj7jjbv5ldnhyofmazcy4 128 6 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 128 7 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 128 8 sentences sentence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 128 9 will will MD work_ifymfqj7jjbv5ldnhyofmazcy4 128 10 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 128 11 false false JJ work_ifymfqj7jjbv5ldnhyofmazcy4 128 12 positives positive NNS work_ifymfqj7jjbv5ldnhyofmazcy4 128 13 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 129 1 From from IN work_ifymfqj7jjbv5ldnhyofmazcy4 129 2 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 129 3 lexico lexico NN work_ifymfqj7jjbv5ldnhyofmazcy4 129 4 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 129 5 syntactic syntactic JJ work_ifymfqj7jjbv5ldnhyofmazcy4 129 6 perspective perspective NN work_ifymfqj7jjbv5ldnhyofmazcy4 129 7 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 129 8 most most JJS work_ifymfqj7jjbv5ldnhyofmazcy4 129 9 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 129 10 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 129 11 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 129 12 modeled model VBN work_ifymfqj7jjbv5ldnhyofmazcy4 129 13 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 129 14 local local JJ work_ifymfqj7jjbv5ldnhyofmazcy4 129 15 grammars grammar NNS work_ifymfqj7jjbv5ldnhyofmazcy4 129 16 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 129 17 but but CC work_ifymfqj7jjbv5ldnhyofmazcy4 129 18 it -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 129 19 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 129 20 more more RBR work_ifymfqj7jjbv5ldnhyofmazcy4 129 21 difficult difficult JJ work_ifymfqj7jjbv5ldnhyofmazcy4 129 22 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 129 23 automate automate VB work_ifymfqj7jjbv5ldnhyofmazcy4 129 24 their -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 129 25 recogni- recogni- NN work_ifymfqj7jjbv5ldnhyofmazcy4 129 26 tion tion NN work_ifymfqj7jjbv5ldnhyofmazcy4 129 27 from from IN work_ifymfqj7jjbv5ldnhyofmazcy4 129 28 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 129 29 semantic semantic JJ work_ifymfqj7jjbv5ldnhyofmazcy4 129 30 perspective perspective NN work_ifymfqj7jjbv5ldnhyofmazcy4 129 31 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 130 1 Consider consider VB work_ifymfqj7jjbv5ldnhyofmazcy4 130 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 130 3 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 130 4 example example NN work_ifymfqj7jjbv5ldnhyofmazcy4 130 5 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 130 6 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 130 7 fol- fol- NN work_ifymfqj7jjbv5ldnhyofmazcy4 130 8 lowing low VBG work_ifymfqj7jjbv5ldnhyofmazcy4 130 9 two two CD work_ifymfqj7jjbv5ldnhyofmazcy4 130 10 sentences sentence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 130 11 extracted extract VBN work_ifymfqj7jjbv5ldnhyofmazcy4 130 12 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 130 13 expression expression NN work_ifymfqj7jjbv5ldnhyofmazcy4 130 14 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 130 15 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 130 16 bag bag NN work_ifymfqj7jjbv5ldnhyofmazcy4 130 17 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 130 18 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 130 19 figurative figurative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 130 20 meaning meaning NN work_ifymfqj7jjbv5ldnhyofmazcy4 130 21 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 130 22 which which WDT work_ifymfqj7jjbv5ldnhyofmazcy4 130 23 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 130 24 virtually virtually RB work_ifymfqj7jjbv5ldnhyofmazcy4 130 25 secured secure VBN work_ifymfqj7jjbv5ldnhyofmazcy4 130 26 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 130 27 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 130 28 Welsh Welsh NNP work_ifymfqj7jjbv5ldnhyofmazcy4 130 29 farmer farmer NN work_ifymfqj7jjbv5ldnhyofmazcy4 130 30 ’s ’s POS work_ifymfqj7jjbv5ldnhyofmazcy4 130 31 son son NN work_ifymfqj7jjbv5ldnhyofmazcy4 130 32 had have VBD work_ifymfqj7jjbv5ldnhyofmazcy4 130 33 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 130 34 1988 1988 CD work_ifymfqj7jjbv5ldnhyofmazcy4 130 35 conditional conditional JJ work_ifymfqj7jjbv5ldnhyofmazcy4 130 36 jockeys jockey NNS work_ifymfqj7jjbv5ldnhyofmazcy4 130 37 ’ ’ POS work_ifymfqj7jjbv5ldnhyofmazcy4 130 38 title title NN work_ifymfqj7jjbv5ldnhyofmazcy4 130 39 already already RB work_ifymfqj7jjbv5ldnhyofmazcy4 130 40 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 130 41 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 130 42 bag bag NN work_ifymfqj7jjbv5ldnhyofmazcy4 130 43 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 131 1 I -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 131 2 looked look VBD work_ifymfqj7jjbv5ldnhyofmazcy4 131 3 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 131 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 131 5 bag bag NN work_ifymfqj7jjbv5ldnhyofmazcy4 131 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 131 7 it -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 131 8 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 131 9 full full JJ work_ifymfqj7jjbv5ldnhyofmazcy4 131 10 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 131 11 fish fish NN work_ifymfqj7jjbv5ldnhyofmazcy4 131 12 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 132 1 It -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 132 2 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 132 3 necessary necessary JJ work_ifymfqj7jjbv5ldnhyofmazcy4 132 4 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 132 5 include include VB work_ifymfqj7jjbv5ldnhyofmazcy4 132 6 false false JJ work_ifymfqj7jjbv5ldnhyofmazcy4 132 7 positives positive NNS work_ifymfqj7jjbv5ldnhyofmazcy4 132 8 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 132 9 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 132 10 corpus corpus NNP work_ifymfqj7jjbv5ldnhyofmazcy4 132 11 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 132 12 order order NN work_ifymfqj7jjbv5ldnhyofmazcy4 132 13 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 132 14 evaluate evaluate VB work_ifymfqj7jjbv5ldnhyofmazcy4 132 15 how how WRB work_ifymfqj7jjbv5ldnhyofmazcy4 132 16 incorrectly incorrectly RB work_ifymfqj7jjbv5ldnhyofmazcy4 132 17 recognized recognize VBN work_ifymfqj7jjbv5ldnhyofmazcy4 132 18 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 132 19 may may MD work_ifymfqj7jjbv5ldnhyofmazcy4 132 20 affect affect VB work_ifymfqj7jjbv5ldnhyofmazcy4 132 21 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 132 22 results result NNS work_ifymfqj7jjbv5ldnhyofmazcy4 132 23 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 132 24 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 132 25 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 132 26 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 133 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 133 2 BNC BNC NNP work_ifymfqj7jjbv5ldnhyofmazcy4 133 3 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 133 4 searched search VBN work_ifymfqj7jjbv5ldnhyofmazcy4 133 5 using use VBG work_ifymfqj7jjbv5ldnhyofmazcy4 133 6 its -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 133 7 Simple Simple NNP work_ifymfqj7jjbv5ldnhyofmazcy4 133 8 Search Search NNP work_ifymfqj7jjbv5ldnhyofmazcy4 133 9 function function NN work_ifymfqj7jjbv5ldnhyofmazcy4 133 10 avail- avail- VBG work_ifymfqj7jjbv5ldnhyofmazcy4 133 11 able able JJ work_ifymfqj7jjbv5ldnhyofmazcy4 133 12 online online NN work_ifymfqj7jjbv5ldnhyofmazcy4 133 13 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 134 1 It -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 134 2 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 134 3 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 134 4 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 134 5 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 134 6 search search VB work_ifymfqj7jjbv5ldnhyofmazcy4 134 7 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 134 8 BNC bnc NN work_ifymfqj7jjbv5ldnhyofmazcy4 134 9 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 134 10 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 134 11 word word NN work_ifymfqj7jjbv5ldnhyofmazcy4 134 12 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 134 13 phrase phrase NN work_ifymfqj7jjbv5ldnhyofmazcy4 134 14 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 134 15 returns return VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 134 16 up up RP work_ifymfqj7jjbv5ldnhyofmazcy4 134 17 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 134 18 50 50 CD work_ifymfqj7jjbv5ldnhyofmazcy4 134 19 random random JJ work_ifymfqj7jjbv5ldnhyofmazcy4 134 20 sentences sentence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 134 21 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 134 22 each each DT work_ifymfqj7jjbv5ldnhyofmazcy4 134 23 query query NN work_ifymfqj7jjbv5ldnhyofmazcy4 134 24 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 135 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 135 2 BNC BNC NNP work_ifymfqj7jjbv5ldnhyofmazcy4 135 3 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 135 4 searched search VBN work_ifymfqj7jjbv5ldnhyofmazcy4 135 5 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 135 6 content content NN work_ifymfqj7jjbv5ldnhyofmazcy4 135 7 words word NNS work_ifymfqj7jjbv5ldnhyofmazcy4 135 8 found find VBN work_ifymfqj7jjbv5ldnhyofmazcy4 135 9 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 135 10 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 135 11 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 135 12 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 135 13 returned return VBN work_ifymfqj7jjbv5ldnhyofmazcy4 135 14 results result NNS work_ifymfqj7jjbv5ldnhyofmazcy4 135 15 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 135 16 manually manually RB work_ifymfqj7jjbv5ldnhyofmazcy4 135 17 matched match VBN work_ifymfqj7jjbv5ldnhyofmazcy4 135 18 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 135 19 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 135 20 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 135 21 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 136 1 A a DT work_ifymfqj7jjbv5ldnhyofmazcy4 136 2 maximum maximum NN work_ifymfqj7jjbv5ldnhyofmazcy4 136 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 136 4 10 10 CD work_ifymfqj7jjbv5ldnhyofmazcy4 136 5 sen- sen- NN work_ifymfqj7jjbv5ldnhyofmazcy4 136 6 tences tence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 136 7 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 136 8 selected select VBN work_ifymfqj7jjbv5ldnhyofmazcy4 136 9 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 136 10 each each DT work_ifymfqj7jjbv5ldnhyofmazcy4 136 11 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 136 12 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 136 13 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 136 14 either either CC work_ifymfqj7jjbv5ldnhyofmazcy4 136 15 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 136 16 figurative figurative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 136 17 or or CC work_ifymfqj7jjbv5ldnhyofmazcy4 136 18 lit- lit- JJ work_ifymfqj7jjbv5ldnhyofmazcy4 136 19 eral eral JJ work_ifymfqj7jjbv5ldnhyofmazcy4 136 20 sense sense NN work_ifymfqj7jjbv5ldnhyofmazcy4 136 21 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 137 1 Search search NN work_ifymfqj7jjbv5ldnhyofmazcy4 137 2 results result NNS work_ifymfqj7jjbv5ldnhyofmazcy4 137 3 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 137 4 non non JJ work_ifymfqj7jjbv5ldnhyofmazcy4 137 5 - - JJ work_ifymfqj7jjbv5ldnhyofmazcy4 137 6 empty empty JJ work_ifymfqj7jjbv5ldnhyofmazcy4 137 7 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 137 8 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 137 9 total total NN work_ifymfqj7jjbv5ldnhyofmazcy4 137 10 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 137 11 423 423 CD work_ifymfqj7jjbv5ldnhyofmazcy4 137 12 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 137 13 from from IN work_ifymfqj7jjbv5ldnhyofmazcy4 137 14 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 137 15 original original JJ work_ifymfqj7jjbv5ldnhyofmazcy4 137 16 list list NN work_ifymfqj7jjbv5ldnhyofmazcy4 137 17 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 137 18 580 580 CD work_ifymfqj7jjbv5ldnhyofmazcy4 137 19 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 137 20 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 138 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 138 2 mean mean JJ work_ifymfqj7jjbv5ldnhyofmazcy4 138 3 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 138 4 median median JJ work_ifymfqj7jjbv5ldnhyofmazcy4 138 5 average average JJ work_ifymfqj7jjbv5ldnhyofmazcy4 138 6 number number NN work_ifymfqj7jjbv5ldnhyofmazcy4 138 7 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 138 8 sentences sentence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 138 9 extracted extract VBN work_ifymfqj7jjbv5ldnhyofmazcy4 138 10 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 138 11 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 138 12 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 138 13 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 138 14 both both DT work_ifymfqj7jjbv5ldnhyofmazcy4 138 15 6 6 CD work_ifymfqj7jjbv5ldnhyofmazcy4 138 16 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 138 17 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 138 18 stan- stan- NNP work_ifymfqj7jjbv5ldnhyofmazcy4 138 19 dard dard NNP work_ifymfqj7jjbv5ldnhyofmazcy4 138 20 deviation deviation NN work_ifymfqj7jjbv5ldnhyofmazcy4 138 21 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 138 22 3.39 3.39 CD work_ifymfqj7jjbv5ldnhyofmazcy4 138 23 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 139 1 Table table NN work_ifymfqj7jjbv5ldnhyofmazcy4 139 2 2 2 CD work_ifymfqj7jjbv5ldnhyofmazcy4 139 3 summarizes summarize VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 139 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 139 5 number number NN work_ifymfqj7jjbv5ldnhyofmazcy4 139 6 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 139 7 sen- sen- NN work_ifymfqj7jjbv5ldnhyofmazcy4 139 8 tences tence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 139 9 collected collect VBN work_ifymfqj7jjbv5ldnhyofmazcy4 139 10 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 139 11 each each DT work_ifymfqj7jjbv5ldnhyofmazcy4 139 12 theme theme NN work_ifymfqj7jjbv5ldnhyofmazcy4 139 13 associated associate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 139 14 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 139 15 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 139 16 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 140 1 Fig fig NN work_ifymfqj7jjbv5ldnhyofmazcy4 140 2 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 141 1 2 2 LS work_ifymfqj7jjbv5ldnhyofmazcy4 141 2 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 142 1 Annotation annotation NN work_ifymfqj7jjbv5ldnhyofmazcy4 142 2 pane pane NN work_ifymfqj7jjbv5ldnhyofmazcy4 142 3 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 143 1 7378 7378 CD work_ifymfqj7jjbv5ldnhyofmazcy4 143 2 L. L. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 143 3 Williams Williams NNP work_ifymfqj7jjbv5ldnhyofmazcy4 143 4 et et NNP work_ifymfqj7jjbv5ldnhyofmazcy4 143 5 al al NNP work_ifymfqj7jjbv5ldnhyofmazcy4 143 6 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 144 1 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 144 2 Expert expert NN work_ifymfqj7jjbv5ldnhyofmazcy4 144 3 Systems system NNS work_ifymfqj7jjbv5ldnhyofmazcy4 144 4 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 144 5 Applications Applications NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 144 6 42 42 CD work_ifymfqj7jjbv5ldnhyofmazcy4 144 7 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 144 8 2015 2015 CD work_ifymfqj7jjbv5ldnhyofmazcy4 144 9 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 144 10 7375–7385 7375–7385 CD work_ifymfqj7jjbv5ldnhyofmazcy4 144 11 3 3 CD work_ifymfqj7jjbv5ldnhyofmazcy4 144 12 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 145 1 Data datum NNS work_ifymfqj7jjbv5ldnhyofmazcy4 145 2 annotation annotation NN work_ifymfqj7jjbv5ldnhyofmazcy4 145 3 3.1 3.1 CD work_ifymfqj7jjbv5ldnhyofmazcy4 145 4 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 146 1 Annotation annotation NN work_ifymfqj7jjbv5ldnhyofmazcy4 146 2 scheme scheme NN work_ifymfqj7jjbv5ldnhyofmazcy4 146 3 Taking take VBG work_ifymfqj7jjbv5ldnhyofmazcy4 146 4 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 146 5 long long JJ work_ifymfqj7jjbv5ldnhyofmazcy4 146 6 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 146 7 term term NN work_ifymfqj7jjbv5ldnhyofmazcy4 146 8 view view NN work_ifymfqj7jjbv5ldnhyofmazcy4 146 9 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 146 10 our -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 146 11 research research NN work_ifymfqj7jjbv5ldnhyofmazcy4 146 12 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 146 13 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 146 14 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 146 15 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 146 16 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 146 17 want want VBP work_ifymfqj7jjbv5ldnhyofmazcy4 146 18 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 146 19 address address VB work_ifymfqj7jjbv5ldnhyofmazcy4 146 20 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 146 21 limitations limitation NNS work_ifymfqj7jjbv5ldnhyofmazcy4 146 22 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 146 23 state state NN work_ifymfqj7jjbv5ldnhyofmazcy4 146 24 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 146 25 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 146 26 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 146 27 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 146 28 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 146 29 art art NN work_ifymfqj7jjbv5ldnhyofmazcy4 146 30 approaches approach NNS work_ifymfqj7jjbv5ldnhyofmazcy4 146 31 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 146 32 focusing focus VBG work_ifymfqj7jjbv5ldnhyofmazcy4 146 33 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 146 34 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 146 35 full full JJ work_ifymfqj7jjbv5ldnhyofmazcy4 146 36 range range NN work_ifymfqj7jjbv5ldnhyofmazcy4 146 37 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 146 38 emotions emotion NNS work_ifymfqj7jjbv5ldnhyofmazcy4 146 39 rather rather RB work_ifymfqj7jjbv5ldnhyofmazcy4 146 40 than than IN work_ifymfqj7jjbv5ldnhyofmazcy4 146 41 merely merely RB work_ifymfqj7jjbv5ldnhyofmazcy4 146 42 senti- senti- NN work_ifymfqj7jjbv5ldnhyofmazcy4 146 43 ment ment JJ work_ifymfqj7jjbv5ldnhyofmazcy4 146 44 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 146 45 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 147 1 However however RB work_ifymfqj7jjbv5ldnhyofmazcy4 147 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 147 3 there there EX work_ifymfqj7jjbv5ldnhyofmazcy4 147 4 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 147 5 no no DT work_ifymfqj7jjbv5ldnhyofmazcy4 147 6 consensus consensus NN work_ifymfqj7jjbv5ldnhyofmazcy4 147 7 among among IN work_ifymfqj7jjbv5ldnhyofmazcy4 147 8 researchers researcher NNS work_ifymfqj7jjbv5ldnhyofmazcy4 147 9 about about IN work_ifymfqj7jjbv5ldnhyofmazcy4 147 10 how how WRB work_ifymfqj7jjbv5ldnhyofmazcy4 147 11 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 147 12 define define VB work_ifymfqj7jjbv5ldnhyofmazcy4 147 13 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 147 14 measure measure VB work_ifymfqj7jjbv5ldnhyofmazcy4 147 15 or or CC work_ifymfqj7jjbv5ldnhyofmazcy4 147 16 conceptually conceptually RB work_ifymfqj7jjbv5ldnhyofmazcy4 147 17 organize organize VB work_ifymfqj7jjbv5ldnhyofmazcy4 147 18 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 147 19 range range NN work_ifymfqj7jjbv5ldnhyofmazcy4 147 20 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 147 21 feelings feeling NNS work_ifymfqj7jjbv5ldnhyofmazcy4 147 22 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 147 23 behaviors behavior NNS work_ifymfqj7jjbv5ldnhyofmazcy4 147 24 that that WDT work_ifymfqj7jjbv5ldnhyofmazcy4 147 25 correspond correspond VBP work_ifymfqj7jjbv5ldnhyofmazcy4 147 26 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 147 27 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 147 28 emotion emotion NN work_ifymfqj7jjbv5ldnhyofmazcy4 147 29 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 148 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 148 2 main main JJ work_ifymfqj7jjbv5ldnhyofmazcy4 148 3 tension tension NN work_ifymfqj7jjbv5ldnhyofmazcy4 148 4 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 148 5 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 148 6 literature literature NN work_ifymfqj7jjbv5ldnhyofmazcy4 148 7 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 148 8 whether whether IN work_ifymfqj7jjbv5ldnhyofmazcy4 148 9 emotions emotion NNS work_ifymfqj7jjbv5ldnhyofmazcy4 148 10 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 148 11 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 148 12 defined define VBN work_ifymfqj7jjbv5ldnhyofmazcy4 148 13 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 148 14 dis- dis- IN work_ifymfqj7jjbv5ldnhyofmazcy4 148 15 crete crete NNP work_ifymfqj7jjbv5ldnhyofmazcy4 148 16 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 148 17 universal universal JJ work_ifymfqj7jjbv5ldnhyofmazcy4 148 18 categories category NNS work_ifymfqj7jjbv5ldnhyofmazcy4 148 19 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 148 20 basic basic JJ work_ifymfqj7jjbv5ldnhyofmazcy4 148 21 emotions emotion NNS work_ifymfqj7jjbv5ldnhyofmazcy4 148 22 or or CC work_ifymfqj7jjbv5ldnhyofmazcy4 148 23 whether whether IN work_ifymfqj7jjbv5ldnhyofmazcy4 148 24 they -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 148 25 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 148 26 characterized characterize VBN work_ifymfqj7jjbv5ldnhyofmazcy4 148 27 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 148 28 one one CD work_ifymfqj7jjbv5ldnhyofmazcy4 148 29 or or CC work_ifymfqj7jjbv5ldnhyofmazcy4 148 30 more more JJR work_ifymfqj7jjbv5ldnhyofmazcy4 148 31 dimensions dimension NNS work_ifymfqj7jjbv5ldnhyofmazcy4 148 32 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 149 1 Categorical categorical JJ work_ifymfqj7jjbv5ldnhyofmazcy4 149 2 approaches approach NNS work_ifymfqj7jjbv5ldnhyofmazcy4 149 3 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 149 4 usually usually RB work_ifymfqj7jjbv5ldnhyofmazcy4 149 5 theory theory NN work_ifymfqj7jjbv5ldnhyofmazcy4 149 6 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 149 7 driven drive VBN work_ifymfqj7jjbv5ldnhyofmazcy4 149 8 accounts account NNS work_ifymfqj7jjbv5ldnhyofmazcy4 149 9 that that WDT work_ifymfqj7jjbv5ldnhyofmazcy4 149 10 suggest suggest VBP work_ifymfqj7jjbv5ldnhyofmazcy4 149 11 basic basic JJ work_ifymfqj7jjbv5ldnhyofmazcy4 149 12 emotions emotion NNS work_ifymfqj7jjbv5ldnhyofmazcy4 149 13 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 149 14 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 149 15 functional functional JJ work_ifymfqj7jjbv5ldnhyofmazcy4 149 16 expression expression NN work_ifymfqj7jjbv5ldnhyofmazcy4 149 17 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 149 18 underlying underlie VBG work_ifymfqj7jjbv5ldnhyofmazcy4 149 19 biological biological NN work_ifymfqj7jjbv5ldnhyofmazcy4 149 20 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 149 21 evolu- evolu- VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 149 22 tionary tionary JJ work_ifymfqj7jjbv5ldnhyofmazcy4 149 23 processes process NNS work_ifymfqj7jjbv5ldnhyofmazcy4 149 24 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 149 25 Damasio Damasio NNP work_ifymfqj7jjbv5ldnhyofmazcy4 149 26 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 149 27 1999 1999 CD work_ifymfqj7jjbv5ldnhyofmazcy4 149 28 ; ; : work_ifymfqj7jjbv5ldnhyofmazcy4 149 29 Darwin Darwin NNP work_ifymfqj7jjbv5ldnhyofmazcy4 149 30 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 149 31 1872 1872 CD work_ifymfqj7jjbv5ldnhyofmazcy4 149 32 ; ; : work_ifymfqj7jjbv5ldnhyofmazcy4 149 33 LeDoux LeDoux NNP work_ifymfqj7jjbv5ldnhyofmazcy4 149 34 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 149 35 1996 1996 CD work_ifymfqj7jjbv5ldnhyofmazcy4 149 36 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 149 37 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 150 1 This this DT work_ifymfqj7jjbv5ldnhyofmazcy4 150 2 view view NN work_ifymfqj7jjbv5ldnhyofmazcy4 150 3 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 150 4 supported support VBN work_ifymfqj7jjbv5ldnhyofmazcy4 150 5 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 150 6 empirical empirical JJ work_ifymfqj7jjbv5ldnhyofmazcy4 150 7 findings finding NNS work_ifymfqj7jjbv5ldnhyofmazcy4 150 8 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 150 9 cross cross JJ work_ifymfqj7jjbv5ldnhyofmazcy4 150 10 - - JJ work_ifymfqj7jjbv5ldnhyofmazcy4 150 11 cultural cultural JJ work_ifymfqj7jjbv5ldnhyofmazcy4 150 12 stud- stud- NNP work_ifymfqj7jjbv5ldnhyofmazcy4 150 13 ies ie NNS work_ifymfqj7jjbv5ldnhyofmazcy4 150 14 based base VBN work_ifymfqj7jjbv5ldnhyofmazcy4 150 15 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 150 16 recognition recognition NN work_ifymfqj7jjbv5ldnhyofmazcy4 150 17 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 150 18 facial facial JJ work_ifymfqj7jjbv5ldnhyofmazcy4 150 19 expressions expression NNS work_ifymfqj7jjbv5ldnhyofmazcy4 150 20 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 150 21 Ekman Ekman NNP work_ifymfqj7jjbv5ldnhyofmazcy4 150 22 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 150 23 1972 1972 CD work_ifymfqj7jjbv5ldnhyofmazcy4 150 24 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 150 25 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 151 1 Ekman Ekman NNP work_ifymfqj7jjbv5ldnhyofmazcy4 151 2 claimed claim VBD work_ifymfqj7jjbv5ldnhyofmazcy4 151 3 that that IN work_ifymfqj7jjbv5ldnhyofmazcy4 151 4 there there EX work_ifymfqj7jjbv5ldnhyofmazcy4 151 5 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 151 6 six six CD work_ifymfqj7jjbv5ldnhyofmazcy4 151 7 basic basic JJ work_ifymfqj7jjbv5ldnhyofmazcy4 151 8 emotions emotion NNS work_ifymfqj7jjbv5ldnhyofmazcy4 151 9 – – : work_ifymfqj7jjbv5ldnhyofmazcy4 151 10 anger anger NN work_ifymfqj7jjbv5ldnhyofmazcy4 151 11 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 151 12 disgust disgust NN work_ifymfqj7jjbv5ldnhyofmazcy4 151 13 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 151 14 fear fear NN work_ifymfqj7jjbv5ldnhyofmazcy4 151 15 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 151 16 happiness happiness NN work_ifymfqj7jjbv5ldnhyofmazcy4 151 17 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 151 18 sadness sadness NN work_ifymfqj7jjbv5ldnhyofmazcy4 151 19 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 151 20 surprise surprise NN work_ifymfqj7jjbv5ldnhyofmazcy4 151 21 – – : work_ifymfqj7jjbv5ldnhyofmazcy4 151 22 though though IN work_ifymfqj7jjbv5ldnhyofmazcy4 151 23 later later JJ work_ifymfqj7jjbv5ldnhyofmazcy4 151 24 studies study NNS work_ifymfqj7jjbv5ldnhyofmazcy4 151 25 identi- identi- NNP work_ifymfqj7jjbv5ldnhyofmazcy4 151 26 fied fie VBD work_ifymfqj7jjbv5ldnhyofmazcy4 151 27 additional additional JJ work_ifymfqj7jjbv5ldnhyofmazcy4 151 28 emotions emotion NNS work_ifymfqj7jjbv5ldnhyofmazcy4 151 29 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 151 30 Ekman Ekman NNP work_ifymfqj7jjbv5ldnhyofmazcy4 151 31 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 151 32 1992 1992 CD work_ifymfqj7jjbv5ldnhyofmazcy4 151 33 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 151 34 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 152 1 Dimensional dimensional JJ work_ifymfqj7jjbv5ldnhyofmazcy4 152 2 approaches approach NNS work_ifymfqj7jjbv5ldnhyofmazcy4 152 3 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 152 4 often often RB work_ifymfqj7jjbv5ldnhyofmazcy4 152 5 data datum NNS work_ifymfqj7jjbv5ldnhyofmazcy4 152 6 driven drive VBN work_ifymfqj7jjbv5ldnhyofmazcy4 152 7 accounts account NNS work_ifymfqj7jjbv5ldnhyofmazcy4 152 8 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 152 9 emotions emotion NNS work_ifymfqj7jjbv5ldnhyofmazcy4 152 10 incorporating incorporate VBG work_ifymfqj7jjbv5ldnhyofmazcy4 152 11 aspects aspect NNS work_ifymfqj7jjbv5ldnhyofmazcy4 152 12 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 152 13 valence valence NN work_ifymfqj7jjbv5ldnhyofmazcy4 152 14 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 152 15 arousal arousal NN work_ifymfqj7jjbv5ldnhyofmazcy4 152 16 or or CC work_ifymfqj7jjbv5ldnhyofmazcy4 152 17 intensity intensity NN work_ifymfqj7jjbv5ldnhyofmazcy4 152 18 derived derive VBN work_ifymfqj7jjbv5ldnhyofmazcy4 152 19 from from IN work_ifymfqj7jjbv5ldnhyofmazcy4 152 20 empirical empirical JJ work_ifymfqj7jjbv5ldnhyofmazcy4 152 21 studies study NNS work_ifymfqj7jjbv5ldnhyofmazcy4 152 22 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 152 23 self self NN work_ifymfqj7jjbv5ldnhyofmazcy4 152 24 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 152 25 reported report VBN work_ifymfqj7jjbv5ldnhyofmazcy4 152 26 experience experience NN work_ifymfqj7jjbv5ldnhyofmazcy4 152 27 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 152 28 Russell Russell NNP work_ifymfqj7jjbv5ldnhyofmazcy4 152 29 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 152 30 2003 2003 CD work_ifymfqj7jjbv5ldnhyofmazcy4 152 31 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 152 32 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 153 1 There there EX work_ifymfqj7jjbv5ldnhyofmazcy4 153 2 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 153 3 considerable considerable JJ work_ifymfqj7jjbv5ldnhyofmazcy4 153 4 variation variation NN work_ifymfqj7jjbv5ldnhyofmazcy4 153 5 among among IN work_ifymfqj7jjbv5ldnhyofmazcy4 153 6 dimensional dimensional JJ work_ifymfqj7jjbv5ldnhyofmazcy4 153 7 models model NNS work_ifymfqj7jjbv5ldnhyofmazcy4 153 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 153 9 many many JJ work_ifymfqj7jjbv5ldnhyofmazcy4 153 10 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 153 11 which which WDT work_ifymfqj7jjbv5ldnhyofmazcy4 153 12 incorporate incorporate VBP work_ifymfqj7jjbv5ldnhyofmazcy4 153 13 either either CC work_ifymfqj7jjbv5ldnhyofmazcy4 153 14 two two CD work_ifymfqj7jjbv5ldnhyofmazcy4 153 15 or or CC work_ifymfqj7jjbv5ldnhyofmazcy4 153 16 three three CD work_ifymfqj7jjbv5ldnhyofmazcy4 153 17 dimensions dimension NNS work_ifymfqj7jjbv5ldnhyofmazcy4 153 18 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 153 19 Rubin Rubin NNP work_ifymfqj7jjbv5ldnhyofmazcy4 153 20 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 153 21 Talarico Talarico NNP work_ifymfqj7jjbv5ldnhyofmazcy4 153 22 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 153 23 2009 2009 CD work_ifymfqj7jjbv5ldnhyofmazcy4 153 24 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 153 25 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 154 1 Having have VBG work_ifymfqj7jjbv5ldnhyofmazcy4 154 2 considered consider VBN work_ifymfqj7jjbv5ldnhyofmazcy4 154 3 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 154 4 literature literature NN work_ifymfqj7jjbv5ldnhyofmazcy4 154 5 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 154 6 emotion emotion NN work_ifymfqj7jjbv5ldnhyofmazcy4 154 7 classification classification NN work_ifymfqj7jjbv5ldnhyofmazcy4 154 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 154 9 tra- tra- VBP work_ifymfqj7jjbv5ldnhyofmazcy4 154 10 ditional ditional JJ work_ifymfqj7jjbv5ldnhyofmazcy4 154 11 taxonomies taxonomy NNS work_ifymfqj7jjbv5ldnhyofmazcy4 154 12 arising arise VBG work_ifymfqj7jjbv5ldnhyofmazcy4 154 13 from from IN work_ifymfqj7jjbv5ldnhyofmazcy4 154 14 psychological psychological JJ work_ifymfqj7jjbv5ldnhyofmazcy4 154 15 research research NN work_ifymfqj7jjbv5ldnhyofmazcy4 154 16 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 154 17 too too RB work_ifymfqj7jjbv5ldnhyofmazcy4 154 18 complex complex JJ work_ifymfqj7jjbv5ldnhyofmazcy4 154 19 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 154 20 our -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 154 21 present present JJ work_ifymfqj7jjbv5ldnhyofmazcy4 154 22 task task NN work_ifymfqj7jjbv5ldnhyofmazcy4 154 23 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 155 1 We -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 155 2 therefore therefore RB work_ifymfqj7jjbv5ldnhyofmazcy4 155 3 opted opt VBD work_ifymfqj7jjbv5ldnhyofmazcy4 155 4 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 155 5 base base VB work_ifymfqj7jjbv5ldnhyofmazcy4 155 6 our -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 155 7 anno- anno- JJ work_ifymfqj7jjbv5ldnhyofmazcy4 155 8 tation tation NN work_ifymfqj7jjbv5ldnhyofmazcy4 155 9 scheme scheme NN work_ifymfqj7jjbv5ldnhyofmazcy4 155 10 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 155 11 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 155 12 Emotion Emotion NNP work_ifymfqj7jjbv5ldnhyofmazcy4 155 13 Annotation Annotation NNP work_ifymfqj7jjbv5ldnhyofmazcy4 155 14 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 155 15 Representation Representation NNP work_ifymfqj7jjbv5ldnhyofmazcy4 155 16 Language Language NNP work_ifymfqj7jjbv5ldnhyofmazcy4 155 17 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 155 18 EARL EARL NNP work_ifymfqj7jjbv5ldnhyofmazcy4 155 19 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 155 20 Version Version NNP work_ifymfqj7jjbv5ldnhyofmazcy4 155 21 0.4.0 0.4.0 VB work_ifymfqj7jjbv5ldnhyofmazcy4 155 22 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 155 23 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 155 24 XML xml NN work_ifymfqj7jjbv5ldnhyofmazcy4 155 25 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 155 26 based base VBN work_ifymfqj7jjbv5ldnhyofmazcy4 155 27 language language NN work_ifymfqj7jjbv5ldnhyofmazcy4 155 28 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 155 29 repre- repre- NN work_ifymfqj7jjbv5ldnhyofmazcy4 155 30 senting senting NN work_ifymfqj7jjbv5ldnhyofmazcy4 155 31 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 155 32 annotating annotate VBG work_ifymfqj7jjbv5ldnhyofmazcy4 155 33 emotions emotion NNS work_ifymfqj7jjbv5ldnhyofmazcy4 155 34 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 155 35 technological technological JJ work_ifymfqj7jjbv5ldnhyofmazcy4 155 36 contexts contexts NN work_ifymfqj7jjbv5ldnhyofmazcy4 155 37 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 155 38 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 155 39 Association Association NNP work_ifymfqj7jjbv5ldnhyofmazcy4 155 40 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 155 41 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 155 42 Advancement Advancement NNP work_ifymfqj7jjbv5ldnhyofmazcy4 155 43 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 155 44 Affective Affective NNP work_ifymfqj7jjbv5ldnhyofmazcy4 155 45 Computing Computing NNP work_ifymfqj7jjbv5ldnhyofmazcy4 155 46 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 155 47 2014 2014 CD work_ifymfqj7jjbv5ldnhyofmazcy4 155 48 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 155 49 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 156 1 It -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 156 2 has have VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 156 3 been be VBN work_ifymfqj7jjbv5ldnhyofmazcy4 156 4 designed design VBN work_ifymfqj7jjbv5ldnhyofmazcy4 156 5 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 156 6 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 156 7 wide wide JJ work_ifymfqj7jjbv5ldnhyofmazcy4 156 8 range range NN work_ifymfqj7jjbv5ldnhyofmazcy4 156 9 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 156 10 applications application NNS work_ifymfqj7jjbv5ldnhyofmazcy4 156 11 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 156 12 including include VBG work_ifymfqj7jjbv5ldnhyofmazcy4 156 13 cor- cor- XX work_ifymfqj7jjbv5ldnhyofmazcy4 156 14 pus pus NN work_ifymfqj7jjbv5ldnhyofmazcy4 156 15 annotation annotation NN work_ifymfqj7jjbv5ldnhyofmazcy4 156 16 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 156 17 emotion emotion NN work_ifymfqj7jjbv5ldnhyofmazcy4 156 18 recognition recognition NN work_ifymfqj7jjbv5ldnhyofmazcy4 156 19 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 157 1 It -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 157 2 organizes organize VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 157 3 48 48 CD work_ifymfqj7jjbv5ldnhyofmazcy4 157 4 emotions emotion NNS work_ifymfqj7jjbv5ldnhyofmazcy4 157 5 into into IN work_ifymfqj7jjbv5ldnhyofmazcy4 157 6 5 5 CD work_ifymfqj7jjbv5ldnhyofmazcy4 157 7 positive positive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 157 8 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 157 9 5 5 CD work_ifymfqj7jjbv5ldnhyofmazcy4 157 10 negative negative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 157 11 categories category NNS work_ifymfqj7jjbv5ldnhyofmazcy4 157 12 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 157 13 see see VB work_ifymfqj7jjbv5ldnhyofmazcy4 157 14 Table Table NNP work_ifymfqj7jjbv5ldnhyofmazcy4 157 15 3 3 CD work_ifymfqj7jjbv5ldnhyofmazcy4 157 16 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 157 17 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 158 1 To to TO work_ifymfqj7jjbv5ldnhyofmazcy4 158 2 facilitate facilitate VB work_ifymfqj7jjbv5ldnhyofmazcy4 158 3 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 158 4 annotation annotation NN work_ifymfqj7jjbv5ldnhyofmazcy4 158 5 task task NN work_ifymfqj7jjbv5ldnhyofmazcy4 158 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 158 7 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 158 8 used use VBD work_ifymfqj7jjbv5ldnhyofmazcy4 158 9 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 158 10 10 10 CD work_ifymfqj7jjbv5ldnhyofmazcy4 158 11 top top JJ work_ifymfqj7jjbv5ldnhyofmazcy4 158 12 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 158 13 level level NN work_ifymfqj7jjbv5ldnhyofmazcy4 158 14 categories category NNS work_ifymfqj7jjbv5ldnhyofmazcy4 158 15 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 158 16 they -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 158 17 provide provide VBP work_ifymfqj7jjbv5ldnhyofmazcy4 158 18 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 158 19 manageable manageable JJ work_ifymfqj7jjbv5ldnhyofmazcy4 158 20 number number NN work_ifymfqj7jjbv5ldnhyofmazcy4 158 21 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 158 22 choices choice NNS work_ifymfqj7jjbv5ldnhyofmazcy4 158 23 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 158 24 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 158 25 human human JJ work_ifymfqj7jjbv5ldnhyofmazcy4 158 26 annotator annotator NN work_ifymfqj7jjbv5ldnhyofmazcy4 158 27 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 158 28 which which WDT work_ifymfqj7jjbv5ldnhyofmazcy4 158 29 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 158 30 also also RB work_ifymfqj7jjbv5ldnhyofmazcy4 158 31 evenly evenly RB work_ifymfqj7jjbv5ldnhyofmazcy4 158 32 distributed distribute VBN work_ifymfqj7jjbv5ldnhyofmazcy4 158 33 between between IN work_ifymfqj7jjbv5ldnhyofmazcy4 158 34 positive positive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 158 35 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 158 36 negative negative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 158 37 polarities polarity NNS work_ifymfqj7jjbv5ldnhyofmazcy4 158 38 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 159 1 For for IN work_ifymfqj7jjbv5ldnhyofmazcy4 159 2 annotation annotation NN work_ifymfqj7jjbv5ldnhyofmazcy4 159 3 purposes purpose NNS work_ifymfqj7jjbv5ldnhyofmazcy4 159 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 159 5 specific specific JJ work_ifymfqj7jjbv5ldnhyofmazcy4 159 6 emotions emotion NNS work_ifymfqj7jjbv5ldnhyofmazcy4 159 7 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 159 8 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 159 9 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 159 10 examples example NNS work_ifymfqj7jjbv5ldnhyofmazcy4 159 11 instead instead RB work_ifymfqj7jjbv5ldnhyofmazcy4 159 12 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 159 13 formal formal JJ work_ifymfqj7jjbv5ldnhyofmazcy4 159 14 definitions definition NNS work_ifymfqj7jjbv5ldnhyofmazcy4 159 15 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 159 16 explain explain VB work_ifymfqj7jjbv5ldnhyofmazcy4 159 17 each each DT work_ifymfqj7jjbv5ldnhyofmazcy4 159 18 top top JJ work_ifymfqj7jjbv5ldnhyofmazcy4 159 19 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 159 20 level level NN work_ifymfqj7jjbv5ldnhyofmazcy4 159 21 category category NN work_ifymfqj7jjbv5ldnhyofmazcy4 159 22 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 159 23 e.g. e.g. RB work_ifymfqj7jjbv5ldnhyofmazcy4 160 1 Caring care VBG work_ifymfqj7jjbv5ldnhyofmazcy4 160 2 encompasses encompasse NNS work_ifymfqj7jjbv5ldnhyofmazcy4 160 3 affection affection NN work_ifymfqj7jjbv5ldnhyofmazcy4 160 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 160 5 empathy empathy NN work_ifymfqj7jjbv5ldnhyofmazcy4 160 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 160 7 friendliness friendliness NN work_ifymfqj7jjbv5ldnhyofmazcy4 160 8 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 160 9 love love NN work_ifymfqj7jjbv5ldnhyofmazcy4 160 10 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 161 1 3.2 3.2 CD work_ifymfqj7jjbv5ldnhyofmazcy4 161 2 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 162 1 Annotation annotation NN work_ifymfqj7jjbv5ldnhyofmazcy4 162 2 process process NN work_ifymfqj7jjbv5ldnhyofmazcy4 162 3 We -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 162 4 implemented implement VBD work_ifymfqj7jjbv5ldnhyofmazcy4 162 5 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 162 6 bespoke bespoke NN work_ifymfqj7jjbv5ldnhyofmazcy4 162 7 web web NN work_ifymfqj7jjbv5ldnhyofmazcy4 162 8 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 162 9 based base VBN work_ifymfqj7jjbv5ldnhyofmazcy4 162 10 annotation annotation NN work_ifymfqj7jjbv5ldnhyofmazcy4 162 11 platform platform NN work_ifymfqj7jjbv5ldnhyofmazcy4 162 12 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 163 1 It -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 163 2 provides provide VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 163 3 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 163 4 simple simple JJ work_ifymfqj7jjbv5ldnhyofmazcy4 163 5 interface interface NN work_ifymfqj7jjbv5ldnhyofmazcy4 163 6 accessible accessible JJ work_ifymfqj7jjbv5ldnhyofmazcy4 163 7 via via IN work_ifymfqj7jjbv5ldnhyofmazcy4 163 8 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 163 9 web web NN work_ifymfqj7jjbv5ldnhyofmazcy4 163 10 browser browser NN work_ifymfqj7jjbv5ldnhyofmazcy4 163 11 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 163 12 which which WDT work_ifymfqj7jjbv5ldnhyofmazcy4 163 13 eliminates eliminate VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 163 14 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 163 15 installation installation NN work_ifymfqj7jjbv5ldnhyofmazcy4 163 16 overhead overhead RB work_ifymfqj7jjbv5ldnhyofmazcy4 163 17 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 163 18 minimizes minimize VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 163 19 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 163 20 need need NN work_ifymfqj7jjbv5ldnhyofmazcy4 163 21 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 163 22 special special JJ work_ifymfqj7jjbv5ldnhyofmazcy4 163 23 training training NN work_ifymfqj7jjbv5ldnhyofmazcy4 163 24 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 164 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 164 2 interface interface NN work_ifymfqj7jjbv5ldnhyofmazcy4 164 3 consists consist VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 164 4 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 164 5 two two CD work_ifymfqj7jjbv5ldnhyofmazcy4 164 6 panes pane NNS work_ifymfqj7jjbv5ldnhyofmazcy4 164 7 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 165 1 One one CD work_ifymfqj7jjbv5ldnhyofmazcy4 165 2 pane pane JJ work_ifymfqj7jjbv5ldnhyofmazcy4 165 3 con- con- NN work_ifymfqj7jjbv5ldnhyofmazcy4 165 4 tains tain NNS work_ifymfqj7jjbv5ldnhyofmazcy4 165 5 randomly randomly RB work_ifymfqj7jjbv5ldnhyofmazcy4 165 6 selected select VBN work_ifymfqj7jjbv5ldnhyofmazcy4 165 7 text text NN work_ifymfqj7jjbv5ldnhyofmazcy4 165 8 ready ready JJ work_ifymfqj7jjbv5ldnhyofmazcy4 165 9 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 165 10 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 165 11 annotated annotate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 165 12 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 166 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 166 2 our -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 166 3 study study NN work_ifymfqj7jjbv5ldnhyofmazcy4 166 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 166 5 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 166 6 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 166 7 either either CC work_ifymfqj7jjbv5ldnhyofmazcy4 166 8 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 166 9 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 166 10 together together RB work_ifymfqj7jjbv5ldnhyofmazcy4 166 11 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 166 12 its -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 166 13 definition definition NN work_ifymfqj7jjbv5ldnhyofmazcy4 166 14 or or CC work_ifymfqj7jjbv5ldnhyofmazcy4 166 15 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 166 16 sentence sentence NN work_ifymfqj7jjbv5ldnhyofmazcy4 166 17 that that WDT work_ifymfqj7jjbv5ldnhyofmazcy4 166 18 contains contain VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 166 19 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 166 20 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 166 21 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 166 22 see see VB work_ifymfqj7jjbv5ldnhyofmazcy4 166 23 Fig Fig NNP work_ifymfqj7jjbv5ldnhyofmazcy4 166 24 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 167 1 1 1 CD work_ifymfqj7jjbv5ldnhyofmazcy4 167 2 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 167 3 study study NN work_ifymfqj7jjbv5ldnhyofmazcy4 167 4 design design NN work_ifymfqj7jjbv5ldnhyofmazcy4 167 5 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 167 6 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 168 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 168 2 other other JJ work_ifymfqj7jjbv5ldnhyofmazcy4 168 3 pane pane NN work_ifymfqj7jjbv5ldnhyofmazcy4 168 4 contains contain VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 168 5 four four CD work_ifymfqj7jjbv5ldnhyofmazcy4 168 6 annotation annotation NN work_ifymfqj7jjbv5ldnhyofmazcy4 168 7 choices choice NNS work_ifymfqj7jjbv5ldnhyofmazcy4 168 8 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 168 9 Positive positive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 168 10 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 168 11 Negative Negative NNP work_ifymfqj7jjbv5ldnhyofmazcy4 168 12 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 168 13 Neutral Neutral NNP work_ifymfqj7jjbv5ldnhyofmazcy4 168 14 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 168 15 Ambiguous ambiguous JJ work_ifymfqj7jjbv5ldnhyofmazcy4 168 16 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 169 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 169 2 selection selection NN work_ifymfqj7jjbv5ldnhyofmazcy4 169 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 169 4 either either CC work_ifymfqj7jjbv5ldnhyofmazcy4 169 5 Positive positive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 169 6 or or CC work_ifymfqj7jjbv5ldnhyofmazcy4 169 7 Negative negative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 169 8 categories category NNS work_ifymfqj7jjbv5ldnhyofmazcy4 169 9 expands expand VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 169 10 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 169 11 menu menu NN work_ifymfqj7jjbv5ldnhyofmazcy4 169 12 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 169 13 provide provide VB work_ifymfqj7jjbv5ldnhyofmazcy4 169 14 additional additional JJ work_ifymfqj7jjbv5ldnhyofmazcy4 169 15 choices choice NNS work_ifymfqj7jjbv5ldnhyofmazcy4 169 16 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 169 17 see see VB work_ifymfqj7jjbv5ldnhyofmazcy4 169 18 Fig Fig NNP work_ifymfqj7jjbv5ldnhyofmazcy4 169 19 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 170 1 2 2 LS work_ifymfqj7jjbv5ldnhyofmazcy4 170 2 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 170 3 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 171 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 171 2 Table table NN work_ifymfqj7jjbv5ldnhyofmazcy4 171 3 3 3 CD work_ifymfqj7jjbv5ldnhyofmazcy4 171 4 Top top JJ work_ifymfqj7jjbv5ldnhyofmazcy4 171 5 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 171 6 level level NN work_ifymfqj7jjbv5ldnhyofmazcy4 171 7 emotion emotion NN work_ifymfqj7jjbv5ldnhyofmazcy4 171 8 categories category NNS work_ifymfqj7jjbv5ldnhyofmazcy4 171 9 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 171 10 EARL EARL NNP work_ifymfqj7jjbv5ldnhyofmazcy4 171 11 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 172 1 Negative negative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 172 2 category category NN work_ifymfqj7jjbv5ldnhyofmazcy4 172 3 Example Example NNP work_ifymfqj7jjbv5ldnhyofmazcy4 172 4 Positive positive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 172 5 category category NN work_ifymfqj7jjbv5ldnhyofmazcy4 172 6 Example Example NNP work_ifymfqj7jjbv5ldnhyofmazcy4 172 7 Negative Negative NNP work_ifymfqj7jjbv5ldnhyofmazcy4 172 8 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 172 9 forceful forceful NNP work_ifymfqj7jjbv5ldnhyofmazcy4 172 10 Annoyance Annoyance NNP work_ifymfqj7jjbv5ldnhyofmazcy4 172 11 Positive Positive NNP work_ifymfqj7jjbv5ldnhyofmazcy4 172 12 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 172 13 lively lively JJ work_ifymfqj7jjbv5ldnhyofmazcy4 172 14 Joy Joy NNP work_ifymfqj7jjbv5ldnhyofmazcy4 172 15 Negative Negative NNP work_ifymfqj7jjbv5ldnhyofmazcy4 172 16 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 172 17 not not RB work_ifymfqj7jjbv5ldnhyofmazcy4 172 18 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 172 19 control control NN work_ifymfqj7jjbv5ldnhyofmazcy4 172 20 Helplessness Helplessness NNP work_ifymfqj7jjbv5ldnhyofmazcy4 172 21 Caring Caring NNP work_ifymfqj7jjbv5ldnhyofmazcy4 172 22 Love Love NNP work_ifymfqj7jjbv5ldnhyofmazcy4 172 23 Negative negative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 172 24 thoughts thought NNS work_ifymfqj7jjbv5ldnhyofmazcy4 172 25 Doubt doubt VBP work_ifymfqj7jjbv5ldnhyofmazcy4 172 26 Positive positive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 172 27 thoughts thought NNS work_ifymfqj7jjbv5ldnhyofmazcy4 172 28 Hope hope VBP work_ifymfqj7jjbv5ldnhyofmazcy4 172 29 Negative Negative NNP work_ifymfqj7jjbv5ldnhyofmazcy4 172 30 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 172 31 passive passive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 172 32 Sadness Sadness NNP work_ifymfqj7jjbv5ldnhyofmazcy4 172 33 Quiet Quiet NNP work_ifymfqj7jjbv5ldnhyofmazcy4 172 34 positive positive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 172 35 Relaxed relaxed JJ work_ifymfqj7jjbv5ldnhyofmazcy4 172 36 Agitation Agitation NNP work_ifymfqj7jjbv5ldnhyofmazcy4 172 37 Stress Stress NNP work_ifymfqj7jjbv5ldnhyofmazcy4 172 38 Reactive Reactive NNP work_ifymfqj7jjbv5ldnhyofmazcy4 172 39 Politeness Politeness NNP work_ifymfqj7jjbv5ldnhyofmazcy4 172 40 category category NN work_ifymfqj7jjbv5ldnhyofmazcy4 172 41 Neutral Neutral NNP work_ifymfqj7jjbv5ldnhyofmazcy4 172 42 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 172 43 introduced introduce VBN work_ifymfqj7jjbv5ldnhyofmazcy4 172 44 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 172 45 EARL EARL NNP work_ifymfqj7jjbv5ldnhyofmazcy4 172 46 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 172 47 allow allow VB work_ifymfqj7jjbv5ldnhyofmazcy4 172 48 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 172 49 absence absence NN work_ifymfqj7jjbv5ldnhyofmazcy4 172 50 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 172 51 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 172 52 emotion emotion NN work_ifymfqj7jjbv5ldnhyofmazcy4 172 53 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 172 54 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 172 55 annotated annotate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 172 56 explicitly explicitly RB work_ifymfqj7jjbv5ldnhyofmazcy4 172 57 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 173 1 We -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 173 2 introduced introduce VBD work_ifymfqj7jjbv5ldnhyofmazcy4 173 3 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 173 4 addi- addi- JJ work_ifymfqj7jjbv5ldnhyofmazcy4 173 5 tional tional JJ work_ifymfqj7jjbv5ldnhyofmazcy4 173 6 category category NN work_ifymfqj7jjbv5ldnhyofmazcy4 173 7 Ambiguous ambiguous JJ work_ifymfqj7jjbv5ldnhyofmazcy4 173 8 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 173 9 annotate annotate VB work_ifymfqj7jjbv5ldnhyofmazcy4 173 10 cases case NNS work_ifymfqj7jjbv5ldnhyofmazcy4 173 11 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 173 12 emotion emotion NN work_ifymfqj7jjbv5ldnhyofmazcy4 173 13 that that IN work_ifymfqj7jjbv5ldnhyofmazcy4 173 14 can- can- MD work_ifymfqj7jjbv5ldnhyofmazcy4 173 15 not not RB work_ifymfqj7jjbv5ldnhyofmazcy4 173 16 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 173 17 determined determine VBN work_ifymfqj7jjbv5ldnhyofmazcy4 173 18 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 173 19 either either CC work_ifymfqj7jjbv5ldnhyofmazcy4 173 20 Positive positive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 173 21 or or CC work_ifymfqj7jjbv5ldnhyofmazcy4 173 22 Negative negative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 173 23 without without IN work_ifymfqj7jjbv5ldnhyofmazcy4 173 24 additional additional JJ work_ifymfqj7jjbv5ldnhyofmazcy4 173 25 information information NN work_ifymfqj7jjbv5ldnhyofmazcy4 173 26 such such JJ work_ifymfqj7jjbv5ldnhyofmazcy4 173 27 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 173 28 context context NN work_ifymfqj7jjbv5ldnhyofmazcy4 173 29 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 173 30 tone tone NN work_ifymfqj7jjbv5ldnhyofmazcy4 173 31 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 173 32 voice voice NN work_ifymfqj7jjbv5ldnhyofmazcy4 173 33 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 173 34 or or CC work_ifymfqj7jjbv5ldnhyofmazcy4 173 35 body body NN work_ifymfqj7jjbv5ldnhyofmazcy4 173 36 language language NN work_ifymfqj7jjbv5ldnhyofmazcy4 173 37 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 174 1 A a DT work_ifymfqj7jjbv5ldnhyofmazcy4 174 2 help help NN work_ifymfqj7jjbv5ldnhyofmazcy4 174 3 button button NN work_ifymfqj7jjbv5ldnhyofmazcy4 174 4 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 174 5 available available JJ work_ifymfqj7jjbv5ldnhyofmazcy4 174 6 next next RB work_ifymfqj7jjbv5ldnhyofmazcy4 174 7 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 174 8 each each DT work_ifymfqj7jjbv5ldnhyofmazcy4 174 9 annotation annotation NN work_ifymfqj7jjbv5ldnhyofmazcy4 174 10 choice choice NN work_ifymfqj7jjbv5ldnhyofmazcy4 174 11 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 174 12 pro- pro- VB work_ifymfqj7jjbv5ldnhyofmazcy4 174 13 vide vide VB work_ifymfqj7jjbv5ldnhyofmazcy4 174 14 additional additional JJ work_ifymfqj7jjbv5ldnhyofmazcy4 174 15 information information NN work_ifymfqj7jjbv5ldnhyofmazcy4 174 16 if if IN work_ifymfqj7jjbv5ldnhyofmazcy4 174 17 needed need VBN work_ifymfqj7jjbv5ldnhyofmazcy4 174 18 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 175 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 175 2 overall overall JJ work_ifymfqj7jjbv5ldnhyofmazcy4 175 3 annotation annotation NN work_ifymfqj7jjbv5ldnhyofmazcy4 175 4 scheme scheme NN work_ifymfqj7jjbv5ldnhyofmazcy4 175 5 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 175 6 also also RB work_ifymfqj7jjbv5ldnhyofmazcy4 175 7 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 175 8 viewed view VBN work_ifymfqj7jjbv5ldnhyofmazcy4 175 9 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 175 10 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 175 11 separate separate JJ work_ifymfqj7jjbv5ldnhyofmazcy4 175 12 window window NN work_ifymfqj7jjbv5ldnhyofmazcy4 175 13 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 176 1 Each each DT work_ifymfqj7jjbv5ldnhyofmazcy4 176 2 annotation annotation NN work_ifymfqj7jjbv5ldnhyofmazcy4 176 3 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 176 4 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 176 5 scored score VBN work_ifymfqj7jjbv5ldnhyofmazcy4 176 6 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 176 7 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 176 8 3-point 3-point CD work_ifymfqj7jjbv5ldnhyofmazcy4 176 9 scale scale NN work_ifymfqj7jjbv5ldnhyofmazcy4 176 10 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 176 11 account account VB work_ifymfqj7jjbv5ldnhyofmazcy4 176 12 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 176 13 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 176 14 annotator annotator NN work_ifymfqj7jjbv5ldnhyofmazcy4 176 15 ’s ’s POS work_ifymfqj7jjbv5ldnhyofmazcy4 176 16 con- con- NN work_ifymfqj7jjbv5ldnhyofmazcy4 176 17 fidence fidence NN work_ifymfqj7jjbv5ldnhyofmazcy4 176 18 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 176 19 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 176 20 particular particular JJ work_ifymfqj7jjbv5ldnhyofmazcy4 176 21 choice choice NN work_ifymfqj7jjbv5ldnhyofmazcy4 176 22 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 176 23 Low low JJ work_ifymfqj7jjbv5ldnhyofmazcy4 176 24 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 176 25 Medium Medium NNP work_ifymfqj7jjbv5ldnhyofmazcy4 176 26 or or CC work_ifymfqj7jjbv5ldnhyofmazcy4 176 27 High high JJ work_ifymfqj7jjbv5ldnhyofmazcy4 176 28 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 176 29 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 176 30 Medium Medium NNP work_ifymfqj7jjbv5ldnhyofmazcy4 176 31 being be VBG work_ifymfqj7jjbv5ldnhyofmazcy4 176 32 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 176 33 default default NN work_ifymfqj7jjbv5ldnhyofmazcy4 176 34 choice choice NN work_ifymfqj7jjbv5ldnhyofmazcy4 176 35 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 177 1 Online online JJ work_ifymfqj7jjbv5ldnhyofmazcy4 177 2 accessibility accessibility NN work_ifymfqj7jjbv5ldnhyofmazcy4 177 3 provided provide VBD work_ifymfqj7jjbv5ldnhyofmazcy4 177 4 us -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 177 5 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 177 6 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 177 7 flexibility flexibility NN work_ifymfqj7jjbv5ldnhyofmazcy4 177 8 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 177 9 choosing choose VBG work_ifymfqj7jjbv5ldnhyofmazcy4 177 10 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 177 11 physical physical JJ work_ifymfqj7jjbv5ldnhyofmazcy4 177 12 location location NN work_ifymfqj7jjbv5ldnhyofmazcy4 177 13 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 177 14 annotation annotation NN work_ifymfqj7jjbv5ldnhyofmazcy4 177 15 experiments experiment NNS work_ifymfqj7jjbv5ldnhyofmazcy4 177 16 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 178 1 Users user NNS work_ifymfqj7jjbv5ldnhyofmazcy4 178 2 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 178 3 tracked track VBN work_ifymfqj7jjbv5ldnhyofmazcy4 178 4 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 178 5 their -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 178 6 IP IP NNP work_ifymfqj7jjbv5ldnhyofmazcy4 178 7 addresses address NNS work_ifymfqj7jjbv5ldnhyofmazcy4 178 8 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 178 9 avoid avoid VB work_ifymfqj7jjbv5ldnhyofmazcy4 178 10 duplication duplication NN work_ifymfqj7jjbv5ldnhyofmazcy4 178 11 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 178 12 annotations annotation NNS work_ifymfqj7jjbv5ldnhyofmazcy4 178 13 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 178 14 not not RB work_ifymfqj7jjbv5ldnhyofmazcy4 178 15 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 178 16 identify identify VB work_ifymfqj7jjbv5ldnhyofmazcy4 178 17 individuals individual NNS work_ifymfqj7jjbv5ldnhyofmazcy4 178 18 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 179 1 No no DT work_ifymfqj7jjbv5ldnhyofmazcy4 179 2 other other JJ work_ifymfqj7jjbv5ldnhyofmazcy4 179 3 personal personal JJ work_ifymfqj7jjbv5ldnhyofmazcy4 179 4 information information NN work_ifymfqj7jjbv5ldnhyofmazcy4 179 5 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 179 6 col- col- RB work_ifymfqj7jjbv5ldnhyofmazcy4 179 7 lected lecte VBN work_ifymfqj7jjbv5ldnhyofmazcy4 179 8 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 180 1 This this DT work_ifymfqj7jjbv5ldnhyofmazcy4 180 2 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 180 3 explained explain VBN work_ifymfqj7jjbv5ldnhyofmazcy4 180 4 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 180 5 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 180 6 privacy privacy NN work_ifymfqj7jjbv5ldnhyofmazcy4 180 7 policy policy NN work_ifymfqj7jjbv5ldnhyofmazcy4 180 8 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 181 1 All all DT work_ifymfqj7jjbv5ldnhyofmazcy4 181 2 annotation annotation NN work_ifymfqj7jjbv5ldnhyofmazcy4 181 3 results result NNS work_ifymfqj7jjbv5ldnhyofmazcy4 181 4 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 181 5 stored store VBN work_ifymfqj7jjbv5ldnhyofmazcy4 181 6 securely securely RB work_ifymfqj7jjbv5ldnhyofmazcy4 181 7 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 181 8 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 181 9 relational relational JJ work_ifymfqj7jjbv5ldnhyofmazcy4 181 10 database database NN work_ifymfqj7jjbv5ldnhyofmazcy4 181 11 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 182 1 Group group NN work_ifymfqj7jjbv5ldnhyofmazcy4 182 2 annotation annotation NN work_ifymfqj7jjbv5ldnhyofmazcy4 182 3 sessions session NNS work_ifymfqj7jjbv5ldnhyofmazcy4 182 4 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 182 5 conducted conduct VBN work_ifymfqj7jjbv5ldnhyofmazcy4 182 6 weekly weekly JJ work_ifymfqj7jjbv5ldnhyofmazcy4 182 7 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 182 8 where where WRB work_ifymfqj7jjbv5ldnhyofmazcy4 182 9 new new JJ work_ifymfqj7jjbv5ldnhyofmazcy4 182 10 annotators annotator NNS work_ifymfqj7jjbv5ldnhyofmazcy4 182 11 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 182 12 briefed brief VBN work_ifymfqj7jjbv5ldnhyofmazcy4 182 13 about about IN work_ifymfqj7jjbv5ldnhyofmazcy4 182 14 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 182 15 study study NN work_ifymfqj7jjbv5ldnhyofmazcy4 182 16 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 182 17 their -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 182 18 role role NN work_ifymfqj7jjbv5ldnhyofmazcy4 182 19 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 182 20 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 182 21 anno- anno- NN work_ifymfqj7jjbv5ldnhyofmazcy4 182 22 tator tator NN work_ifymfqj7jjbv5ldnhyofmazcy4 182 23 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 183 1 All all DT work_ifymfqj7jjbv5ldnhyofmazcy4 183 2 annotators annotator NNS work_ifymfqj7jjbv5ldnhyofmazcy4 183 3 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 183 4 required require VBN work_ifymfqj7jjbv5ldnhyofmazcy4 183 5 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 183 6 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 183 7 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 183 8 native native JJ work_ifymfqj7jjbv5ldnhyofmazcy4 183 9 or or CC work_ifymfqj7jjbv5ldnhyofmazcy4 183 10 native native JJ work_ifymfqj7jjbv5ldnhyofmazcy4 183 11 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 183 12 like like JJ work_ifymfqj7jjbv5ldnhyofmazcy4 183 13 English English NNP work_ifymfqj7jjbv5ldnhyofmazcy4 183 14 proficiency proficiency NN work_ifymfqj7jjbv5ldnhyofmazcy4 183 15 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 184 1 All all DT work_ifymfqj7jjbv5ldnhyofmazcy4 184 2 annotations annotation NNS work_ifymfqj7jjbv5ldnhyofmazcy4 184 3 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 184 4 performed perform VBN work_ifymfqj7jjbv5ldnhyofmazcy4 184 5 indepen- indepen- NN work_ifymfqj7jjbv5ldnhyofmazcy4 184 6 dently dently RB work_ifymfqj7jjbv5ldnhyofmazcy4 184 7 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 185 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 185 2 data datum NNS work_ifymfqj7jjbv5ldnhyofmazcy4 185 3 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 185 4 randomized randomize VBN work_ifymfqj7jjbv5ldnhyofmazcy4 185 5 individually individually RB work_ifymfqj7jjbv5ldnhyofmazcy4 185 6 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 185 7 each each DT work_ifymfqj7jjbv5ldnhyofmazcy4 185 8 annotator annotator NN work_ifymfqj7jjbv5ldnhyofmazcy4 185 9 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 185 10 so so CC work_ifymfqj7jjbv5ldnhyofmazcy4 185 11 they -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 185 12 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 185 13 always always RB work_ifymfqj7jjbv5ldnhyofmazcy4 185 14 annotated annotate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 185 15 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 185 16 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 185 17 different different JJ work_ifymfqj7jjbv5ldnhyofmazcy4 185 18 order order NN work_ifymfqj7jjbv5ldnhyofmazcy4 185 19 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 186 1 No no DT work_ifymfqj7jjbv5ldnhyofmazcy4 186 2 discussions discussion NNS work_ifymfqj7jjbv5ldnhyofmazcy4 186 3 about about IN work_ifymfqj7jjbv5ldnhyofmazcy4 186 4 particular particular JJ work_ifymfqj7jjbv5ldnhyofmazcy4 186 5 data data NN work_ifymfqj7jjbv5ldnhyofmazcy4 186 6 items item NNS work_ifymfqj7jjbv5ldnhyofmazcy4 186 7 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 186 8 allowed allow VBN work_ifymfqj7jjbv5ldnhyofmazcy4 186 9 among among IN work_ifymfqj7jjbv5ldnhyofmazcy4 186 10 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 186 11 annotators annotator NNS work_ifymfqj7jjbv5ldnhyofmazcy4 186 12 during during IN work_ifymfqj7jjbv5ldnhyofmazcy4 186 13 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 186 14 group group NN work_ifymfqj7jjbv5ldnhyofmazcy4 186 15 sessions session NNS work_ifymfqj7jjbv5ldnhyofmazcy4 186 16 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 187 1 Table table NN work_ifymfqj7jjbv5ldnhyofmazcy4 187 2 4 4 CD work_ifymfqj7jjbv5ldnhyofmazcy4 187 3 Distribution distribution NN work_ifymfqj7jjbv5ldnhyofmazcy4 187 4 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 187 5 annotations annotation NNS work_ifymfqj7jjbv5ldnhyofmazcy4 187 6 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 187 7 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 187 8 gold gold JJ work_ifymfqj7jjbv5ldnhyofmazcy4 187 9 standard standard NN work_ifymfqj7jjbv5ldnhyofmazcy4 187 10 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 188 1 Annotation annotation NN work_ifymfqj7jjbv5ldnhyofmazcy4 188 2 Total total JJ work_ifymfqj7jjbv5ldnhyofmazcy4 188 3 % % NN work_ifymfqj7jjbv5ldnhyofmazcy4 188 4 Example Example NNP work_ifymfqj7jjbv5ldnhyofmazcy4 188 5 Negative Negative NNP work_ifymfqj7jjbv5ldnhyofmazcy4 188 6 1219 1219 CD work_ifymfqj7jjbv5ldnhyofmazcy4 188 7 48.35 48.35 CD work_ifymfqj7jjbv5ldnhyofmazcy4 188 8 All all RB work_ifymfqj7jjbv5ldnhyofmazcy4 188 9 right right RB work_ifymfqj7jjbv5ldnhyofmazcy4 188 10 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 188 11 do do VB work_ifymfqj7jjbv5ldnhyofmazcy4 188 12 not not RB work_ifymfqj7jjbv5ldnhyofmazcy4 188 13 jump jump VB work_ifymfqj7jjbv5ldnhyofmazcy4 188 14 down down RP work_ifymfqj7jjbv5ldnhyofmazcy4 188 15 my -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 188 16 throat throat NN work_ifymfqj7jjbv5ldnhyofmazcy4 188 17 Positive Positive NNP work_ifymfqj7jjbv5ldnhyofmazcy4 188 18 677 677 CD work_ifymfqj7jjbv5ldnhyofmazcy4 188 19 26.85 26.85 CD work_ifymfqj7jjbv5ldnhyofmazcy4 188 20 I -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 188 21 shall shall MD work_ifymfqj7jjbv5ldnhyofmazcy4 188 22 go go VB work_ifymfqj7jjbv5ldnhyofmazcy4 188 23 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 188 24 extra extra JJ work_ifymfqj7jjbv5ldnhyofmazcy4 188 25 mile mile NN work_ifymfqj7jjbv5ldnhyofmazcy4 188 26 Other other JJ work_ifymfqj7jjbv5ldnhyofmazcy4 188 27 625 625 CD work_ifymfqj7jjbv5ldnhyofmazcy4 188 28 24.79 24.79 CD work_ifymfqj7jjbv5ldnhyofmazcy4 188 29 Your -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 188 30 mother mother NN work_ifymfqj7jjbv5ldnhyofmazcy4 188 31 used use VBD work_ifymfqj7jjbv5ldnhyofmazcy4 188 32 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 188 33 sleep sleep VB work_ifymfqj7jjbv5ldnhyofmazcy4 188 34 like like IN work_ifymfqj7jjbv5ldnhyofmazcy4 188 35 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 188 36 log log NN work_ifymfqj7jjbv5ldnhyofmazcy4 188 37 L. L. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 188 38 Williams Williams NNP work_ifymfqj7jjbv5ldnhyofmazcy4 188 39 et et NNP work_ifymfqj7jjbv5ldnhyofmazcy4 188 40 al al NNP work_ifymfqj7jjbv5ldnhyofmazcy4 188 41 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 189 1 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 189 2 Expert expert NN work_ifymfqj7jjbv5ldnhyofmazcy4 189 3 Systems system NNS work_ifymfqj7jjbv5ldnhyofmazcy4 189 4 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 189 5 Applications Applications NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 189 6 42 42 CD work_ifymfqj7jjbv5ldnhyofmazcy4 189 7 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 189 8 2015 2015 CD work_ifymfqj7jjbv5ldnhyofmazcy4 189 9 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 189 10 7375–7385 7375–7385 CD work_ifymfqj7jjbv5ldnhyofmazcy4 189 11 7379 7379 CD work_ifymfqj7jjbv5ldnhyofmazcy4 189 12 3.3 3.3 CD work_ifymfqj7jjbv5ldnhyofmazcy4 189 13 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 190 1 Annotation annotation NN work_ifymfqj7jjbv5ldnhyofmazcy4 190 2 results result VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 190 3 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 190 4 data datum NNS work_ifymfqj7jjbv5ldnhyofmazcy4 190 5 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 190 6 annotated annotate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 190 7 over over IN work_ifymfqj7jjbv5ldnhyofmazcy4 190 8 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 190 9 course course NN work_ifymfqj7jjbv5ldnhyofmazcy4 190 10 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 190 11 13 13 CD work_ifymfqj7jjbv5ldnhyofmazcy4 190 12 weeks week NNS work_ifymfqj7jjbv5ldnhyofmazcy4 190 13 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 191 1 A a DT work_ifymfqj7jjbv5ldnhyofmazcy4 191 2 total total NN work_ifymfqj7jjbv5ldnhyofmazcy4 191 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 191 4 18 18 CD work_ifymfqj7jjbv5ldnhyofmazcy4 191 5 annotators annotator NNS work_ifymfqj7jjbv5ldnhyofmazcy4 191 6 participated participate VBD work_ifymfqj7jjbv5ldnhyofmazcy4 191 7 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 191 8 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 191 9 study study NN work_ifymfqj7jjbv5ldnhyofmazcy4 191 10 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 191 11 44 44 CD work_ifymfqj7jjbv5ldnhyofmazcy4 191 12 % % NN work_ifymfqj7jjbv5ldnhyofmazcy4 191 13 being be VBG work_ifymfqj7jjbv5ldnhyofmazcy4 191 14 female female JJ work_ifymfqj7jjbv5ldnhyofmazcy4 191 15 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 192 1 A a DT work_ifymfqj7jjbv5ldnhyofmazcy4 192 2 total total NN work_ifymfqj7jjbv5ldnhyofmazcy4 192 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 192 4 2900 2900 CD work_ifymfqj7jjbv5ldnhyofmazcy4 192 5 annotations annotation NNS work_ifymfqj7jjbv5ldnhyofmazcy4 192 6 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 192 7 collected collect VBN work_ifymfqj7jjbv5ldnhyofmazcy4 192 8 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 192 9 all all DT work_ifymfqj7jjbv5ldnhyofmazcy4 192 10 580 580 CD work_ifymfqj7jjbv5ldnhyofmazcy4 192 11 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 192 12 described describe VBN work_ifymfqj7jjbv5ldnhyofmazcy4 192 13 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 192 14 Section section NN work_ifymfqj7jjbv5ldnhyofmazcy4 192 15 2.1 2.1 CD work_ifymfqj7jjbv5ldnhyofmazcy4 192 16 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 192 17 5 5 CD work_ifymfqj7jjbv5ldnhyofmazcy4 192 18 annotations annotation NNS work_ifymfqj7jjbv5ldnhyofmazcy4 192 19 per per IN work_ifymfqj7jjbv5ldnhyofmazcy4 192 20 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 192 21 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 193 1 A a DT work_ifymfqj7jjbv5ldnhyofmazcy4 193 2 total total NN work_ifymfqj7jjbv5ldnhyofmazcy4 193 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 193 4 8610 8610 CD work_ifymfqj7jjbv5ldnhyofmazcy4 193 5 annota- annota- JJ work_ifymfqj7jjbv5ldnhyofmazcy4 193 6 tions tion NNS work_ifymfqj7jjbv5ldnhyofmazcy4 193 7 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 193 8 collected collect VBN work_ifymfqj7jjbv5ldnhyofmazcy4 193 9 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 193 10 all all DT work_ifymfqj7jjbv5ldnhyofmazcy4 193 11 sentences sentence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 193 12 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 193 13 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 193 14 corpus corpus NNP work_ifymfqj7jjbv5ldnhyofmazcy4 193 15 described describe VBN work_ifymfqj7jjbv5ldnhyofmazcy4 193 16 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 193 17 Section section NN work_ifymfqj7jjbv5ldnhyofmazcy4 193 18 2.2 2.2 CD work_ifymfqj7jjbv5ldnhyofmazcy4 193 19 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 193 20 at at RB work_ifymfqj7jjbv5ldnhyofmazcy4 193 21 least least RBS work_ifymfqj7jjbv5ldnhyofmazcy4 193 22 3 3 CD work_ifymfqj7jjbv5ldnhyofmazcy4 193 23 annotations annotation NNS work_ifymfqj7jjbv5ldnhyofmazcy4 193 24 per per IN work_ifymfqj7jjbv5ldnhyofmazcy4 193 25 sentence sentence NN work_ifymfqj7jjbv5ldnhyofmazcy4 193 26 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 194 1 A a DT work_ifymfqj7jjbv5ldnhyofmazcy4 194 2 total total NN work_ifymfqj7jjbv5ldnhyofmazcy4 194 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 194 4 143 143 CD work_ifymfqj7jjbv5ldnhyofmazcy4 194 5 sentences sentence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 194 6 had have VBD work_ifymfqj7jjbv5ldnhyofmazcy4 194 7 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 194 8 maximum maximum NN work_ifymfqj7jjbv5ldnhyofmazcy4 194 9 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 194 10 5 5 CD work_ifymfqj7jjbv5ldnhyofmazcy4 194 11 annotations annotation NNS work_ifymfqj7jjbv5ldnhyofmazcy4 194 12 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 195 1 Overall overall RB work_ifymfqj7jjbv5ldnhyofmazcy4 195 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 195 3 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 195 4 mean mean JJ work_ifymfqj7jjbv5ldnhyofmazcy4 195 5 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 195 6 median median JJ work_ifymfqj7jjbv5ldnhyofmazcy4 195 7 average average JJ work_ifymfqj7jjbv5ldnhyofmazcy4 195 8 number number NN work_ifymfqj7jjbv5ldnhyofmazcy4 195 9 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 195 10 annotations annotation NNS work_ifymfqj7jjbv5ldnhyofmazcy4 195 11 per per IN work_ifymfqj7jjbv5ldnhyofmazcy4 195 12 sentence sentence NN work_ifymfqj7jjbv5ldnhyofmazcy4 195 13 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 195 14 both both DT work_ifymfqj7jjbv5ldnhyofmazcy4 195 15 3 3 CD work_ifymfqj7jjbv5ldnhyofmazcy4 195 16 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 195 17 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 195 18 standard standard JJ work_ifymfqj7jjbv5ldnhyofmazcy4 195 19 deviation deviation NN work_ifymfqj7jjbv5ldnhyofmazcy4 195 20 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 195 21 0.60 0.60 CD work_ifymfqj7jjbv5ldnhyofmazcy4 195 22 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 196 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 196 2 main main JJ work_ifymfqj7jjbv5ldnhyofmazcy4 196 3 goal goal NN work_ifymfqj7jjbv5ldnhyofmazcy4 196 4 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 196 5 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 196 6 study study NN work_ifymfqj7jjbv5ldnhyofmazcy4 196 7 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 196 8 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 196 9 evaluate evaluate VB work_ifymfqj7jjbv5ldnhyofmazcy4 196 10 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 196 11 role role NN work_ifymfqj7jjbv5ldnhyofmazcy4 196 12 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 196 13 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 196 14 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 196 15 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 196 16 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 196 17 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 196 18 comparing compare VBG work_ifymfqj7jjbv5ldnhyofmazcy4 196 19 our -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 196 20 method method NN work_ifymfqj7jjbv5ldnhyofmazcy4 196 21 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 196 22 existing exist VBG work_ifymfqj7jjbv5ldnhyofmazcy4 196 23 approaches approach NNS work_ifymfqj7jjbv5ldnhyofmazcy4 196 24 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 196 25 hence hence RB work_ifymfqj7jjbv5ldnhyofmazcy4 196 26 our -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 196 27 experiments experiment NNS work_ifymfqj7jjbv5ldnhyofmazcy4 196 28 needed need VBN work_ifymfqj7jjbv5ldnhyofmazcy4 196 29 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 196 30 conform conform VB work_ifymfqj7jjbv5ldnhyofmazcy4 196 31 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 196 32 their -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 196 33 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 196 34 classification classification NN work_ifymfqj7jjbv5ldnhyofmazcy4 196 35 scheme scheme NN work_ifymfqj7jjbv5ldnhyofmazcy4 196 36 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 197 1 Most Most JJS work_ifymfqj7jjbv5ldnhyofmazcy4 197 2 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 197 3 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 197 4 approaches approach VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 197 5 output output NN work_ifymfqj7jjbv5ldnhyofmazcy4 197 6 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 197 7 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 197 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 197 9 i.e. i.e. FW work_ifymfqj7jjbv5ldnhyofmazcy4 198 1 classify classify VB work_ifymfqj7jjbv5ldnhyofmazcy4 198 2 text text NN work_ifymfqj7jjbv5ldnhyofmazcy4 198 3 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 198 4 being be VBG work_ifymfqj7jjbv5ldnhyofmazcy4 198 5 positive positive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 198 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 198 7 negative negative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 198 8 or or CC work_ifymfqj7jjbv5ldnhyofmazcy4 198 9 neutral neutral JJ work_ifymfqj7jjbv5ldnhyofmazcy4 198 10 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 199 1 This this DT work_ifymfqj7jjbv5ldnhyofmazcy4 199 2 also also RB work_ifymfqj7jjbv5ldnhyofmazcy4 199 3 applies apply VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 199 4 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 199 5 SentiStrength SentiStrength NNP work_ifymfqj7jjbv5ldnhyofmazcy4 199 6 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 199 7 Thelwall Thelwall NNP work_ifymfqj7jjbv5ldnhyofmazcy4 199 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 199 9 2014 2014 CD work_ifymfqj7jjbv5ldnhyofmazcy4 199 10 ; ; : work_ifymfqj7jjbv5ldnhyofmazcy4 199 11 Thelwall Thelwall NNP work_ifymfqj7jjbv5ldnhyofmazcy4 199 12 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 199 13 Buckley Buckley NNP work_ifymfqj7jjbv5ldnhyofmazcy4 199 14 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 199 15 Paltoglou Paltoglou NNP work_ifymfqj7jjbv5ldnhyofmazcy4 199 16 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 199 17 Cai Cai NNP work_ifymfqj7jjbv5ldnhyofmazcy4 199 18 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 199 19 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 199 20 Kappas Kappas NNP work_ifymfqj7jjbv5ldnhyofmazcy4 199 21 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 199 22 2010 2010 CD work_ifymfqj7jjbv5ldnhyofmazcy4 199 23 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 199 24 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 199 25 Stanford Stanford NNP work_ifymfqj7jjbv5ldnhyofmazcy4 199 26 CoreNLP CoreNLP NNP work_ifymfqj7jjbv5ldnhyofmazcy4 199 27 ’s ’s NN work_ifymfqj7jjbv5ldnhyofmazcy4 199 28 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 199 29 annotator annotator NN work_ifymfqj7jjbv5ldnhyofmazcy4 199 30 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 199 31 Socher Socher NNP work_ifymfqj7jjbv5ldnhyofmazcy4 199 32 et et NNP work_ifymfqj7jjbv5ldnhyofmazcy4 199 33 al al NNP work_ifymfqj7jjbv5ldnhyofmazcy4 199 34 . . NNP work_ifymfqj7jjbv5ldnhyofmazcy4 199 35 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 199 36 2013 2013 CD work_ifymfqj7jjbv5ldnhyofmazcy4 199 37 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 199 38 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 199 39 two two CD work_ifymfqj7jjbv5ldnhyofmazcy4 199 40 state state NN work_ifymfqj7jjbv5ldnhyofmazcy4 199 41 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 199 42 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 199 43 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 199 44 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 199 45 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 199 46 art art NN work_ifymfqj7jjbv5ldnhyofmazcy4 199 47 methods method NNS work_ifymfqj7jjbv5ldnhyofmazcy4 199 48 chosen choose VBN work_ifymfqj7jjbv5ldnhyofmazcy4 199 49 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 199 50 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 199 51 baseline baseline NN work_ifymfqj7jjbv5ldnhyofmazcy4 199 52 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 199 53 our -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 199 54 experiments experiment NNS work_ifymfqj7jjbv5ldnhyofmazcy4 199 55 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 200 1 Therefore therefore RB work_ifymfqj7jjbv5ldnhyofmazcy4 200 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 200 3 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 200 4 create create VB work_ifymfqj7jjbv5ldnhyofmazcy4 200 5 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 200 6 gold gold JJ work_ifymfqj7jjbv5ldnhyofmazcy4 200 7 standard standard NN work_ifymfqj7jjbv5ldnhyofmazcy4 200 8 that that WDT work_ifymfqj7jjbv5ldnhyofmazcy4 200 9 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 200 10 allow allow VB work_ifymfqj7jjbv5ldnhyofmazcy4 200 11 comparison comparison NN work_ifymfqj7jjbv5ldnhyofmazcy4 200 12 against against IN work_ifymfqj7jjbv5ldnhyofmazcy4 200 13 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 200 14 baseline baseline NN work_ifymfqj7jjbv5ldnhyofmazcy4 200 15 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 200 16 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 200 17 projected project VBD work_ifymfqj7jjbv5ldnhyofmazcy4 200 18 categories category NNS work_ifymfqj7jjbv5ldnhyofmazcy4 200 19 specified specify VBN work_ifymfqj7jjbv5ldnhyofmazcy4 200 20 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 200 21 Table table NN work_ifymfqj7jjbv5ldnhyofmazcy4 200 22 3 3 CD work_ifymfqj7jjbv5ldnhyofmazcy4 200 23 onto onto IN work_ifymfqj7jjbv5ldnhyofmazcy4 200 24 Positive positive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 200 25 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 200 26 Negative negative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 200 27 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 200 28 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 200 29 merged merge VBD work_ifymfqj7jjbv5ldnhyofmazcy4 200 30 Neutral neutral JJ work_ifymfqj7jjbv5ldnhyofmazcy4 200 31 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 200 32 Ambiguous ambiguous JJ work_ifymfqj7jjbv5ldnhyofmazcy4 200 33 categories category NNS work_ifymfqj7jjbv5ldnhyofmazcy4 200 34 into into IN work_ifymfqj7jjbv5ldnhyofmazcy4 200 35 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 200 36 single single JJ work_ifymfqj7jjbv5ldnhyofmazcy4 200 37 category category NN work_ifymfqj7jjbv5ldnhyofmazcy4 200 38 called call VBN work_ifymfqj7jjbv5ldnhyofmazcy4 200 39 Other other JJ work_ifymfqj7jjbv5ldnhyofmazcy4 200 40 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 201 1 Nonetheless nonetheless RB work_ifymfqj7jjbv5ldnhyofmazcy4 201 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 201 3 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 201 4 will will MD work_ifymfqj7jjbv5ldnhyofmazcy4 201 5 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 201 6 able able JJ work_ifymfqj7jjbv5ldnhyofmazcy4 201 7 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 201 8 use use VB work_ifymfqj7jjbv5ldnhyofmazcy4 201 9 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 201 10 original original JJ work_ifymfqj7jjbv5ldnhyofmazcy4 201 11 annotations annotation NNS work_ifymfqj7jjbv5ldnhyofmazcy4 201 12 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 201 13 re re VB work_ifymfqj7jjbv5ldnhyofmazcy4 201 14 - - VB work_ifymfqj7jjbv5ldnhyofmazcy4 201 15 train train VB work_ifymfqj7jjbv5ldnhyofmazcy4 201 16 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 201 17 machine machine NN work_ifymfqj7jjbv5ldnhyofmazcy4 201 18 learning learning NN work_ifymfqj7jjbv5ldnhyofmazcy4 201 19 method method NN work_ifymfqj7jjbv5ldnhyofmazcy4 201 20 described describe VBN work_ifymfqj7jjbv5ldnhyofmazcy4 201 21 here here RB work_ifymfqj7jjbv5ldnhyofmazcy4 201 22 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 201 23 support support VB work_ifymfqj7jjbv5ldnhyofmazcy4 201 24 emotion emotion NN work_ifymfqj7jjbv5ldnhyofmazcy4 201 25 classification classification NN work_ifymfqj7jjbv5ldnhyofmazcy4 201 26 against against IN work_ifymfqj7jjbv5ldnhyofmazcy4 201 27 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 201 28 categories category NNS work_ifymfqj7jjbv5ldnhyofmazcy4 201 29 described describe VBN work_ifymfqj7jjbv5ldnhyofmazcy4 201 30 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 201 31 Section Section NNP work_ifymfqj7jjbv5ldnhyofmazcy4 201 32 3.1 3.1 CD work_ifymfqj7jjbv5ldnhyofmazcy4 201 33 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 201 34 part part NN work_ifymfqj7jjbv5ldnhyofmazcy4 201 35 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 201 36 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 201 37 future future JJ work_ifymfqj7jjbv5ldnhyofmazcy4 201 38 work work NN work_ifymfqj7jjbv5ldnhyofmazcy4 201 39 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 202 1 After after IN work_ifymfqj7jjbv5ldnhyofmazcy4 202 2 projecting project VBG work_ifymfqj7jjbv5ldnhyofmazcy4 202 3 all all DT work_ifymfqj7jjbv5ldnhyofmazcy4 202 4 annotations annotation NNS work_ifymfqj7jjbv5ldnhyofmazcy4 202 5 onto onto IN work_ifymfqj7jjbv5ldnhyofmazcy4 202 6 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 202 7 simplified simplify VBN work_ifymfqj7jjbv5ldnhyofmazcy4 202 8 classifica- classifica- NN work_ifymfqj7jjbv5ldnhyofmazcy4 202 9 tion tion NN work_ifymfqj7jjbv5ldnhyofmazcy4 202 10 scheme scheme NN work_ifymfqj7jjbv5ldnhyofmazcy4 202 11 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 202 12 i.e. i.e. FW work_ifymfqj7jjbv5ldnhyofmazcy4 203 1 Positive positive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 203 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 203 3 Negative Negative NNP work_ifymfqj7jjbv5ldnhyofmazcy4 203 4 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 203 5 Other other JJ work_ifymfqj7jjbv5ldnhyofmazcy4 203 6 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 203 7 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 203 8 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 203 9 used use VBD work_ifymfqj7jjbv5ldnhyofmazcy4 203 10 Krippendorff Krippendorff NNP work_ifymfqj7jjbv5ldnhyofmazcy4 203 11 ’s ’s POS work_ifymfqj7jjbv5ldnhyofmazcy4 203 12 alpha alpha NN work_ifymfqj7jjbv5ldnhyofmazcy4 203 13 coefficient coefficient NN work_ifymfqj7jjbv5ldnhyofmazcy4 203 14 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 203 15 Krippendorff Krippendorff NNP work_ifymfqj7jjbv5ldnhyofmazcy4 203 16 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 203 17 1980 1980 CD work_ifymfqj7jjbv5ldnhyofmazcy4 203 18 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 203 19 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 203 20 measure measure VB work_ifymfqj7jjbv5ldnhyofmazcy4 203 21 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 203 22 inter inter JJ work_ifymfqj7jjbv5ldnhyofmazcy4 203 23 - - JJ work_ifymfqj7jjbv5ldnhyofmazcy4 203 24 annotator annotator JJ work_ifymfqj7jjbv5ldnhyofmazcy4 203 25 agreement agreement NN work_ifymfqj7jjbv5ldnhyofmazcy4 203 26 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 204 1 As as IN work_ifymfqj7jjbv5ldnhyofmazcy4 204 2 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 204 3 generalization generalization NN work_ifymfqj7jjbv5ldnhyofmazcy4 204 4 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 204 5 known know VBN work_ifymfqj7jjbv5ldnhyofmazcy4 204 6 relia- relia- JJ work_ifymfqj7jjbv5ldnhyofmazcy4 204 7 bility bility NN work_ifymfqj7jjbv5ldnhyofmazcy4 204 8 indices index NNS work_ifymfqj7jjbv5ldnhyofmazcy4 204 9 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 204 10 it -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 204 11 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 204 12 chosen choose VBN work_ifymfqj7jjbv5ldnhyofmazcy4 204 13 because because IN work_ifymfqj7jjbv5ldnhyofmazcy4 204 14 it -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 204 15 applies apply VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 204 16 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 204 17 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 204 18 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 204 19 1 1 LS work_ifymfqj7jjbv5ldnhyofmazcy4 204 20 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 204 21 any any DT work_ifymfqj7jjbv5ldnhyofmazcy4 204 22 number number NN work_ifymfqj7jjbv5ldnhyofmazcy4 204 23 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 204 24 annotators annotator NNS work_ifymfqj7jjbv5ldnhyofmazcy4 204 25 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 204 26 not not RB work_ifymfqj7jjbv5ldnhyofmazcy4 204 27 just just RB work_ifymfqj7jjbv5ldnhyofmazcy4 204 28 two two CD work_ifymfqj7jjbv5ldnhyofmazcy4 204 29 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 204 30 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 204 31 2 2 LS work_ifymfqj7jjbv5ldnhyofmazcy4 204 32 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 204 33 any any DT work_ifymfqj7jjbv5ldnhyofmazcy4 204 34 number number NN work_ifymfqj7jjbv5ldnhyofmazcy4 204 35 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 204 36 categories category NNS work_ifymfqj7jjbv5ldnhyofmazcy4 204 37 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 204 38 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 204 39 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 204 40 3 3 LS work_ifymfqj7jjbv5ldnhyofmazcy4 204 41 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 204 42 incomplete incomplete JJ work_ifymfqj7jjbv5ldnhyofmazcy4 204 43 or or CC work_ifymfqj7jjbv5ldnhyofmazcy4 204 44 missing miss VBG work_ifymfqj7jjbv5ldnhyofmazcy4 204 45 data datum NNS work_ifymfqj7jjbv5ldnhyofmazcy4 204 46 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 204 47 Krippendorff Krippendorff NNP work_ifymfqj7jjbv5ldnhyofmazcy4 204 48 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 204 49 2004 2004 CD work_ifymfqj7jjbv5ldnhyofmazcy4 204 50 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 204 51 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 205 1 Krippendorff Krippendorff NNP work_ifymfqj7jjbv5ldnhyofmazcy4 205 2 ’s ’s POS work_ifymfqj7jjbv5ldnhyofmazcy4 205 3 alpha alpha NN work_ifymfqj7jjbv5ldnhyofmazcy4 205 4 coefficient coefficient NN work_ifymfqj7jjbv5ldnhyofmazcy4 205 5 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 205 6 1 1 CD work_ifymfqj7jjbv5ldnhyofmazcy4 205 7 indicates indicate VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 205 8 perfect perfect JJ work_ifymfqj7jjbv5ldnhyofmazcy4 205 9 agreement agreement NN work_ifymfqj7jjbv5ldnhyofmazcy4 205 10 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 205 11 whereas whereas IN work_ifymfqj7jjbv5ldnhyofmazcy4 205 12 0 0 CD work_ifymfqj7jjbv5ldnhyofmazcy4 205 13 indi- indi- NN work_ifymfqj7jjbv5ldnhyofmazcy4 205 14 cates cat VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 205 15 chance chance NN work_ifymfqj7jjbv5ldnhyofmazcy4 205 16 agreement agreement NN work_ifymfqj7jjbv5ldnhyofmazcy4 205 17 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 206 1 Therefore therefore RB work_ifymfqj7jjbv5ldnhyofmazcy4 206 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 206 3 higher high JJR work_ifymfqj7jjbv5ldnhyofmazcy4 206 4 values value NNS work_ifymfqj7jjbv5ldnhyofmazcy4 206 5 indicate indicate VBP work_ifymfqj7jjbv5ldnhyofmazcy4 206 6 better well JJR work_ifymfqj7jjbv5ldnhyofmazcy4 206 7 agreement agreement NN work_ifymfqj7jjbv5ldnhyofmazcy4 206 8 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 207 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 207 2 values value NNS work_ifymfqj7jjbv5ldnhyofmazcy4 207 3 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 207 4 Krippendorff Krippendorff NNP work_ifymfqj7jjbv5ldnhyofmazcy4 207 5 ’s ’s POS work_ifymfqj7jjbv5ldnhyofmazcy4 207 6 alpha alpha NN work_ifymfqj7jjbv5ldnhyofmazcy4 207 7 coefficient coefficient NN work_ifymfqj7jjbv5ldnhyofmazcy4 207 8 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 207 9 obtained obtain VBN work_ifymfqj7jjbv5ldnhyofmazcy4 207 10 using use VBG work_ifymfqj7jjbv5ldnhyofmazcy4 207 11 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 207 12 online online JJ work_ifymfqj7jjbv5ldnhyofmazcy4 207 13 tool tool NN work_ifymfqj7jjbv5ldnhyofmazcy4 207 14 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 207 15 calculating calculate VBG work_ifymfqj7jjbv5ldnhyofmazcy4 207 16 inter inter JJ work_ifymfqj7jjbv5ldnhyofmazcy4 207 17 - - JJ work_ifymfqj7jjbv5ldnhyofmazcy4 207 18 annotator annotator JJ work_ifymfqj7jjbv5ldnhyofmazcy4 207 19 agreement agreement NN work_ifymfqj7jjbv5ldnhyofmazcy4 207 20 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 207 21 Geertzen Geertzen NNP work_ifymfqj7jjbv5ldnhyofmazcy4 207 22 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 207 23 2012 2012 CD work_ifymfqj7jjbv5ldnhyofmazcy4 207 24 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 207 25 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 208 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 208 2 expected expected JJ work_ifymfqj7jjbv5ldnhyofmazcy4 208 3 disagreement disagreement NN work_ifymfqj7jjbv5ldnhyofmazcy4 208 4 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 208 5 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 208 6 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 208 7 dataset dataset NN work_ifymfqj7jjbv5ldnhyofmazcy4 208 8 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 208 9 calculated calculate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 208 10 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 208 11 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 208 12 De De NNP work_ifymfqj7jjbv5ldnhyofmazcy4 208 13 = = NNP work_ifymfqj7jjbv5ldnhyofmazcy4 208 14 0.606 0.606 CD work_ifymfqj7jjbv5ldnhyofmazcy4 208 15 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 208 16 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 208 17 observed observed JJ work_ifymfqj7jjbv5ldnhyofmazcy4 208 18 disagreement disagreement NN work_ifymfqj7jjbv5ldnhyofmazcy4 208 19 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 208 20 Do do NN work_ifymfqj7jjbv5ldnhyofmazcy4 208 21 = = SYM work_ifymfqj7jjbv5ldnhyofmazcy4 208 22 0.205 0.205 CD work_ifymfqj7jjbv5ldnhyofmazcy4 208 23 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 208 24 which which WDT work_ifymfqj7jjbv5ldnhyofmazcy4 208 25 resulted result VBD work_ifymfqj7jjbv5ldnhyofmazcy4 208 26 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 208 27 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 208 28 = = NN work_ifymfqj7jjbv5ldnhyofmazcy4 208 29 0.662 0.662 CD work_ifymfqj7jjbv5ldnhyofmazcy4 208 30 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 209 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 209 2 corresponding correspond VBG work_ifymfqj7jjbv5ldnhyofmazcy4 209 3 values value NNS work_ifymfqj7jjbv5ldnhyofmazcy4 209 4 calculated calculate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 209 5 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 209 6 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 209 7 corpus corpus NNP work_ifymfqj7jjbv5ldnhyofmazcy4 209 8 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 209 9 sentences sentence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 209 10 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 209 11 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 209 12 follows follow VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 209 13 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 209 14 Do do VB work_ifymfqj7jjbv5ldnhyofmazcy4 209 15 = = SYM work_ifymfqj7jjbv5ldnhyofmazcy4 209 16 0.414 0.414 CD work_ifymfqj7jjbv5ldnhyofmazcy4 209 17 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 209 18 De De NNP work_ifymfqj7jjbv5ldnhyofmazcy4 209 19 = = NNS work_ifymfqj7jjbv5ldnhyofmazcy4 209 20 0.643 0.643 CD work_ifymfqj7jjbv5ldnhyofmazcy4 209 21 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 209 22 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 209 23 = = NN work_ifymfqj7jjbv5ldnhyofmazcy4 209 24 0.355 0.355 CD work_ifymfqj7jjbv5ldnhyofmazcy4 209 25 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 210 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 210 2 relatively relatively RB work_ifymfqj7jjbv5ldnhyofmazcy4 210 3 high high JJ work_ifymfqj7jjbv5ldnhyofmazcy4 210 4 agreement agreement NN work_ifymfqj7jjbv5ldnhyofmazcy4 210 5 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 210 6 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 210 7 = = SYM work_ifymfqj7jjbv5ldnhyofmazcy4 210 8 0.662 0.662 CD work_ifymfqj7jjbv5ldnhyofmazcy4 210 9 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 210 10 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 210 11 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 210 12 alone alone RB work_ifymfqj7jjbv5ldnhyofmazcy4 210 13 illustrates illustrate VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 210 14 that that IN work_ifymfqj7jjbv5ldnhyofmazcy4 210 15 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 210 16 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 210 17 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 210 18 reliably reliably RB work_ifymfqj7jjbv5ldnhyofmazcy4 210 19 mapped map VBN work_ifymfqj7jjbv5ldnhyofmazcy4 210 20 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 210 21 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 210 22 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 210 23 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 211 1 Significantly significantly RB work_ifymfqj7jjbv5ldnhyofmazcy4 211 2 lower low JJR work_ifymfqj7jjbv5ldnhyofmazcy4 211 3 agreement agreement NN work_ifymfqj7jjbv5ldnhyofmazcy4 211 4 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 211 5 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 211 6 = = SYM work_ifymfqj7jjbv5ldnhyofmazcy4 211 7 0.355 0.355 CD work_ifymfqj7jjbv5ldnhyofmazcy4 211 8 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 211 9 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 211 10 sentences sentence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 211 11 where where WRB work_ifymfqj7jjbv5ldnhyofmazcy4 211 12 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 211 13 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 211 14 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 211 15 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 211 16 context context NN work_ifymfqj7jjbv5ldnhyofmazcy4 211 17 illus- illus- NN work_ifymfqj7jjbv5ldnhyofmazcy4 211 18 trates trate NNS work_ifymfqj7jjbv5ldnhyofmazcy4 211 19 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 211 20 complexity complexity NN work_ifymfqj7jjbv5ldnhyofmazcy4 211 21 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 211 22 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 211 23 interpretation interpretation NN work_ifymfqj7jjbv5ldnhyofmazcy4 211 24 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 211 25 where where WRB work_ifymfqj7jjbv5ldnhyofmazcy4 211 26 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 211 27 range range NN work_ifymfqj7jjbv5ldnhyofmazcy4 211 28 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 211 29 different different JJ work_ifymfqj7jjbv5ldnhyofmazcy4 211 30 emotions emotion NNS work_ifymfqj7jjbv5ldnhyofmazcy4 211 31 may may MD work_ifymfqj7jjbv5ldnhyofmazcy4 211 32 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 211 33 conveyed convey VBN work_ifymfqj7jjbv5ldnhyofmazcy4 211 34 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 211 35 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 211 36 single single JJ work_ifymfqj7jjbv5ldnhyofmazcy4 211 37 sentence sentence NN work_ifymfqj7jjbv5ldnhyofmazcy4 211 38 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 211 39 e.g. e.g. RB work_ifymfqj7jjbv5ldnhyofmazcy4 212 1 They -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 212 2 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 212 3 too too RB work_ifymfqj7jjbv5ldnhyofmazcy4 212 4 embarrassed embarrassed JJ work_ifymfqj7jjbv5ldnhyofmazcy4 212 5 or or CC work_ifymfqj7jjbv5ldnhyofmazcy4 212 6 did do VBD work_ifymfqj7jjbv5ldnhyofmazcy4 212 7 n’t not RB work_ifymfqj7jjbv5ldnhyofmazcy4 212 8 want want VB work_ifymfqj7jjbv5ldnhyofmazcy4 212 9 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 212 10 make make VB work_ifymfqj7jjbv5ldnhyofmazcy4 212 11 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 212 12 mountain mountain NN work_ifymfqj7jjbv5ldnhyofmazcy4 212 13 out out IN work_ifymfqj7jjbv5ldnhyofmazcy4 212 14 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 212 15 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 212 16 molehill molehill NN work_ifymfqj7jjbv5ldnhyofmazcy4 212 17 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 212 18 or or CC work_ifymfqj7jjbv5ldnhyofmazcy4 212 19 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 212 20 underlying underlie VBG work_ifymfqj7jjbv5ldnhyofmazcy4 212 21 emotion emotion NN work_ifymfqj7jjbv5ldnhyofmazcy4 212 22 may may MD work_ifymfqj7jjbv5ldnhyofmazcy4 212 23 vary vary VB work_ifymfqj7jjbv5ldnhyofmazcy4 212 24 depending depend VBG work_ifymfqj7jjbv5ldnhyofmazcy4 212 25 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 212 26 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 212 27 context context NN work_ifymfqj7jjbv5ldnhyofmazcy4 212 28 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 212 29 e.g. e.g. RB work_ifymfqj7jjbv5ldnhyofmazcy4 213 1 His -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 213 2 jaw jaw NN work_ifymfqj7jjbv5ldnhyofmazcy4 213 3 dropped drop VBD work_ifymfqj7jjbv5ldnhyofmazcy4 213 4 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 213 5 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 214 1 3.4 3.4 CD work_ifymfqj7jjbv5ldnhyofmazcy4 214 2 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 215 1 Gold gold NN work_ifymfqj7jjbv5ldnhyofmazcy4 215 2 standard standard JJ work_ifymfqj7jjbv5ldnhyofmazcy4 215 3 Annotated annotated JJ work_ifymfqj7jjbv5ldnhyofmazcy4 215 4 sentences sentence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 215 5 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 215 6 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 215 7 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 215 8 create create VB work_ifymfqj7jjbv5ldnhyofmazcy4 215 9 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 215 10 gold gold JJ work_ifymfqj7jjbv5ldnhyofmazcy4 215 11 standard standard NN work_ifymfqj7jjbv5ldnhyofmazcy4 215 12 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 215 13 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 215 14 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 215 15 experiments experiment NNS work_ifymfqj7jjbv5ldnhyofmazcy4 215 16 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 216 1 Prior prior RB work_ifymfqj7jjbv5ldnhyofmazcy4 216 2 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 216 3 calculating calculate VBG work_ifymfqj7jjbv5ldnhyofmazcy4 216 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 216 5 inter inter JJ work_ifymfqj7jjbv5ldnhyofmazcy4 216 6 - - JJ work_ifymfqj7jjbv5ldnhyofmazcy4 216 7 annotator annotator JJ work_ifymfqj7jjbv5ldnhyofmazcy4 216 8 agreement agreement NN work_ifymfqj7jjbv5ldnhyofmazcy4 216 9 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 216 10 additional additional JJ work_ifymfqj7jjbv5ldnhyofmazcy4 216 11 annotations annotation NNS work_ifymfqj7jjbv5ldnhyofmazcy4 216 12 from from IN work_ifymfqj7jjbv5ldnhyofmazcy4 216 13 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 216 14 new new JJ work_ifymfqj7jjbv5ldnhyofmazcy4 216 15 independent independent JJ work_ifymfqj7jjbv5ldnhyofmazcy4 216 16 annotator annotator NN work_ifymfqj7jjbv5ldnhyofmazcy4 216 17 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 216 18 sought seek VBN work_ifymfqj7jjbv5ldnhyofmazcy4 216 19 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 216 20 resolve resolve VB work_ifymfqj7jjbv5ldnhyofmazcy4 216 21 any any DT work_ifymfqj7jjbv5ldnhyofmazcy4 216 22 disagreements disagreement NNS work_ifymfqj7jjbv5ldnhyofmazcy4 216 23 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 217 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 217 2 annotation annotation NN work_ifymfqj7jjbv5ldnhyofmazcy4 217 3 process process NN work_ifymfqj7jjbv5ldnhyofmazcy4 217 4 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 217 5 finalized finalize VBN work_ifymfqj7jjbv5ldnhyofmazcy4 217 6 once once IN work_ifymfqj7jjbv5ldnhyofmazcy4 217 7 each each DT work_ifymfqj7jjbv5ldnhyofmazcy4 217 8 sentence sentence NN work_ifymfqj7jjbv5ldnhyofmazcy4 217 9 had have VBD work_ifymfqj7jjbv5ldnhyofmazcy4 217 10 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 217 11 majority majority NN work_ifymfqj7jjbv5ldnhyofmazcy4 217 12 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 217 13 at at RB work_ifymfqj7jjbv5ldnhyofmazcy4 217 14 least least RBS work_ifymfqj7jjbv5ldnhyofmazcy4 217 15 50 50 CD work_ifymfqj7jjbv5ldnhyofmazcy4 217 16 % % NN work_ifymfqj7jjbv5ldnhyofmazcy4 217 17 across across IN work_ifymfqj7jjbv5ldnhyofmazcy4 217 18 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 217 19 annotations annotation NNS work_ifymfqj7jjbv5ldnhyofmazcy4 217 20 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 217 21 all all DT work_ifymfqj7jjbv5ldnhyofmazcy4 217 22 previous previous JJ work_ifymfqj7jjbv5ldnhyofmazcy4 217 23 ties tie NNS work_ifymfqj7jjbv5ldnhyofmazcy4 217 24 broken break VBN work_ifymfqj7jjbv5ldnhyofmazcy4 217 25 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 218 1 A a DT work_ifymfqj7jjbv5ldnhyofmazcy4 218 2 total total NN work_ifymfqj7jjbv5ldnhyofmazcy4 218 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 218 4 282 282 CD work_ifymfqj7jjbv5ldnhyofmazcy4 218 5 additional additional JJ work_ifymfqj7jjbv5ldnhyofmazcy4 218 6 annotations annotation NNS work_ifymfqj7jjbv5ldnhyofmazcy4 218 7 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 218 8 collected collect VBN work_ifymfqj7jjbv5ldnhyofmazcy4 218 9 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 218 10 three three CD work_ifymfqj7jjbv5ldnhyofmazcy4 218 11 iterations iteration NNS work_ifymfqj7jjbv5ldnhyofmazcy4 218 12 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 219 1 Subsequently subsequently RB work_ifymfqj7jjbv5ldnhyofmazcy4 219 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 219 3 each each DT work_ifymfqj7jjbv5ldnhyofmazcy4 219 4 sentence sentence NN work_ifymfqj7jjbv5ldnhyofmazcy4 219 5 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 219 6 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 219 7 annotation annotation NN work_ifymfqj7jjbv5ldnhyofmazcy4 219 8 agreed agree VBN work_ifymfqj7jjbv5ldnhyofmazcy4 219 9 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 219 10 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 219 11 relative relative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 219 12 majority majority NN work_ifymfqj7jjbv5ldnhyofmazcy4 219 13 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 219 14 at at RB work_ifymfqj7jjbv5ldnhyofmazcy4 219 15 least least RBS work_ifymfqj7jjbv5ldnhyofmazcy4 219 16 50 50 CD work_ifymfqj7jjbv5ldnhyofmazcy4 219 17 % % NN work_ifymfqj7jjbv5ldnhyofmazcy4 219 18 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 219 19 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 219 20 annotators annotator NNS work_ifymfqj7jjbv5ldnhyofmazcy4 219 21 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 219 22 treated treat VBN work_ifymfqj7jjbv5ldnhyofmazcy4 219 23 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 219 24 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 219 25 ground ground NN work_ifymfqj7jjbv5ldnhyofmazcy4 219 26 truth truth NN work_ifymfqj7jjbv5ldnhyofmazcy4 219 27 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 220 1 Table table NN work_ifymfqj7jjbv5ldnhyofmazcy4 220 2 4 4 CD work_ifymfqj7jjbv5ldnhyofmazcy4 220 3 shows show VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 220 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 220 5 distribution distribution NN work_ifymfqj7jjbv5ldnhyofmazcy4 220 6 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 220 7 ground ground NN work_ifymfqj7jjbv5ldnhyofmazcy4 220 8 truth truth NN work_ifymfqj7jjbv5ldnhyofmazcy4 220 9 annotations annotation NNS work_ifymfqj7jjbv5ldnhyofmazcy4 220 10 across across IN work_ifymfqj7jjbv5ldnhyofmazcy4 220 11 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 220 12 three three CD work_ifymfqj7jjbv5ldnhyofmazcy4 220 13 categories category NNS work_ifymfqj7jjbv5ldnhyofmazcy4 220 14 together together RB work_ifymfqj7jjbv5ldnhyofmazcy4 220 15 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 220 16 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 220 17 annotated annotate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 220 18 example example NN work_ifymfqj7jjbv5ldnhyofmazcy4 220 19 from from IN work_ifymfqj7jjbv5ldnhyofmazcy4 220 20 each each DT work_ifymfqj7jjbv5ldnhyofmazcy4 220 21 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 221 1 A a DT work_ifymfqj7jjbv5ldnhyofmazcy4 221 2 random random JJ work_ifymfqj7jjbv5ldnhyofmazcy4 221 3 subset subset NN work_ifymfqj7jjbv5ldnhyofmazcy4 221 4 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 221 5 approximately approximately RB work_ifymfqj7jjbv5ldnhyofmazcy4 221 6 10 10 CD work_ifymfqj7jjbv5ldnhyofmazcy4 221 7 % % NN work_ifymfqj7jjbv5ldnhyofmazcy4 221 8 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 221 9 selected select VBN work_ifymfqj7jjbv5ldnhyofmazcy4 221 10 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 221 11 testing testing NN work_ifymfqj7jjbv5ldnhyofmazcy4 221 12 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 221 13 500 500 CD work_ifymfqj7jjbv5ldnhyofmazcy4 221 14 sentences sentence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 221 15 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 221 16 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 221 17 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 221 18 rest rest NN work_ifymfqj7jjbv5ldnhyofmazcy4 221 19 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 221 20 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 221 21 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 221 22 training training NN work_ifymfqj7jjbv5ldnhyofmazcy4 221 23 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 221 24 2021 2021 CD work_ifymfqj7jjbv5ldnhyofmazcy4 221 25 sentences sentence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 221 26 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 221 27 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 222 1 4 4 LS work_ifymfqj7jjbv5ldnhyofmazcy4 222 2 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 223 1 Sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 223 2 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 223 3 4.1 4.1 CD work_ifymfqj7jjbv5ldnhyofmazcy4 223 4 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 224 1 Idiom Idiom NNP work_ifymfqj7jjbv5ldnhyofmazcy4 224 2 recognition recognition NN work_ifymfqj7jjbv5ldnhyofmazcy4 224 3 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 224 4 order order NN work_ifymfqj7jjbv5ldnhyofmazcy4 224 5 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 224 6 incorporate incorporate VB work_ifymfqj7jjbv5ldnhyofmazcy4 224 7 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 224 8 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 224 9 features feature NNS work_ifymfqj7jjbv5ldnhyofmazcy4 224 10 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 224 11 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 224 12 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 224 13 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 224 14 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 224 15 require require VBP work_ifymfqj7jjbv5ldnhyofmazcy4 224 16 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 224 17 means mean NNS work_ifymfqj7jjbv5ldnhyofmazcy4 224 18 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 224 19 recognizing recognize VBG work_ifymfqj7jjbv5ldnhyofmazcy4 224 20 them -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 224 21 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 224 22 text text NN work_ifymfqj7jjbv5ldnhyofmazcy4 224 23 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 225 1 For for IN work_ifymfqj7jjbv5ldnhyofmazcy4 225 2 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 225 3 purpose purpose NN work_ifymfqj7jjbv5ldnhyofmazcy4 225 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 225 5 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 225 6 modeled model VBD work_ifymfqj7jjbv5ldnhyofmazcy4 225 7 each each DT work_ifymfqj7jjbv5ldnhyofmazcy4 225 8 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 225 9 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 225 10 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 225 11 local local JJ work_ifymfqj7jjbv5ldnhyofmazcy4 225 12 grammar grammar NN work_ifymfqj7jjbv5ldnhyofmazcy4 225 13 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 225 14 Gross Gross NNP work_ifymfqj7jjbv5ldnhyofmazcy4 225 15 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 225 16 1997 1997 CD work_ifymfqj7jjbv5ldnhyofmazcy4 225 17 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 225 18 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 226 1 For for IN work_ifymfqj7jjbv5ldnhyofmazcy4 226 2 example example NN work_ifymfqj7jjbv5ldnhyofmazcy4 226 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 226 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 226 5 following follow VBG work_ifymfqj7jjbv5ldnhyofmazcy4 226 6 grammar grammar NN work_ifymfqj7jjbv5ldnhyofmazcy4 226 7 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 226 8 hidiomi hidiomi NN work_ifymfqj7jjbv5ldnhyofmazcy4 226 9 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 226 10 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 226 11 = = NFP work_ifymfqj7jjbv5ldnhyofmazcy4 226 12 hVBi hvbi XX work_ifymfqj7jjbv5ldnhyofmazcy4 226 13 hPRP$i hprp$i JJ work_ifymfqj7jjbv5ldnhyofmazcy4 226 14 heart heart NN work_ifymfqj7jjbv5ldnhyofmazcy4 226 15 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 226 16 hPRP$i hPRP$i NNP work_ifymfqj7jjbv5ldnhyofmazcy4 226 17 sleeve sleeve NNP work_ifymfqj7jjbv5ldnhyofmazcy4 226 18 hVBi hVBi NNP work_ifymfqj7jjbv5ldnhyofmazcy4 226 19 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 226 20 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 226 21 = = `` work_ifymfqj7jjbv5ldnhyofmazcy4 226 22 wear wear VB work_ifymfqj7jjbv5ldnhyofmazcy4 226 23 | | NNP work_ifymfqj7jjbv5ldnhyofmazcy4 226 24 wore wear VBD work_ifymfqj7jjbv5ldnhyofmazcy4 226 25 | | HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 226 26 worn wear VBN work_ifymfqj7jjbv5ldnhyofmazcy4 226 27 | | HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 226 28 wearing wear VBG work_ifymfqj7jjbv5ldnhyofmazcy4 226 29 hPRP$i hprp$i NN work_ifymfqj7jjbv5ldnhyofmazcy4 226 30 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 226 31 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 226 32 = = NFP work_ifymfqj7jjbv5ldnhyofmazcy4 226 33 my -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 226 34 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 226 35 your -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 226 36 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 226 37 his -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 226 38 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 226 39 her -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 226 40 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 226 41 its -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 226 42 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 226 43 our -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 226 44 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 226 45 their -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 226 46 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 226 47 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 226 48 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 226 49 successfully successfully RB work_ifymfqj7jjbv5ldnhyofmazcy4 226 50 recognize recognize VB work_ifymfqj7jjbv5ldnhyofmazcy4 226 51 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 226 52 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 226 53 wear wear NN work_ifymfqj7jjbv5ldnhyofmazcy4 226 54 one one NN work_ifymfqj7jjbv5ldnhyofmazcy4 226 55 ’s ’s CD work_ifymfqj7jjbv5ldnhyofmazcy4 226 56 heart heart NN work_ifymfqj7jjbv5ldnhyofmazcy4 226 57 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 226 58 one one PRP work_ifymfqj7jjbv5ldnhyofmazcy4 226 59 ’s ’s NN work_ifymfqj7jjbv5ldnhyofmazcy4 226 60 sleeve sleeve NN work_ifymfqj7jjbv5ldnhyofmazcy4 226 61 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 226 62 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 226 63 following following JJ work_ifymfqj7jjbv5ldnhyofmazcy4 226 64 sentence sentence NN work_ifymfqj7jjbv5ldnhyofmazcy4 226 65 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 226 66 Rather rather RB work_ifymfqj7jjbv5ldnhyofmazcy4 226 67 than than IN work_ifymfqj7jjbv5ldnhyofmazcy4 226 68 hidiomi hidiomi NN work_ifymfqj7jjbv5ldnhyofmazcy4 226 69 wear wear VB work_ifymfqj7jjbv5ldnhyofmazcy4 226 70 your -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 226 71 heart heart NN work_ifymfqj7jjbv5ldnhyofmazcy4 226 72 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 226 73 your -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 226 74 sleeve sleeve NN work_ifymfqj7jjbv5ldnhyofmazcy4 226 75 h h NNP work_ifymfqj7jjbv5ldnhyofmazcy4 226 76 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 226 77 idiomi idiomi NN work_ifymfqj7jjbv5ldnhyofmazcy4 226 78 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 226 79 you -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 226 80 keep keep VBP work_ifymfqj7jjbv5ldnhyofmazcy4 226 81 it -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 226 82 under under IN work_ifymfqj7jjbv5ldnhyofmazcy4 226 83 your -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 226 84 hat hat NN work_ifymfqj7jjbv5ldnhyofmazcy4 226 85 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 227 1 Idiom idiom VB work_ifymfqj7jjbv5ldnhyofmazcy4 227 2 recognition recognition NN work_ifymfqj7jjbv5ldnhyofmazcy4 227 3 rules rule NNS work_ifymfqj7jjbv5ldnhyofmazcy4 227 4 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 227 5 implemented implement VBN work_ifymfqj7jjbv5ldnhyofmazcy4 227 6 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 227 7 expressions expression NNS work_ifymfqj7jjbv5ldnhyofmazcy4 227 8 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 227 9 Mixup Mixup NNP work_ifymfqj7jjbv5ldnhyofmazcy4 227 10 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 227 11 My -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 227 12 Information Information NNP work_ifymfqj7jjbv5ldnhyofmazcy4 227 13 eXtraction eXtraction NNP work_ifymfqj7jjbv5ldnhyofmazcy4 227 14 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 227 15 Understanding Understanding NNP work_ifymfqj7jjbv5ldnhyofmazcy4 227 16 Package Package NNP work_ifymfqj7jjbv5ldnhyofmazcy4 227 17 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 227 18 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 227 19 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 227 20 simple simple JJ work_ifymfqj7jjbv5ldnhyofmazcy4 227 21 pattern pattern NN work_ifymfqj7jjbv5ldnhyofmazcy4 227 22 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 227 23 matching match VBG work_ifymfqj7jjbv5ldnhyofmazcy4 227 24 language language NN work_ifymfqj7jjbv5ldnhyofmazcy4 227 25 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 227 26 Cohen Cohen NNP work_ifymfqj7jjbv5ldnhyofmazcy4 227 27 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 227 28 2014 2014 CD work_ifymfqj7jjbv5ldnhyofmazcy4 227 29 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 227 30 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 228 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 228 2 pattern pattern NN work_ifymfqj7jjbv5ldnhyofmazcy4 228 3 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 228 4 matching matching NN work_ifymfqj7jjbv5ldnhyofmazcy4 228 5 rules rule NNS work_ifymfqj7jjbv5ldnhyofmazcy4 228 6 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 228 7 applied apply VBN work_ifymfqj7jjbv5ldnhyofmazcy4 228 8 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 228 9 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 228 10 test test NN work_ifymfqj7jjbv5ldnhyofmazcy4 228 11 dataset dataset NN work_ifymfqj7jjbv5ldnhyofmazcy4 228 12 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 228 13 500 500 CD work_ifymfqj7jjbv5ldnhyofmazcy4 228 14 sen- sen- NN work_ifymfqj7jjbv5ldnhyofmazcy4 228 15 tences tence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 228 16 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 228 17 which which WDT work_ifymfqj7jjbv5ldnhyofmazcy4 228 18 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 228 19 single single JJ work_ifymfqj7jjbv5ldnhyofmazcy4 228 20 annotator annotator NN work_ifymfqj7jjbv5ldnhyofmazcy4 228 21 marked mark VBD work_ifymfqj7jjbv5ldnhyofmazcy4 228 22 up up RP work_ifymfqj7jjbv5ldnhyofmazcy4 228 23 all all DT work_ifymfqj7jjbv5ldnhyofmazcy4 228 24 idiom idiom VBP work_ifymfqj7jjbv5ldnhyofmazcy4 228 25 occur- occur- FW work_ifymfqj7jjbv5ldnhyofmazcy4 228 26 rences rence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 228 27 differentiating differentiate VBG work_ifymfqj7jjbv5ldnhyofmazcy4 228 28 between between IN work_ifymfqj7jjbv5ldnhyofmazcy4 228 29 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 228 30 figurative figurative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 228 31 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 228 32 literal literal JJ work_ifymfqj7jjbv5ldnhyofmazcy4 228 33 meaning meaning NN work_ifymfqj7jjbv5ldnhyofmazcy4 228 34 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 228 35 e.g. e.g. RB work_ifymfqj7jjbv5ldnhyofmazcy4 229 1 Phew Phew NNP work_ifymfqj7jjbv5ldnhyofmazcy4 229 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 229 3 that that DT work_ifymfqj7jjbv5ldnhyofmazcy4 229 4 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 229 5 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 229 6 hidiomi hidiomi NN work_ifymfqj7jjbv5ldnhyofmazcy4 229 7 close close JJ work_ifymfqj7jjbv5ldnhyofmazcy4 229 8 shave shave NNP work_ifymfqj7jjbv5ldnhyofmazcy4 229 9 h h NNP work_ifymfqj7jjbv5ldnhyofmazcy4 229 10 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 229 11 idiomi idiomi NN work_ifymfqj7jjbv5ldnhyofmazcy4 229 12 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 230 1 He -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 230 2 has have VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 230 3 polished polished JJ work_ifymfqj7jjbv5ldnhyofmazcy4 230 4 shoes shoe NNS work_ifymfqj7jjbv5ldnhyofmazcy4 230 5 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 230 6 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 230 7 hnonidiomi hnonidiomi JJ work_ifymfqj7jjbv5ldnhyofmazcy4 230 8 close close NN work_ifymfqj7jjbv5ldnhyofmazcy4 230 9 shave shave NN work_ifymfqj7jjbv5ldnhyofmazcy4 230 10 h h NNP work_ifymfqj7jjbv5ldnhyofmazcy4 230 11 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 230 12 nonidiomi nonidiomi NN work_ifymfqj7jjbv5ldnhyofmazcy4 230 13 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 230 14 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 230 15 too too RB work_ifymfqj7jjbv5ldnhyofmazcy4 230 16 much much JJ work_ifymfqj7jjbv5ldnhyofmazcy4 230 17 pride pride NN work_ifymfqj7jjbv5ldnhyofmazcy4 230 18 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 230 19 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 230 20 free free JJ work_ifymfqj7jjbv5ldnhyofmazcy4 230 21 drink drink NN work_ifymfqj7jjbv5ldnhyofmazcy4 230 22 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 231 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 231 2 following follow VBG work_ifymfqj7jjbv5ldnhyofmazcy4 231 3 performance performance NN work_ifymfqj7jjbv5ldnhyofmazcy4 231 4 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 231 5 recorded record VBN work_ifymfqj7jjbv5ldnhyofmazcy4 231 6 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 231 7 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 231 8 recognition recognition NN work_ifymfqj7jjbv5ldnhyofmazcy4 231 9 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 231 10 P p NN work_ifymfqj7jjbv5ldnhyofmazcy4 231 11 = = SYM work_ifymfqj7jjbv5ldnhyofmazcy4 231 12 94.44 94.44 CD work_ifymfqj7jjbv5ldnhyofmazcy4 231 13 % % NN work_ifymfqj7jjbv5ldnhyofmazcy4 231 14 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 231 15 R r NN work_ifymfqj7jjbv5ldnhyofmazcy4 231 16 = = SYM work_ifymfqj7jjbv5ldnhyofmazcy4 231 17 100 100 CD work_ifymfqj7jjbv5ldnhyofmazcy4 231 18 % % NN work_ifymfqj7jjbv5ldnhyofmazcy4 231 19 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 231 20 F f NN work_ifymfqj7jjbv5ldnhyofmazcy4 231 21 = = SYM work_ifymfqj7jjbv5ldnhyofmazcy4 231 22 97.14 97.14 CD work_ifymfqj7jjbv5ldnhyofmazcy4 231 23 % % NN work_ifymfqj7jjbv5ldnhyofmazcy4 231 24 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 231 25 where where WRB work_ifymfqj7jjbv5ldnhyofmazcy4 231 26 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 231 27 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 231 28 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 231 29 consid- consid- NN work_ifymfqj7jjbv5ldnhyofmazcy4 231 30 ered ered JJ work_ifymfqj7jjbv5ldnhyofmazcy4 231 31 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 231 32 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 231 33 correctly correctly RB work_ifymfqj7jjbv5ldnhyofmazcy4 231 34 recognized recognize VBN work_ifymfqj7jjbv5ldnhyofmazcy4 231 35 if if IN work_ifymfqj7jjbv5ldnhyofmazcy4 231 36 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 231 37 suggested suggest VBN work_ifymfqj7jjbv5ldnhyofmazcy4 231 38 text text NN work_ifymfqj7jjbv5ldnhyofmazcy4 231 39 span span NN work_ifymfqj7jjbv5ldnhyofmazcy4 231 40 matched match VBD work_ifymfqj7jjbv5ldnhyofmazcy4 231 41 exactly exactly RB work_ifymfqj7jjbv5ldnhyofmazcy4 231 42 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 231 43 one one NN work_ifymfqj7jjbv5ldnhyofmazcy4 231 44 marked mark VBN work_ifymfqj7jjbv5ldnhyofmazcy4 231 45 up up RP work_ifymfqj7jjbv5ldnhyofmazcy4 231 46 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 231 47 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 231 48 annotator annotator NN work_ifymfqj7jjbv5ldnhyofmazcy4 231 49 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 232 1 4.2 4.2 CD work_ifymfqj7jjbv5ldnhyofmazcy4 232 2 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 233 1 Negation negation NN work_ifymfqj7jjbv5ldnhyofmazcy4 233 2 As as IN work_ifymfqj7jjbv5ldnhyofmazcy4 233 3 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 233 4 other other JJ work_ifymfqj7jjbv5ldnhyofmazcy4 233 5 phrases phrase NNS work_ifymfqj7jjbv5ldnhyofmazcy4 233 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 233 7 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 233 8 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 233 9 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 233 10 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 233 11 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 233 12 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 233 13 changed change VBN work_ifymfqj7jjbv5ldnhyofmazcy4 233 14 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 233 15 negation negation NN work_ifymfqj7jjbv5ldnhyofmazcy4 233 16 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 234 1 For for IN work_ifymfqj7jjbv5ldnhyofmazcy4 234 2 example example NN work_ifymfqj7jjbv5ldnhyofmazcy4 234 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 234 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 234 5 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 234 6 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 234 7 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 234 8 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 234 9 jump jump NN work_ifymfqj7jjbv5ldnhyofmazcy4 234 10 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 234 11 joy joy NN work_ifymfqj7jjbv5ldnhyofmazcy4 234 12 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 234 13 pos- pos- VBN work_ifymfqj7jjbv5ldnhyofmazcy4 234 14 itive itive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 234 15 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 234 16 but but CC work_ifymfqj7jjbv5ldnhyofmazcy4 234 17 when when WRB work_ifymfqj7jjbv5ldnhyofmazcy4 234 18 negated negate VBD work_ifymfqj7jjbv5ldnhyofmazcy4 234 19 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 234 20 overall overall JJ work_ifymfqj7jjbv5ldnhyofmazcy4 234 21 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 234 22 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 234 23 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 234 24 reversed reverse VBN work_ifymfqj7jjbv5ldnhyofmazcy4 234 25 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 234 26 illustrated illustrate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 234 27 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 234 28 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 234 29 following following JJ work_ifymfqj7jjbv5ldnhyofmazcy4 234 30 sentence sentence NN work_ifymfqj7jjbv5ldnhyofmazcy4 234 31 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 234 32 I -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 234 33 did do VBD work_ifymfqj7jjbv5ldnhyofmazcy4 234 34 n’t not RB work_ifymfqj7jjbv5ldnhyofmazcy4 234 35 exactly exactly RB work_ifymfqj7jjbv5ldnhyofmazcy4 234 36 jump jump VB work_ifymfqj7jjbv5ldnhyofmazcy4 234 37 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 234 38 joy joy NN work_ifymfqj7jjbv5ldnhyofmazcy4 234 39 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 235 1 It -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 235 2 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 235 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 235 4 therefore therefore RB work_ifymfqj7jjbv5ldnhyofmazcy4 235 5 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 235 6 essential essential JJ work_ifymfqj7jjbv5ldnhyofmazcy4 235 7 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 235 8 consider consider VB work_ifymfqj7jjbv5ldnhyofmazcy4 235 9 negation negation NN work_ifymfqj7jjbv5ldnhyofmazcy4 235 10 when when WRB work_ifymfqj7jjbv5ldnhyofmazcy4 235 11 using use VBG work_ifymfqj7jjbv5ldnhyofmazcy4 235 12 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 235 13 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 235 14 features feature NNS work_ifymfqj7jjbv5ldnhyofmazcy4 235 15 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 235 16 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 235 17 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 235 18 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 236 1 We -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 236 2 implemented implement VBD work_ifymfqj7jjbv5ldnhyofmazcy4 236 3 pattern pattern NN work_ifymfqj7jjbv5ldnhyofmazcy4 236 4 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 236 5 matching match VBG work_ifymfqj7jjbv5ldnhyofmazcy4 236 6 rules rule NNS work_ifymfqj7jjbv5ldnhyofmazcy4 236 7 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 236 8 recognize recognize VB work_ifymfqj7jjbv5ldnhyofmazcy4 236 9 explicitly explicitly RB work_ifymfqj7jjbv5ldnhyofmazcy4 236 10 negated negate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 236 11 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 236 12 based base VBN work_ifymfqj7jjbv5ldnhyofmazcy4 236 13 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 236 14 clues clue NNS work_ifymfqj7jjbv5ldnhyofmazcy4 236 15 such such JJ work_ifymfqj7jjbv5ldnhyofmazcy4 236 16 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 236 17 negative negative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 236 18 words word NNS work_ifymfqj7jjbv5ldnhyofmazcy4 236 19 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 236 20 e.g. e.g. RB work_ifymfqj7jjbv5ldnhyofmazcy4 237 1 no no UH work_ifymfqj7jjbv5ldnhyofmazcy4 237 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 237 3 never never RB work_ifymfqj7jjbv5ldnhyofmazcy4 237 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 237 5 etc etc FW work_ifymfqj7jjbv5ldnhyofmazcy4 237 6 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 238 1 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 238 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 238 3 negative negative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 238 4 adverbs adverb NNS work_ifymfqj7jjbv5ldnhyofmazcy4 238 5 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 238 6 e.g. e.g. RB work_ifymfqj7jjbv5ldnhyofmazcy4 239 1 hardly hardly RB work_ifymfqj7jjbv5ldnhyofmazcy4 239 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 239 3 barely barely RB work_ifymfqj7jjbv5ldnhyofmazcy4 239 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 239 5 etc etc FW work_ifymfqj7jjbv5ldnhyofmazcy4 239 6 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 239 7 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 240 1 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 240 2 negated negate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 240 3 verbs verbs NNP work_ifymfqj7jjbv5ldnhyofmazcy4 240 4 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 240 5 e.g. e.g. RB work_ifymfqj7jjbv5ldnhyofmazcy4 241 1 does do VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 241 2 n’t not RB work_ifymfqj7jjbv5ldnhyofmazcy4 241 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 241 4 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 241 5 n’t not RB work_ifymfqj7jjbv5ldnhyofmazcy4 241 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 241 7 etc etc FW work_ifymfqj7jjbv5ldnhyofmazcy4 241 8 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 241 9 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 241 10 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 242 1 A a DT work_ifymfqj7jjbv5ldnhyofmazcy4 242 2 total total NN work_ifymfqj7jjbv5ldnhyofmazcy4 242 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 242 4 27 27 CD work_ifymfqj7jjbv5ldnhyofmazcy4 242 5 negated negate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 242 6 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 242 7 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 242 8 annotated annotate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 242 9 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 242 10 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 242 11 test test NN work_ifymfqj7jjbv5ldnhyofmazcy4 242 12 7380 7380 CD work_ifymfqj7jjbv5ldnhyofmazcy4 242 13 L. L. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 242 14 Williams Williams NNP work_ifymfqj7jjbv5ldnhyofmazcy4 242 15 et et NNP work_ifymfqj7jjbv5ldnhyofmazcy4 242 16 al al NNP work_ifymfqj7jjbv5ldnhyofmazcy4 242 17 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 243 1 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 243 2 Expert expert NN work_ifymfqj7jjbv5ldnhyofmazcy4 243 3 Systems system NNS work_ifymfqj7jjbv5ldnhyofmazcy4 243 4 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 243 5 Applications Applications NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 243 6 42 42 CD work_ifymfqj7jjbv5ldnhyofmazcy4 243 7 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 243 8 2015 2015 CD work_ifymfqj7jjbv5ldnhyofmazcy4 243 9 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 243 10 7375–7385 7375–7385 CD work_ifymfqj7jjbv5ldnhyofmazcy4 243 11 dataset dataset NNP work_ifymfqj7jjbv5ldnhyofmazcy4 243 12 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 244 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 244 2 following follow VBG work_ifymfqj7jjbv5ldnhyofmazcy4 244 3 performance performance NN work_ifymfqj7jjbv5ldnhyofmazcy4 244 4 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 244 5 recorded record VBN work_ifymfqj7jjbv5ldnhyofmazcy4 244 6 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 244 7 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 244 8 recogni- recogni- JJ work_ifymfqj7jjbv5ldnhyofmazcy4 244 9 tion tion NN work_ifymfqj7jjbv5ldnhyofmazcy4 244 10 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 244 11 negated negate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 244 12 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 244 13 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 244 14 P p NN work_ifymfqj7jjbv5ldnhyofmazcy4 244 15 = = SYM work_ifymfqj7jjbv5ldnhyofmazcy4 244 16 86.21 86.21 CD work_ifymfqj7jjbv5ldnhyofmazcy4 244 17 % % NN work_ifymfqj7jjbv5ldnhyofmazcy4 244 18 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 244 19 R r NN work_ifymfqj7jjbv5ldnhyofmazcy4 244 20 = = SYM work_ifymfqj7jjbv5ldnhyofmazcy4 244 21 92.59 92.59 CD work_ifymfqj7jjbv5ldnhyofmazcy4 244 22 % % NN work_ifymfqj7jjbv5ldnhyofmazcy4 244 23 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 244 24 F f NN work_ifymfqj7jjbv5ldnhyofmazcy4 244 25 = = SYM work_ifymfqj7jjbv5ldnhyofmazcy4 244 26 89.29 89.29 CD work_ifymfqj7jjbv5ldnhyofmazcy4 244 27 % % NN work_ifymfqj7jjbv5ldnhyofmazcy4 244 28 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 245 1 Given give VBN work_ifymfqj7jjbv5ldnhyofmazcy4 245 2 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 245 3 small small JJ work_ifymfqj7jjbv5ldnhyofmazcy4 245 4 number number NN work_ifymfqj7jjbv5ldnhyofmazcy4 245 5 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 245 6 negated negate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 245 7 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 245 8 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 245 9 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 245 10 test test NN work_ifymfqj7jjbv5ldnhyofmazcy4 245 11 dataset dataset NN work_ifymfqj7jjbv5ldnhyofmazcy4 245 12 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 245 13 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 245 14 larger large JJR work_ifymfqj7jjbv5ldnhyofmazcy4 245 15 corpus corpus NN work_ifymfqj7jjbv5ldnhyofmazcy4 245 16 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 245 17 required require VBN work_ifymfqj7jjbv5ldnhyofmazcy4 245 18 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 245 19 order order NN work_ifymfqj7jjbv5ldnhyofmazcy4 245 20 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 245 21 better well RBR work_ifymfqj7jjbv5ldnhyofmazcy4 245 22 estimate estimate VB work_ifymfqj7jjbv5ldnhyofmazcy4 245 23 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 245 24 performance performance NN work_ifymfqj7jjbv5ldnhyofmazcy4 245 25 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 245 26 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 245 27 negation negation NN work_ifymfqj7jjbv5ldnhyofmazcy4 245 28 module module NN work_ifymfqj7jjbv5ldnhyofmazcy4 245 29 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 246 1 4.3 4.3 LS work_ifymfqj7jjbv5ldnhyofmazcy4 246 2 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 247 1 Feature feature NN work_ifymfqj7jjbv5ldnhyofmazcy4 247 2 selection selection NN work_ifymfqj7jjbv5ldnhyofmazcy4 247 3 Once once IN work_ifymfqj7jjbv5ldnhyofmazcy4 247 4 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 247 5 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 247 6 recognized recognize VBN work_ifymfqj7jjbv5ldnhyofmazcy4 247 7 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 247 8 text text NN work_ifymfqj7jjbv5ldnhyofmazcy4 247 9 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 247 10 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 247 11 require require VBP work_ifymfqj7jjbv5ldnhyofmazcy4 247 12 additional additional JJ work_ifymfqj7jjbv5ldnhyofmazcy4 247 13 infor- infor- XX work_ifymfqj7jjbv5ldnhyofmazcy4 247 14 mation mation NN work_ifymfqj7jjbv5ldnhyofmazcy4 247 15 about about IN work_ifymfqj7jjbv5ldnhyofmazcy4 247 16 their -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 247 17 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 247 18 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 247 19 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 247 20 order order NN work_ifymfqj7jjbv5ldnhyofmazcy4 247 21 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 247 22 utilize utilize VB work_ifymfqj7jjbv5ldnhyofmazcy4 247 23 them -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 247 24 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 247 25 features feature NNS work_ifymfqj7jjbv5ldnhyofmazcy4 247 26 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 247 27 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 247 28 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 247 29 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 248 1 Note note VB work_ifymfqj7jjbv5ldnhyofmazcy4 248 2 that that IN work_ifymfqj7jjbv5ldnhyofmazcy4 248 3 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 248 4 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 248 5 information information NN work_ifymfqj7jjbv5ldnhyofmazcy4 248 6 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 248 7 obtained obtain VBN work_ifymfqj7jjbv5ldnhyofmazcy4 248 8 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 248 9 part part NN work_ifymfqj7jjbv5ldnhyofmazcy4 248 10 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 248 11 data datum NNS work_ifymfqj7jjbv5ldnhyofmazcy4 248 12 annotation annotation NN work_ifymfqj7jjbv5ldnhyofmazcy4 248 13 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 248 14 see see VB work_ifymfqj7jjbv5ldnhyofmazcy4 248 15 Section section NN work_ifymfqj7jjbv5ldnhyofmazcy4 248 16 3 3 CD work_ifymfqj7jjbv5ldnhyofmazcy4 248 17 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 248 18 when when WRB work_ifymfqj7jjbv5ldnhyofmazcy4 248 19 each each DT work_ifymfqj7jjbv5ldnhyofmazcy4 248 20 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 248 21 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 248 22 annotated annotate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 248 23 independently independently RB work_ifymfqj7jjbv5ldnhyofmazcy4 248 24 5 5 CD work_ifymfqj7jjbv5ldnhyofmazcy4 248 25 times time NNS work_ifymfqj7jjbv5ldnhyofmazcy4 248 26 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 249 1 After after IN work_ifymfqj7jjbv5ldnhyofmazcy4 249 2 projecting project VBG work_ifymfqj7jjbv5ldnhyofmazcy4 249 3 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 249 4 original original JJ work_ifymfqj7jjbv5ldnhyofmazcy4 249 5 annotations annotation NNS work_ifymfqj7jjbv5ldnhyofmazcy4 249 6 onto onto IN work_ifymfqj7jjbv5ldnhyofmazcy4 249 7 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 249 8 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 249 9 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 249 10 scheme scheme NN work_ifymfqj7jjbv5ldnhyofmazcy4 249 11 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 249 12 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 249 13 total total NN work_ifymfqj7jjbv5ldnhyofmazcy4 249 14 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 249 15 5 5 CD work_ifymfqj7jjbv5ldnhyofmazcy4 249 16 annotations annotation NNS work_ifymfqj7jjbv5ldnhyofmazcy4 249 17 collected collect VBN work_ifymfqj7jjbv5ldnhyofmazcy4 249 18 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 249 19 each each DT work_ifymfqj7jjbv5ldnhyofmazcy4 249 20 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 249 21 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 249 22 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 249 23 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 249 24 calculate calculate VB work_ifymfqj7jjbv5ldnhyofmazcy4 249 25 their -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 249 26 feature feature NN work_ifymfqj7jjbv5ldnhyofmazcy4 249 27 vectors vector NNS work_ifymfqj7jjbv5ldnhyofmazcy4 249 28 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 250 1 Each each DT work_ifymfqj7jjbv5ldnhyofmazcy4 250 2 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 250 3 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 250 4 represented represent VBN work_ifymfqj7jjbv5ldnhyofmazcy4 250 5 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 250 6 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 250 7 triple triple JJ work_ifymfqj7jjbv5ldnhyofmazcy4 250 8 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 250 9 Positive positive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 250 10 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 250 11 Negative negative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 250 12 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 250 13 Other other JJ work_ifymfqj7jjbv5ldnhyofmazcy4 250 14 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 250 15 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 250 16 where where WRB work_ifymfqj7jjbv5ldnhyofmazcy4 250 17 each each DT work_ifymfqj7jjbv5ldnhyofmazcy4 250 18 value value NN work_ifymfqj7jjbv5ldnhyofmazcy4 250 19 represents represent VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 250 20 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 250 21 percent- percent- JJ work_ifymfqj7jjbv5ldnhyofmazcy4 250 22 age age NN work_ifymfqj7jjbv5ldnhyofmazcy4 250 23 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 250 24 annotations annotation NNS work_ifymfqj7jjbv5ldnhyofmazcy4 250 25 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 250 26 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 250 27 corresponding corresponding JJ work_ifymfqj7jjbv5ldnhyofmazcy4 250 28 category category NN work_ifymfqj7jjbv5ldnhyofmazcy4 250 29 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 251 1 For for IN work_ifymfqj7jjbv5ldnhyofmazcy4 251 2 example example NN work_ifymfqj7jjbv5ldnhyofmazcy4 251 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 251 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 251 5 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 251 6 wear wear NN work_ifymfqj7jjbv5ldnhyofmazcy4 251 7 one one NN work_ifymfqj7jjbv5ldnhyofmazcy4 251 8 ’s ’s CD work_ifymfqj7jjbv5ldnhyofmazcy4 251 9 heart heart NN work_ifymfqj7jjbv5ldnhyofmazcy4 251 10 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 251 11 one one PRP work_ifymfqj7jjbv5ldnhyofmazcy4 251 12 ’s ’s NN work_ifymfqj7jjbv5ldnhyofmazcy4 251 13 sleeve sleeve NN work_ifymfqj7jjbv5ldnhyofmazcy4 251 14 received receive VBD work_ifymfqj7jjbv5ldnhyofmazcy4 251 15 one one CD work_ifymfqj7jjbv5ldnhyofmazcy4 251 16 Positive positive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 251 17 annota- annota- JJ work_ifymfqj7jjbv5ldnhyofmazcy4 251 18 tion tion NN work_ifymfqj7jjbv5ldnhyofmazcy4 251 19 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 251 20 zero zero CD work_ifymfqj7jjbv5ldnhyofmazcy4 251 21 Negative negative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 251 22 annotations annotation NNS work_ifymfqj7jjbv5ldnhyofmazcy4 251 23 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 251 24 four four CD work_ifymfqj7jjbv5ldnhyofmazcy4 251 25 Other other JJ work_ifymfqj7jjbv5ldnhyofmazcy4 251 26 annotations annotation NNS work_ifymfqj7jjbv5ldnhyofmazcy4 251 27 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 252 1 It -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 252 2 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 252 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 252 4 therefore therefore RB work_ifymfqj7jjbv5ldnhyofmazcy4 252 5 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 252 6 represented represent VBD work_ifymfqj7jjbv5ldnhyofmazcy4 252 7 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 252 8 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 252 9 following follow VBG work_ifymfqj7jjbv5ldnhyofmazcy4 252 10 triple triple NN work_ifymfqj7jjbv5ldnhyofmazcy4 252 11 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 252 12 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 252 13 20 20 CD work_ifymfqj7jjbv5ldnhyofmazcy4 252 14 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 252 15 0 0 CD work_ifymfqj7jjbv5ldnhyofmazcy4 252 16 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 252 17 80 80 CD work_ifymfqj7jjbv5ldnhyofmazcy4 252 18 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 252 19 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 253 1 Further further RB work_ifymfqj7jjbv5ldnhyofmazcy4 253 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 253 3 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 253 4 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 253 5 wanted want VBD work_ifymfqj7jjbv5ldnhyofmazcy4 253 6 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 253 7 investigate investigate VB work_ifymfqj7jjbv5ldnhyofmazcy4 253 8 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 253 9 impact impact NN work_ifymfqj7jjbv5ldnhyofmazcy4 253 10 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 253 11 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 253 12 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 253 13 features feature NNS work_ifymfqj7jjbv5ldnhyofmazcy4 253 14 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 253 15 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 253 16 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 253 17 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 253 18 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 253 19 conducted conduct VBD work_ifymfqj7jjbv5ldnhyofmazcy4 253 20 two two CD work_ifymfqj7jjbv5ldnhyofmazcy4 253 21 experiments experiment NNS work_ifymfqj7jjbv5ldnhyofmazcy4 253 22 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 253 23 which which WDT work_ifymfqj7jjbv5ldnhyofmazcy4 253 24 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 253 25 combined combine VBD work_ifymfqj7jjbv5ldnhyofmazcy4 253 26 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 253 27 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 253 28 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 253 29 results result NNS work_ifymfqj7jjbv5ldnhyofmazcy4 253 30 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 253 31 two two CD work_ifymfqj7jjbv5ldnhyofmazcy4 253 32 popular popular JJ work_ifymfqj7jjbv5ldnhyofmazcy4 253 33 senti- senti- NN work_ifymfqj7jjbv5ldnhyofmazcy4 253 34 ment ment JJ work_ifymfqj7jjbv5ldnhyofmazcy4 253 35 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 253 36 methods method NNS work_ifymfqj7jjbv5ldnhyofmazcy4 253 37 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 253 38 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 253 39 1 1 LS work_ifymfqj7jjbv5ldnhyofmazcy4 253 40 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 253 41 SentiStrength SentiStrength NNP work_ifymfqj7jjbv5ldnhyofmazcy4 253 42 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 253 43 Thelwall Thelwall NNP work_ifymfqj7jjbv5ldnhyofmazcy4 253 44 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 253 45 2014 2014 CD work_ifymfqj7jjbv5ldnhyofmazcy4 253 46 ; ; : work_ifymfqj7jjbv5ldnhyofmazcy4 253 47 Thelwall Thelwall NNP work_ifymfqj7jjbv5ldnhyofmazcy4 253 48 et et FW work_ifymfqj7jjbv5ldnhyofmazcy4 253 49 al al NNP work_ifymfqj7jjbv5ldnhyofmazcy4 253 50 . . NNP work_ifymfqj7jjbv5ldnhyofmazcy4 253 51 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 253 52 2010 2010 CD work_ifymfqj7jjbv5ldnhyofmazcy4 253 53 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 253 54 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 253 55 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 253 56 2 2 LS work_ifymfqj7jjbv5ldnhyofmazcy4 253 57 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 253 58 Stanford Stanford NNP work_ifymfqj7jjbv5ldnhyofmazcy4 253 59 CoreNLP CoreNLP NNP work_ifymfqj7jjbv5ldnhyofmazcy4 253 60 ’s ’s NN work_ifymfqj7jjbv5ldnhyofmazcy4 253 61 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 253 62 anno- anno- XX work_ifymfqj7jjbv5ldnhyofmazcy4 253 63 tator tator NN work_ifymfqj7jjbv5ldnhyofmazcy4 253 64 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 253 65 Socher Socher NNP work_ifymfqj7jjbv5ldnhyofmazcy4 253 66 et et NNP work_ifymfqj7jjbv5ldnhyofmazcy4 253 67 al al NNP work_ifymfqj7jjbv5ldnhyofmazcy4 253 68 . . NNP work_ifymfqj7jjbv5ldnhyofmazcy4 253 69 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 253 70 2013 2013 CD work_ifymfqj7jjbv5ldnhyofmazcy4 253 71 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 253 72 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 254 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 254 2 Experiment Experiment NNP work_ifymfqj7jjbv5ldnhyofmazcy4 254 3 1 1 CD work_ifymfqj7jjbv5ldnhyofmazcy4 254 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 254 5 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 254 6 used use VBD work_ifymfqj7jjbv5ldnhyofmazcy4 254 7 SentiStrength SentiStrength NNP work_ifymfqj7jjbv5ldnhyofmazcy4 254 8 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 254 9 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 254 10 baseline baseline NN work_ifymfqj7jjbv5ldnhyofmazcy4 254 11 method method NN work_ifymfqj7jjbv5ldnhyofmazcy4 254 12 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 254 13 used use VBD work_ifymfqj7jjbv5ldnhyofmazcy4 254 14 its -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 254 15 output output NN work_ifymfqj7jjbv5ldnhyofmazcy4 254 16 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 254 17 features feature NNS work_ifymfqj7jjbv5ldnhyofmazcy4 254 18 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 254 19 our -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 254 20 own own JJ work_ifymfqj7jjbv5ldnhyofmazcy4 254 21 method method NN work_ifymfqj7jjbv5ldnhyofmazcy4 254 22 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 254 23 combined combine VBD work_ifymfqj7jjbv5ldnhyofmazcy4 254 24 them -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 254 25 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 254 26 those those DT work_ifymfqj7jjbv5ldnhyofmazcy4 254 27 based base VBN work_ifymfqj7jjbv5ldnhyofmazcy4 254 28 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 254 29 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 254 30 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 255 1 SentiStrength SentiStrength NNP work_ifymfqj7jjbv5ldnhyofmazcy4 255 2 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 255 3 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 255 4 rule rule NN work_ifymfqj7jjbv5ldnhyofmazcy4 255 5 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 255 6 based base VBN work_ifymfqj7jjbv5ldnhyofmazcy4 255 7 system system NN work_ifymfqj7jjbv5ldnhyofmazcy4 255 8 that that WDT work_ifymfqj7jjbv5ldnhyofmazcy4 255 9 assigns assign VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 255 10 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 255 11 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 255 12 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 255 13 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 255 14 sentence sentence NN work_ifymfqj7jjbv5ldnhyofmazcy4 255 15 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 255 16 aggregat- aggregat- NNP work_ifymfqj7jjbv5ldnhyofmazcy4 255 17 ing ing NNP work_ifymfqj7jjbv5ldnhyofmazcy4 255 18 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 255 19 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 255 20 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 255 21 individual individual JJ work_ifymfqj7jjbv5ldnhyofmazcy4 255 22 words word NNS work_ifymfqj7jjbv5ldnhyofmazcy4 255 23 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 255 24 e.g. e.g. RB work_ifymfqj7jjbv5ldnhyofmazcy4 256 1 Input input NN work_ifymfqj7jjbv5ldnhyofmazcy4 256 2 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 256 3 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 256 4 party party NN work_ifymfqj7jjbv5ldnhyofmazcy4 256 5 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 256 6 over over RB work_ifymfqj7jjbv5ldnhyofmazcy4 256 7 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 257 1 Analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 257 2 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 257 3 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 257 4 party party NN work_ifymfqj7jjbv5ldnhyofmazcy4 257 5 [ [ -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 257 6 1 1 CD work_ifymfqj7jjbv5ldnhyofmazcy4 257 7 ] ] -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 257 8 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 257 9 over over IN work_ifymfqj7jjbv5ldnhyofmazcy4 257 10 [ [ -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 257 11 � � NNP work_ifymfqj7jjbv5ldnhyofmazcy4 257 12 1 1 CD work_ifymfqj7jjbv5ldnhyofmazcy4 257 13 ] ] -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 257 14 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 258 1 Output output NN work_ifymfqj7jjbv5ldnhyofmazcy4 258 2 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 258 3 result result VB work_ifymfqj7jjbv5ldnhyofmazcy4 258 4 = = SYM work_ifymfqj7jjbv5ldnhyofmazcy4 258 5 0 0 CD work_ifymfqj7jjbv5ldnhyofmazcy4 258 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 258 7 positive positive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 258 8 = = SYM work_ifymfqj7jjbv5ldnhyofmazcy4 258 9 1 1 CD work_ifymfqj7jjbv5ldnhyofmazcy4 258 10 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 258 11 negative negative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 258 12 = = : work_ifymfqj7jjbv5ldnhyofmazcy4 258 13 � � NNP work_ifymfqj7jjbv5ldnhyofmazcy4 258 14 1 1 CD work_ifymfqj7jjbv5ldnhyofmazcy4 258 15 As as IN work_ifymfqj7jjbv5ldnhyofmazcy4 258 16 illustrated illustrate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 258 17 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 258 18 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 258 19 given give VBN work_ifymfqj7jjbv5ldnhyofmazcy4 258 20 example example NN work_ifymfqj7jjbv5ldnhyofmazcy4 258 21 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 258 22 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 258 23 used use VBD work_ifymfqj7jjbv5ldnhyofmazcy4 258 24 trinary trinary JJ work_ifymfqj7jjbv5ldnhyofmazcy4 258 25 classifica- classifica- NN work_ifymfqj7jjbv5ldnhyofmazcy4 258 26 tion tion NN work_ifymfqj7jjbv5ldnhyofmazcy4 258 27 output output NN work_ifymfqj7jjbv5ldnhyofmazcy4 258 28 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 258 29 features feature NNS work_ifymfqj7jjbv5ldnhyofmazcy4 258 30 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 258 31 our -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 258 32 method method NN work_ifymfqj7jjbv5ldnhyofmazcy4 258 33 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 258 34 converted convert VBD work_ifymfqj7jjbv5ldnhyofmazcy4 258 35 them -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 258 36 into into IN work_ifymfqj7jjbv5ldnhyofmazcy4 258 37 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 258 38 3-dimensional 3-dimensional CD work_ifymfqj7jjbv5ldnhyofmazcy4 258 39 vector vector NN work_ifymfqj7jjbv5ldnhyofmazcy4 258 40 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 258 41 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 258 42 0 0 CD work_ifymfqj7jjbv5ldnhyofmazcy4 258 43 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 258 44 1 1 CD work_ifymfqj7jjbv5ldnhyofmazcy4 258 45 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 258 46 � � NNP work_ifymfqj7jjbv5ldnhyofmazcy4 258 47 1 1 CD work_ifymfqj7jjbv5ldnhyofmazcy4 258 48 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 258 49 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 259 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 259 2 our -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 259 3 approach approach NN work_ifymfqj7jjbv5ldnhyofmazcy4 259 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 259 5 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 259 6 phrase phrase NN work_ifymfqj7jjbv5ldnhyofmazcy4 259 7 party party NN work_ifymfqj7jjbv5ldnhyofmazcy4 259 8 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 259 9 over over RB work_ifymfqj7jjbv5ldnhyofmazcy4 259 10 would would MD work_ifymfqj7jjbv5ldnhyofmazcy4 259 11 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 259 12 recognized recognize VBN work_ifymfqj7jjbv5ldnhyofmazcy4 259 13 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 259 14 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 259 15 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 259 16 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 259 17 which which WDT work_ifymfqj7jjbv5ldnhyofmazcy4 259 18 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 259 19 annotated annotate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 259 20 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 259 21 subsequently subsequently RB work_ifymfqj7jjbv5ldnhyofmazcy4 259 22 mapped map VBN work_ifymfqj7jjbv5ldnhyofmazcy4 259 23 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 259 24 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 259 25 following follow VBG work_ifymfqj7jjbv5ldnhyofmazcy4 259 26 triple triple NN work_ifymfqj7jjbv5ldnhyofmazcy4 259 27 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 259 28 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 259 29 0 0 CD work_ifymfqj7jjbv5ldnhyofmazcy4 259 30 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 259 31 100 100 CD work_ifymfqj7jjbv5ldnhyofmazcy4 259 32 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 259 33 0 0 CD work_ifymfqj7jjbv5ldnhyofmazcy4 259 34 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 259 35 denoting denote VBG work_ifymfqj7jjbv5ldnhyofmazcy4 259 36 that that IN work_ifymfqj7jjbv5ldnhyofmazcy4 259 37 all all DT work_ifymfqj7jjbv5ldnhyofmazcy4 259 38 annotators annotator NNS work_ifymfqj7jjbv5ldnhyofmazcy4 259 39 considered consider VBD work_ifymfqj7jjbv5ldnhyofmazcy4 259 40 it -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 259 41 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 259 42 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 259 43 negative negative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 259 44 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 260 1 We -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 260 2 appended append VBD work_ifymfqj7jjbv5ldnhyofmazcy4 260 3 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 260 4 two two CD work_ifymfqj7jjbv5ldnhyofmazcy4 260 5 vectors vector NNS work_ifymfqj7jjbv5ldnhyofmazcy4 260 6 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 260 7 create create VB work_ifymfqj7jjbv5ldnhyofmazcy4 260 8 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 260 9 single single JJ work_ifymfqj7jjbv5ldnhyofmazcy4 260 10 feature feature NN work_ifymfqj7jjbv5ldnhyofmazcy4 260 11 vector vector NN work_ifymfqj7jjbv5ldnhyofmazcy4 260 12 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 260 13 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 260 14 given give VBN work_ifymfqj7jjbv5ldnhyofmazcy4 260 15 sen- sen- NN work_ifymfqj7jjbv5ldnhyofmazcy4 260 16 tence tence NN work_ifymfqj7jjbv5ldnhyofmazcy4 260 17 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 260 18 follows follow VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 260 19 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 260 20 ð ð NNP work_ifymfqj7jjbv5ldnhyofmazcy4 260 21 0 0 CD work_ifymfqj7jjbv5ldnhyofmazcy4 260 22 ; ; : work_ifymfqj7jjbv5ldnhyofmazcy4 260 23 1; 1; CD work_ifymfqj7jjbv5ldnhyofmazcy4 260 24 � � NNP work_ifymfqj7jjbv5ldnhyofmazcy4 260 25 1 1 CD work_ifymfqj7jjbv5ldnhyofmazcy4 260 26 |fflfflfflffl{zfflfflfflffl |fflfflfflffl{zfflfflfflffl NNP work_ifymfqj7jjbv5ldnhyofmazcy4 260 27 } } -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 260 28 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 260 29 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 260 30 0 0 CD work_ifymfqj7jjbv5ldnhyofmazcy4 260 31 ; ; : work_ifymfqj7jjbv5ldnhyofmazcy4 260 32 100 100 CD work_ifymfqj7jjbv5ldnhyofmazcy4 260 33 ; ; : work_ifymfqj7jjbv5ldnhyofmazcy4 260 34 0 0 NFP work_ifymfqj7jjbv5ldnhyofmazcy4 260 35 |fflfflfflfflffl{zfflfflfflfflffl |fflfflfflfflffl{zfflfflfflfflffl UH work_ifymfqj7jjbv5ldnhyofmazcy4 260 36 } } -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 260 37 idiom idiom VBP work_ifymfqj7jjbv5ldnhyofmazcy4 260 38 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 260 39 Þ þ NN work_ifymfqj7jjbv5ldnhyofmazcy4 260 40 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 260 41 Experiment Experiment NNP work_ifymfqj7jjbv5ldnhyofmazcy4 260 42 2 2 CD work_ifymfqj7jjbv5ldnhyofmazcy4 260 43 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 260 44 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 260 45 used use VBD work_ifymfqj7jjbv5ldnhyofmazcy4 260 46 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 260 47 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 260 48 annotator annotator NN work_ifymfqj7jjbv5ldnhyofmazcy4 260 49 distributed distribute VBN work_ifymfqj7jjbv5ldnhyofmazcy4 260 50 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 260 51 part part NN work_ifymfqj7jjbv5ldnhyofmazcy4 260 52 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 260 53 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 260 54 Stanford Stanford NNP work_ifymfqj7jjbv5ldnhyofmazcy4 260 55 CoreNLP CoreNLP NNP work_ifymfqj7jjbv5ldnhyofmazcy4 260 56 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 260 57 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 260 58 suite suite NN work_ifymfqj7jjbv5ldnhyofmazcy4 260 59 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 260 60 core core NN work_ifymfqj7jjbv5ldnhyofmazcy4 260 61 NLP NLP NNP work_ifymfqj7jjbv5ldnhyofmazcy4 260 62 tools tool NNS work_ifymfqj7jjbv5ldnhyofmazcy4 260 63 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 261 1 This this DT work_ifymfqj7jjbv5ldnhyofmazcy4 261 2 method method NN work_ifymfqj7jjbv5ldnhyofmazcy4 261 3 uses use VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 261 4 recursive recursive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 261 5 neural neural JJ work_ifymfqj7jjbv5ldnhyofmazcy4 261 6 networks network NNS work_ifymfqj7jjbv5ldnhyofmazcy4 261 7 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 261 8 perform perform VB work_ifymfqj7jjbv5ldnhyofmazcy4 261 9 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 261 10 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 261 11 at at IN work_ifymfqj7jjbv5ldnhyofmazcy4 261 12 all all DT work_ifymfqj7jjbv5ldnhyofmazcy4 261 13 levels level NNS work_ifymfqj7jjbv5ldnhyofmazcy4 261 14 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 261 15 compositionality compositionality NN work_ifymfqj7jjbv5ldnhyofmazcy4 261 16 across across IN work_ifymfqj7jjbv5ldnhyofmazcy4 261 17 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 261 18 parse parse NN work_ifymfqj7jjbv5ldnhyofmazcy4 261 19 tree tree NN work_ifymfqj7jjbv5ldnhyofmazcy4 261 20 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 261 21 classifying classify VBG work_ifymfqj7jjbv5ldnhyofmazcy4 261 22 each each DT work_ifymfqj7jjbv5ldnhyofmazcy4 261 23 sub sub NN work_ifymfqj7jjbv5ldnhyofmazcy4 261 24 - - NN work_ifymfqj7jjbv5ldnhyofmazcy4 261 25 tree tree NN work_ifymfqj7jjbv5ldnhyofmazcy4 261 26 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 261 27 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 261 28 5-point 5-point CD work_ifymfqj7jjbv5ldnhyofmazcy4 261 29 scale scale NN work_ifymfqj7jjbv5ldnhyofmazcy4 261 30 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 261 31 very very RB work_ifymfqj7jjbv5ldnhyofmazcy4 261 32 negative negative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 261 33 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 261 34 negative negative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 261 35 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 261 36 neutral neutral JJ work_ifymfqj7jjbv5ldnhyofmazcy4 261 37 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 261 38 posi- posi- JJ work_ifymfqj7jjbv5ldnhyofmazcy4 261 39 tive tive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 261 40 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 261 41 very very RB work_ifymfqj7jjbv5ldnhyofmazcy4 261 42 positive positive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 261 43 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 261 44 see see VB work_ifymfqj7jjbv5ldnhyofmazcy4 261 45 Fig Fig NNP work_ifymfqj7jjbv5ldnhyofmazcy4 261 46 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 262 1 3 3 CD work_ifymfqj7jjbv5ldnhyofmazcy4 262 2 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 262 3 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 262 4 example example NN work_ifymfqj7jjbv5ldnhyofmazcy4 262 5 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 262 6 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 263 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 263 2 addition addition NN work_ifymfqj7jjbv5ldnhyofmazcy4 263 3 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 263 4 classification classification NN work_ifymfqj7jjbv5ldnhyofmazcy4 263 5 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 263 6 it -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 263 7 also also RB work_ifymfqj7jjbv5ldnhyofmazcy4 263 8 provides provide VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 263 9 probability probability NN work_ifymfqj7jjbv5ldnhyofmazcy4 263 10 distribution distribution NN work_ifymfqj7jjbv5ldnhyofmazcy4 263 11 across across IN work_ifymfqj7jjbv5ldnhyofmazcy4 263 12 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 263 13 5 5 CD work_ifymfqj7jjbv5ldnhyofmazcy4 263 14 classes class NNS work_ifymfqj7jjbv5ldnhyofmazcy4 263 15 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 263 16 which which WDT work_ifymfqj7jjbv5ldnhyofmazcy4 263 17 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 263 18 have have VBP work_ifymfqj7jjbv5ldnhyofmazcy4 263 19 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 263 20 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 263 21 features feature NNS work_ifymfqj7jjbv5ldnhyofmazcy4 263 22 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 263 23 our -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 263 24 method method NN work_ifymfqj7jjbv5ldnhyofmazcy4 263 25 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 263 26 con- con- NN work_ifymfqj7jjbv5ldnhyofmazcy4 263 27 verting verte VBG work_ifymfqj7jjbv5ldnhyofmazcy4 263 28 them -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 263 29 into into IN work_ifymfqj7jjbv5ldnhyofmazcy4 263 30 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 263 31 5-dimensional 5-dimensional CD work_ifymfqj7jjbv5ldnhyofmazcy4 263 32 vector vector NN work_ifymfqj7jjbv5ldnhyofmazcy4 263 33 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 263 34 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 263 35 4 4 CD work_ifymfqj7jjbv5ldnhyofmazcy4 263 36 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 263 37 27 27 CD work_ifymfqj7jjbv5ldnhyofmazcy4 263 38 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 263 39 46 46 CD work_ifymfqj7jjbv5ldnhyofmazcy4 263 40 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 263 41 20 20 CD work_ifymfqj7jjbv5ldnhyofmazcy4 263 42 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 263 43 3 3 CD work_ifymfqj7jjbv5ldnhyofmazcy4 263 44 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 263 45 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 264 1 As as IN work_ifymfqj7jjbv5ldnhyofmazcy4 264 2 before before RB work_ifymfqj7jjbv5ldnhyofmazcy4 264 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 264 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 264 5 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 264 6 party party NN work_ifymfqj7jjbv5ldnhyofmazcy4 264 7 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 264 8 over over RB work_ifymfqj7jjbv5ldnhyofmazcy4 264 9 would would MD work_ifymfqj7jjbv5ldnhyofmazcy4 264 10 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 264 11 recognized recognize VBN work_ifymfqj7jjbv5ldnhyofmazcy4 264 12 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 264 13 mapped map VBN work_ifymfqj7jjbv5ldnhyofmazcy4 264 14 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 264 15 its -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 264 16 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 264 17 triple triple JJ work_ifymfqj7jjbv5ldnhyofmazcy4 264 18 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 264 19 0 0 CD work_ifymfqj7jjbv5ldnhyofmazcy4 264 20 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 264 21 100 100 CD work_ifymfqj7jjbv5ldnhyofmazcy4 264 22 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 264 23 0 0 CD work_ifymfqj7jjbv5ldnhyofmazcy4 264 24 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 264 25 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 264 26 appended append VBN work_ifymfqj7jjbv5ldnhyofmazcy4 264 27 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 264 28 create create VB work_ifymfqj7jjbv5ldnhyofmazcy4 264 29 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 264 30 single single JJ work_ifymfqj7jjbv5ldnhyofmazcy4 264 31 fea- fea- NN work_ifymfqj7jjbv5ldnhyofmazcy4 264 32 ture ture NN work_ifymfqj7jjbv5ldnhyofmazcy4 264 33 vector vector NN work_ifymfqj7jjbv5ldnhyofmazcy4 264 34 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 264 35 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 264 36 given give VBN work_ifymfqj7jjbv5ldnhyofmazcy4 264 37 sentence sentence NN work_ifymfqj7jjbv5ldnhyofmazcy4 264 38 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 264 39 follows follow VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 264 40 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 264 41 ð4 ð4 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 264 42 ; ; : work_ifymfqj7jjbv5ldnhyofmazcy4 264 43 27 27 CD work_ifymfqj7jjbv5ldnhyofmazcy4 264 44 ; ; : work_ifymfqj7jjbv5ldnhyofmazcy4 264 45 46 46 CD work_ifymfqj7jjbv5ldnhyofmazcy4 264 46 ; ; : work_ifymfqj7jjbv5ldnhyofmazcy4 264 47 20 20 CD work_ifymfqj7jjbv5ldnhyofmazcy4 264 48 ; ; SYM work_ifymfqj7jjbv5ldnhyofmazcy4 264 49 3 3 CD work_ifymfqj7jjbv5ldnhyofmazcy4 264 50 |fflfflfflfflfflfflfflfflfflfflfflffl{zfflfflfflfflfflfflfflfflfflfflfflffl |fflfflfflfflfflfflfflfflfflfflfflffl{zfflfflfflfflfflfflfflfflfflfflfflffl NNP work_ifymfqj7jjbv5ldnhyofmazcy4 264 51 } } -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 264 52 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 264 53 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 264 54 0 0 CD work_ifymfqj7jjbv5ldnhyofmazcy4 264 55 ; ; : work_ifymfqj7jjbv5ldnhyofmazcy4 264 56 100 100 CD work_ifymfqj7jjbv5ldnhyofmazcy4 264 57 ; ; : work_ifymfqj7jjbv5ldnhyofmazcy4 264 58 0 0 NFP work_ifymfqj7jjbv5ldnhyofmazcy4 264 59 |fflfflfflfflffl{zfflfflfflfflffl |fflfflfflfflffl{zfflfflfflfflffl UH work_ifymfqj7jjbv5ldnhyofmazcy4 264 60 } } -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 264 61 idiom idiom VBP work_ifymfqj7jjbv5ldnhyofmazcy4 264 62 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 264 63 Þ þ NN work_ifymfqj7jjbv5ldnhyofmazcy4 264 64 If if IN work_ifymfqj7jjbv5ldnhyofmazcy4 264 65 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 264 66 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 264 67 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 264 68 recognized recognize VBN work_ifymfqj7jjbv5ldnhyofmazcy4 264 69 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 264 70 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 264 71 negated negate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 264 72 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 264 73 then then RB work_ifymfqj7jjbv5ldnhyofmazcy4 264 74 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 264 75 reversed reverse VBD work_ifymfqj7jjbv5ldnhyofmazcy4 264 76 pos- pos- VBN work_ifymfqj7jjbv5ldnhyofmazcy4 264 77 itive itive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 264 78 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 264 79 negative negative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 264 80 polarities polarity NNS work_ifymfqj7jjbv5ldnhyofmazcy4 264 81 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 264 82 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 264 83 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 264 84 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 264 85 vector vector NN work_ifymfqj7jjbv5ldnhyofmazcy4 264 86 based base VBN work_ifymfqj7jjbv5ldnhyofmazcy4 264 87 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 264 88 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 264 89 assumption assumption NN work_ifymfqj7jjbv5ldnhyofmazcy4 264 90 that that IN work_ifymfqj7jjbv5ldnhyofmazcy4 264 91 negation negation NN work_ifymfqj7jjbv5ldnhyofmazcy4 264 92 typically typically RB work_ifymfqj7jjbv5ldnhyofmazcy4 264 93 converts convert VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 264 94 positive positive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 264 95 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 264 96 negative negative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 264 97 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 264 98 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 264 99 vice vice NN work_ifymfqj7jjbv5ldnhyofmazcy4 264 100 versa versa RB work_ifymfqj7jjbv5ldnhyofmazcy4 264 101 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 265 1 For for IN work_ifymfqj7jjbv5ldnhyofmazcy4 265 2 instance instance NN work_ifymfqj7jjbv5ldnhyofmazcy4 265 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 265 4 let let VB work_ifymfqj7jjbv5ldnhyofmazcy4 265 5 us -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 265 6 consider consider VB work_ifymfqj7jjbv5ldnhyofmazcy4 265 7 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 265 8 following follow VBG work_ifymfqj7jjbv5ldnhyofmazcy4 265 9 sentence sentence NN work_ifymfqj7jjbv5ldnhyofmazcy4 265 10 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 265 11 which which WDT work_ifymfqj7jjbv5ldnhyofmazcy4 265 12 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 265 13 negatively negatively RB work_ifymfqj7jjbv5ldnhyofmazcy4 265 14 charged charge VBN work_ifymfqj7jjbv5ldnhyofmazcy4 265 15 idiom idiom NNP work_ifymfqj7jjbv5ldnhyofmazcy4 265 16 party party NN work_ifymfqj7jjbv5ldnhyofmazcy4 265 17 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 265 18 over over IN work_ifymfqj7jjbv5ldnhyofmazcy4 265 19 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 265 20 negated negate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 265 21 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 265 22 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 265 23 party party NN work_ifymfqj7jjbv5ldnhyofmazcy4 265 24 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 265 25 not not RB work_ifymfqj7jjbv5ldnhyofmazcy4 265 26 over over RB work_ifymfqj7jjbv5ldnhyofmazcy4 265 27 yet yet RB work_ifymfqj7jjbv5ldnhyofmazcy4 265 28 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 266 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 266 2 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 266 3 particular particular JJ work_ifymfqj7jjbv5ldnhyofmazcy4 266 4 example example NN work_ifymfqj7jjbv5ldnhyofmazcy4 266 5 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 266 6 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 266 7 negation negation NN work_ifymfqj7jjbv5ldnhyofmazcy4 266 8 changes change VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 266 9 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 266 10 overall overall JJ work_ifymfqj7jjbv5ldnhyofmazcy4 266 11 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 266 12 from from IN work_ifymfqj7jjbv5ldnhyofmazcy4 266 13 negative negative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 266 14 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 266 15 positive positive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 266 16 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 267 1 We -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 267 2 modeled model VBD work_ifymfqj7jjbv5ldnhyofmazcy4 267 3 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 267 4 phenomenon phenomenon NN work_ifymfqj7jjbv5ldnhyofmazcy4 267 5 associated associate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 267 6 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 267 7 negation negation NN work_ifymfqj7jjbv5ldnhyofmazcy4 267 8 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 267 9 simply simply RB work_ifymfqj7jjbv5ldnhyofmazcy4 267 10 reversing reverse VBG work_ifymfqj7jjbv5ldnhyofmazcy4 267 11 positive positive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 267 12 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 267 13 negative negative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 267 14 polarities polarity NNS work_ifymfqj7jjbv5ldnhyofmazcy4 267 15 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 267 16 e.g. e.g. RB work_ifymfqj7jjbv5ldnhyofmazcy4 268 1 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 268 2 original original JJ work_ifymfqj7jjbv5ldnhyofmazcy4 268 3 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 268 4 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 268 5 triple triple JJ work_ifymfqj7jjbv5ldnhyofmazcy4 268 6 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 268 7 0 0 CD work_ifymfqj7jjbv5ldnhyofmazcy4 268 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 268 9 100 100 CD work_ifymfqj7jjbv5ldnhyofmazcy4 268 10 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 268 11 0 0 CD work_ifymfqj7jjbv5ldnhyofmazcy4 268 12 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 268 13 would would MD work_ifymfqj7jjbv5ldnhyofmazcy4 268 14 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 268 15 converted convert VBN work_ifymfqj7jjbv5ldnhyofmazcy4 268 16 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 268 17 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 268 18 100 100 CD work_ifymfqj7jjbv5ldnhyofmazcy4 268 19 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 268 20 0 0 CD work_ifymfqj7jjbv5ldnhyofmazcy4 268 21 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 268 22 0 0 CD work_ifymfqj7jjbv5ldnhyofmazcy4 268 23 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 268 24 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 269 1 When when WRB work_ifymfqj7jjbv5ldnhyofmazcy4 269 2 multiple multiple JJ work_ifymfqj7jjbv5ldnhyofmazcy4 269 3 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 269 4 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 269 5 recognized recognize VBN work_ifymfqj7jjbv5ldnhyofmazcy4 269 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 269 7 then then RB work_ifymfqj7jjbv5ldnhyofmazcy4 269 8 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 269 9 associated associate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 269 10 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 269 11 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 269 12 values value NNS work_ifymfqj7jjbv5ldnhyofmazcy4 269 13 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 269 14 aggregated aggregate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 269 15 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 269 16 summing sum VBG work_ifymfqj7jjbv5ldnhyofmazcy4 269 17 up up RP work_ifymfqj7jjbv5ldnhyofmazcy4 269 18 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 269 19 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 269 20 vectors vector NNS work_ifymfqj7jjbv5ldnhyofmazcy4 269 21 previously previously RB work_ifymfqj7jjbv5ldnhyofmazcy4 269 22 taking take VBG work_ifymfqj7jjbv5ldnhyofmazcy4 269 23 into into IN work_ifymfqj7jjbv5ldnhyofmazcy4 269 24 account account NN work_ifymfqj7jjbv5ldnhyofmazcy4 269 25 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 269 26 effects effect NNS work_ifymfqj7jjbv5ldnhyofmazcy4 269 27 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 269 28 negation negation NN work_ifymfqj7jjbv5ldnhyofmazcy4 269 29 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 270 1 For for IN work_ifymfqj7jjbv5ldnhyofmazcy4 270 2 instance instance NN work_ifymfqj7jjbv5ldnhyofmazcy4 270 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 270 4 two two CD work_ifymfqj7jjbv5ldnhyofmazcy4 270 5 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 270 6 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 270 7 recognized recognize VBN work_ifymfqj7jjbv5ldnhyofmazcy4 270 8 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 270 9 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 270 10 following following JJ work_ifymfqj7jjbv5ldnhyofmazcy4 270 11 sentence sentence NN work_ifymfqj7jjbv5ldnhyofmazcy4 270 12 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 270 13 He -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 270 14 hidiomi hidiomi NN work_ifymfqj7jjbv5ldnhyofmazcy4 270 15 stopped stop VBD work_ifymfqj7jjbv5ldnhyofmazcy4 270 16 dead dead JJ work_ifymfqj7jjbv5ldnhyofmazcy4 270 17 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 270 18 his -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 270 19 tracks track NNS work_ifymfqj7jjbv5ldnhyofmazcy4 270 20 h h NNP work_ifymfqj7jjbv5ldnhyofmazcy4 270 21 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 270 22 idiomi idiomi NN work_ifymfqj7jjbv5ldnhyofmazcy4 270 23 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 270 24 hidiomi hidiomi NN work_ifymfqj7jjbv5ldnhyofmazcy4 270 25 rooted root VBN work_ifymfqj7jjbv5ldnhyofmazcy4 270 26 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 270 27 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 270 28 spot spot NN work_ifymfqj7jjbv5ldnhyofmazcy4 270 29 h h NN work_ifymfqj7jjbv5ldnhyofmazcy4 270 30 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 270 31 idiomi idiomi NN work_ifymfqj7jjbv5ldnhyofmazcy4 270 32 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 270 33 horror horror NN work_ifymfqj7jjbv5ldnhyofmazcy4 270 34 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 271 1 Their -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 271 2 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 271 3 triples triple NNS work_ifymfqj7jjbv5ldnhyofmazcy4 271 4 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 271 5 0 0 CD work_ifymfqj7jjbv5ldnhyofmazcy4 271 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 271 7 60 60 CD work_ifymfqj7jjbv5ldnhyofmazcy4 271 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 271 9 40 40 CD work_ifymfqj7jjbv5ldnhyofmazcy4 271 10 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 271 11 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 271 12 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 271 13 0 0 CD work_ifymfqj7jjbv5ldnhyofmazcy4 271 14 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 271 15 40 40 CD work_ifymfqj7jjbv5ldnhyofmazcy4 271 16 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 271 17 60 60 CD work_ifymfqj7jjbv5ldnhyofmazcy4 271 18 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 271 19 respectively respectively RB work_ifymfqj7jjbv5ldnhyofmazcy4 271 20 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 271 21 summed sum VBN work_ifymfqj7jjbv5ldnhyofmazcy4 271 22 up up RP work_ifymfqj7jjbv5ldnhyofmazcy4 271 23 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 271 24 obtain obtain VB work_ifymfqj7jjbv5ldnhyofmazcy4 271 25 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 271 26 0 0 CD work_ifymfqj7jjbv5ldnhyofmazcy4 271 27 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 271 28 100 100 CD work_ifymfqj7jjbv5ldnhyofmazcy4 271 29 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 271 30 100 100 CD work_ifymfqj7jjbv5ldnhyofmazcy4 271 31 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 271 32 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 271 33 which which WDT work_ifymfqj7jjbv5ldnhyofmazcy4 271 34 illustrates illustrate VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 271 35 how how WRB work_ifymfqj7jjbv5ldnhyofmazcy4 271 36 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 271 37 neg- neg- NN work_ifymfqj7jjbv5ldnhyofmazcy4 271 38 ative ative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 271 39 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 271 40 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 271 41 boosted boost VBN work_ifymfqj7jjbv5ldnhyofmazcy4 271 42 from from IN work_ifymfqj7jjbv5ldnhyofmazcy4 271 43 60 60 CD work_ifymfqj7jjbv5ldnhyofmazcy4 271 44 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 271 45 40 40 CD work_ifymfqj7jjbv5ldnhyofmazcy4 271 46 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 271 47 100 100 CD work_ifymfqj7jjbv5ldnhyofmazcy4 271 48 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 271 49 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 271 50 particular particular JJ work_ifymfqj7jjbv5ldnhyofmazcy4 271 51 case case NN work_ifymfqj7jjbv5ldnhyofmazcy4 271 52 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 272 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 272 2 our -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 272 3 corpus corpus NN work_ifymfqj7jjbv5ldnhyofmazcy4 272 4 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 272 5 2521 2521 CD work_ifymfqj7jjbv5ldnhyofmazcy4 272 6 sentences sentence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 272 7 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 272 8 29 29 CD work_ifymfqj7jjbv5ldnhyofmazcy4 272 9 sentences sentence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 272 10 contained contain VBD work_ifymfqj7jjbv5ldnhyofmazcy4 272 11 more more JJR work_ifymfqj7jjbv5ldnhyofmazcy4 272 12 than than IN work_ifymfqj7jjbv5ldnhyofmazcy4 272 13 one one CD work_ifymfqj7jjbv5ldnhyofmazcy4 272 14 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 272 15 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 273 1 Finally finally RB work_ifymfqj7jjbv5ldnhyofmazcy4 273 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 273 3 if if IN work_ifymfqj7jjbv5ldnhyofmazcy4 273 4 no no DT work_ifymfqj7jjbv5ldnhyofmazcy4 273 5 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 273 6 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 273 7 detected detect VBN work_ifymfqj7jjbv5ldnhyofmazcy4 273 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 273 9 then then RB work_ifymfqj7jjbv5ldnhyofmazcy4 273 10 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 273 11 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 273 12 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 273 13 values value NNS work_ifymfqj7jjbv5ldnhyofmazcy4 273 14 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 273 15 set set VBN work_ifymfqj7jjbv5ldnhyofmazcy4 273 16 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 273 17 zero zero CD work_ifymfqj7jjbv5ldnhyofmazcy4 273 18 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 273 19 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 273 20 0 0 CD work_ifymfqj7jjbv5ldnhyofmazcy4 273 21 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 273 22 0 0 CD work_ifymfqj7jjbv5ldnhyofmazcy4 273 23 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 273 24 0 0 CD work_ifymfqj7jjbv5ldnhyofmazcy4 273 25 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 273 26 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 274 1 4.4 4.4 CD work_ifymfqj7jjbv5ldnhyofmazcy4 274 2 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 275 1 Sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 275 2 classification classification NN work_ifymfqj7jjbv5ldnhyofmazcy4 275 3 Sentiment Sentiment NNP work_ifymfqj7jjbv5ldnhyofmazcy4 275 4 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 275 5 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 275 6 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 275 7 viewed view VBN work_ifymfqj7jjbv5ldnhyofmazcy4 275 8 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 275 9 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 275 10 classification classification NN work_ifymfqj7jjbv5ldnhyofmazcy4 275 11 problem problem NN work_ifymfqj7jjbv5ldnhyofmazcy4 275 12 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 275 13 three three CD work_ifymfqj7jjbv5ldnhyofmazcy4 275 14 available available JJ work_ifymfqj7jjbv5ldnhyofmazcy4 275 15 classes class NNS work_ifymfqj7jjbv5ldnhyofmazcy4 275 16 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 275 17 Positive positive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 275 18 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 275 19 Negative Negative NNP work_ifymfqj7jjbv5ldnhyofmazcy4 275 20 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 275 21 Other other JJ work_ifymfqj7jjbv5ldnhyofmazcy4 275 22 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 276 1 A a DT work_ifymfqj7jjbv5ldnhyofmazcy4 276 2 wide wide JJ work_ifymfqj7jjbv5ldnhyofmazcy4 276 3 range range NN work_ifymfqj7jjbv5ldnhyofmazcy4 276 4 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 276 5 supervised supervise VBN work_ifymfqj7jjbv5ldnhyofmazcy4 276 6 learning learning NN work_ifymfqj7jjbv5ldnhyofmazcy4 276 7 approaches approach NNS work_ifymfqj7jjbv5ldnhyofmazcy4 276 8 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 276 9 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 276 10 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 276 11 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 276 12 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 276 13 pur- pur- NN work_ifymfqj7jjbv5ldnhyofmazcy4 276 14 pose pose VBP work_ifymfqj7jjbv5ldnhyofmazcy4 276 15 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 277 1 We -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 277 2 used use VBD work_ifymfqj7jjbv5ldnhyofmazcy4 277 3 Weka Weka NNP work_ifymfqj7jjbv5ldnhyofmazcy4 277 4 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 277 5 Hall Hall NNP work_ifymfqj7jjbv5ldnhyofmazcy4 277 6 et et NNP work_ifymfqj7jjbv5ldnhyofmazcy4 277 7 al al NNP work_ifymfqj7jjbv5ldnhyofmazcy4 277 8 . . NNP work_ifymfqj7jjbv5ldnhyofmazcy4 277 9 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 277 10 2009 2009 CD work_ifymfqj7jjbv5ldnhyofmazcy4 277 11 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 277 12 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 277 13 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 277 14 popular popular JJ work_ifymfqj7jjbv5ldnhyofmazcy4 277 15 suite suite NN work_ifymfqj7jjbv5ldnhyofmazcy4 277 16 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 277 17 machine machine NN work_ifymfqj7jjbv5ldnhyofmazcy4 277 18 learning learn VBG work_ifymfqj7jjbv5ldnhyofmazcy4 277 19 software software NN work_ifymfqj7jjbv5ldnhyofmazcy4 277 20 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 277 21 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 277 22 train train VB work_ifymfqj7jjbv5ldnhyofmazcy4 277 23 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 277 24 classifier classifier NN work_ifymfqj7jjbv5ldnhyofmazcy4 277 25 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 277 26 perform perform VB work_ifymfqj7jjbv5ldnhyofmazcy4 277 27 classification classification NN work_ifymfqj7jjbv5ldnhyofmazcy4 277 28 experiments experiment NNS work_ifymfqj7jjbv5ldnhyofmazcy4 277 29 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 278 1 We -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 278 2 based base VBD work_ifymfqj7jjbv5ldnhyofmazcy4 278 3 our -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 278 4 choice choice NN work_ifymfqj7jjbv5ldnhyofmazcy4 278 5 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 278 6 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 278 7 machine machine NN work_ifymfqj7jjbv5ldnhyofmazcy4 278 8 learning learning NN work_ifymfqj7jjbv5ldnhyofmazcy4 278 9 method method NN work_ifymfqj7jjbv5ldnhyofmazcy4 278 10 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 278 11 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 278 12 results result NNS work_ifymfqj7jjbv5ldnhyofmazcy4 278 13 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 278 14 cross cross NN work_ifymfqj7jjbv5ldnhyofmazcy4 278 15 - - JJ work_ifymfqj7jjbv5ldnhyofmazcy4 278 16 validation validation JJ work_ifymfqj7jjbv5ldnhyofmazcy4 278 17 experiments experiment NNS work_ifymfqj7jjbv5ldnhyofmazcy4 278 18 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 278 19 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 278 20 training training NN work_ifymfqj7jjbv5ldnhyofmazcy4 278 21 data- data- NN work_ifymfqj7jjbv5ldnhyofmazcy4 278 22 set set NN work_ifymfqj7jjbv5ldnhyofmazcy4 278 23 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 279 1 We -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 279 2 opted opt VBD work_ifymfqj7jjbv5ldnhyofmazcy4 279 3 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 279 4 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 279 5 naïve naïve JJ work_ifymfqj7jjbv5ldnhyofmazcy4 279 6 Bayes Bayes NNP work_ifymfqj7jjbv5ldnhyofmazcy4 279 7 classifier classifier NN work_ifymfqj7jjbv5ldnhyofmazcy4 279 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 279 9 more more RBR work_ifymfqj7jjbv5ldnhyofmazcy4 279 10 specifically specifically RB work_ifymfqj7jjbv5ldnhyofmazcy4 279 11 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 279 12 Bayesian bayesian JJ work_ifymfqj7jjbv5ldnhyofmazcy4 279 13 network network NN work_ifymfqj7jjbv5ldnhyofmazcy4 279 14 classifier classifier NN work_ifymfqj7jjbv5ldnhyofmazcy4 279 15 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 279 16 which which WDT work_ifymfqj7jjbv5ldnhyofmazcy4 279 17 outperformed outperform VBD work_ifymfqj7jjbv5ldnhyofmazcy4 279 18 other other JJ work_ifymfqj7jjbv5ldnhyofmazcy4 279 19 methods method NNS work_ifymfqj7jjbv5ldnhyofmazcy4 279 20 available available JJ work_ifymfqj7jjbv5ldnhyofmazcy4 279 21 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 279 22 Weka Weka NNP work_ifymfqj7jjbv5ldnhyofmazcy4 279 23 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 280 1 For for IN work_ifymfqj7jjbv5ldnhyofmazcy4 280 2 example example NN work_ifymfqj7jjbv5ldnhyofmazcy4 280 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 280 4 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 280 5 naïve naïve NN work_ifymfqj7jjbv5ldnhyofmazcy4 280 6 Bayes Bayes NNP work_ifymfqj7jjbv5ldnhyofmazcy4 280 7 classifier classifier NN work_ifymfqj7jjbv5ldnhyofmazcy4 280 8 outper- outper- JJ work_ifymfqj7jjbv5ldnhyofmazcy4 280 9 formed formed JJ work_ifymfqj7jjbv5ldnhyofmazcy4 280 10 support support NN work_ifymfqj7jjbv5ldnhyofmazcy4 280 11 vector vector NN work_ifymfqj7jjbv5ldnhyofmazcy4 280 12 machines machine NNS work_ifymfqj7jjbv5ldnhyofmazcy4 280 13 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 280 14 terms term NNS work_ifymfqj7jjbv5ldnhyofmazcy4 280 15 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 280 16 F f NN work_ifymfqj7jjbv5ldnhyofmazcy4 280 17 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 280 18 measure measure NN work_ifymfqj7jjbv5ldnhyofmazcy4 280 19 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 280 20 proved prove VBD work_ifymfqj7jjbv5ldnhyofmazcy4 280 21 more more RBR work_ifymfqj7jjbv5ldnhyofmazcy4 280 22 robust robust JJ work_ifymfqj7jjbv5ldnhyofmazcy4 280 23 against against IN work_ifymfqj7jjbv5ldnhyofmazcy4 280 24 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 280 25 choice choice NN work_ifymfqj7jjbv5ldnhyofmazcy4 280 26 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 280 27 features feature NNS work_ifymfqj7jjbv5ldnhyofmazcy4 280 28 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 280 29 provided provide VBD work_ifymfqj7jjbv5ldnhyofmazcy4 280 30 more more RBR work_ifymfqj7jjbv5ldnhyofmazcy4 280 31 bal- bal- NN work_ifymfqj7jjbv5ldnhyofmazcy4 280 32 anced anced JJ work_ifymfqj7jjbv5ldnhyofmazcy4 280 33 classification classification NN work_ifymfqj7jjbv5ldnhyofmazcy4 280 34 performance performance NN work_ifymfqj7jjbv5ldnhyofmazcy4 280 35 across across IN work_ifymfqj7jjbv5ldnhyofmazcy4 280 36 different different JJ work_ifymfqj7jjbv5ldnhyofmazcy4 280 37 classes class NNS work_ifymfqj7jjbv5ldnhyofmazcy4 280 38 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 281 1 These these DT work_ifymfqj7jjbv5ldnhyofmazcy4 281 2 findings finding NNS work_ifymfqj7jjbv5ldnhyofmazcy4 281 3 agree agree VBP work_ifymfqj7jjbv5ldnhyofmazcy4 281 4 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 281 5 previous previous JJ work_ifymfqj7jjbv5ldnhyofmazcy4 281 6 experiments experiment NNS work_ifymfqj7jjbv5ldnhyofmazcy4 281 7 when when WRB work_ifymfqj7jjbv5ldnhyofmazcy4 281 8 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 281 9 successfully successfully RB work_ifymfqj7jjbv5ldnhyofmazcy4 281 10 used use VBD work_ifymfqj7jjbv5ldnhyofmazcy4 281 11 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 281 12 naïve naïve JJ work_ifymfqj7jjbv5ldnhyofmazcy4 281 13 Bayes Bayes NNP work_ifymfqj7jjbv5ldnhyofmazcy4 281 14 approach approach NN work_ifymfqj7jjbv5ldnhyofmazcy4 281 15 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 281 16 classify classify VB work_ifymfqj7jjbv5ldnhyofmazcy4 281 17 sentences sentence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 281 18 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 281 19 emotions emotion NNS work_ifymfqj7jjbv5ldnhyofmazcy4 281 20 they -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 281 21 convey convey VBP work_ifymfqj7jjbv5ldnhyofmazcy4 281 22 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 281 23 Spasić Spasić NNP work_ifymfqj7jjbv5ldnhyofmazcy4 281 24 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 281 25 Burnap Burnap NNP work_ifymfqj7jjbv5ldnhyofmazcy4 281 26 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 281 27 Greenwood Greenwood NNP work_ifymfqj7jjbv5ldnhyofmazcy4 281 28 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 281 29 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 281 30 Arribas Arribas NNP work_ifymfqj7jjbv5ldnhyofmazcy4 281 31 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 281 32 Ayllon Ayllon NNP work_ifymfqj7jjbv5ldnhyofmazcy4 281 33 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 281 34 2012 2012 CD work_ifymfqj7jjbv5ldnhyofmazcy4 281 35 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 281 36 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 281 37 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 281 38 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 281 39 partially partially RB work_ifymfqj7jjbv5ldnhyofmazcy4 281 40 explained explain VBN work_ifymfqj7jjbv5ldnhyofmazcy4 281 41 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 281 42 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 281 43 fact fact NN work_ifymfqj7jjbv5ldnhyofmazcy4 281 44 that that IN work_ifymfqj7jjbv5ldnhyofmazcy4 281 45 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 281 46 naïve naïve JJ work_ifymfqj7jjbv5ldnhyofmazcy4 281 47 Bayes Bayes NNP work_ifymfqj7jjbv5ldnhyofmazcy4 281 48 classifier classifier NN work_ifymfqj7jjbv5ldnhyofmazcy4 281 49 does do VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 281 50 not not RB work_ifymfqj7jjbv5ldnhyofmazcy4 281 51 necessarily necessarily RB work_ifymfqj7jjbv5ldnhyofmazcy4 281 52 require require VB work_ifymfqj7jjbv5ldnhyofmazcy4 281 53 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 281 54 lot lot NN work_ifymfqj7jjbv5ldnhyofmazcy4 281 55 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 281 56 training training NN work_ifymfqj7jjbv5ldnhyofmazcy4 281 57 data datum NNS work_ifymfqj7jjbv5ldnhyofmazcy4 281 58 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 281 59 perform perform VB work_ifymfqj7jjbv5ldnhyofmazcy4 281 60 well well RB work_ifymfqj7jjbv5ldnhyofmazcy4 281 61 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 281 62 Domingos Domingos NNP work_ifymfqj7jjbv5ldnhyofmazcy4 281 63 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 281 64 Pazzani Pazzani NNP work_ifymfqj7jjbv5ldnhyofmazcy4 281 65 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 281 66 1997 1997 CD work_ifymfqj7jjbv5ldnhyofmazcy4 281 67 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 281 68 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 282 1 5 5 CD work_ifymfqj7jjbv5ldnhyofmazcy4 282 2 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 283 1 Evaluation evaluation NN work_ifymfqj7jjbv5ldnhyofmazcy4 283 2 To to TO work_ifymfqj7jjbv5ldnhyofmazcy4 283 3 evaluate evaluate VB work_ifymfqj7jjbv5ldnhyofmazcy4 283 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 283 5 impact impact NN work_ifymfqj7jjbv5ldnhyofmazcy4 283 6 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 283 7 ignoring ignore VBG work_ifymfqj7jjbv5ldnhyofmazcy4 283 8 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 283 9 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 283 10 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 283 11 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 283 12 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 283 13 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 283 14 conducted conduct VBD work_ifymfqj7jjbv5ldnhyofmazcy4 283 15 two two CD work_ifymfqj7jjbv5ldnhyofmazcy4 283 16 experiments experiment NNS work_ifymfqj7jjbv5ldnhyofmazcy4 283 17 initially initially RB work_ifymfqj7jjbv5ldnhyofmazcy4 283 18 outlined outline VBN work_ifymfqj7jjbv5ldnhyofmazcy4 283 19 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 283 20 Section Section NNP work_ifymfqj7jjbv5ldnhyofmazcy4 283 21 4.3 4.3 CD work_ifymfqj7jjbv5ldnhyofmazcy4 283 22 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 284 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 284 2 Experiment Experiment NNP work_ifymfqj7jjbv5ldnhyofmazcy4 284 3 1 1 CD work_ifymfqj7jjbv5ldnhyofmazcy4 284 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 284 5 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 284 6 used use VBD work_ifymfqj7jjbv5ldnhyofmazcy4 284 7 SentiStrength SentiStrength NNP work_ifymfqj7jjbv5ldnhyofmazcy4 284 8 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 284 9 Thelwall Thelwall NNP work_ifymfqj7jjbv5ldnhyofmazcy4 284 10 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 284 11 2014 2014 CD work_ifymfqj7jjbv5ldnhyofmazcy4 284 12 ; ; : work_ifymfqj7jjbv5ldnhyofmazcy4 284 13 Thelwall Thelwall NNP work_ifymfqj7jjbv5ldnhyofmazcy4 284 14 et et FW work_ifymfqj7jjbv5ldnhyofmazcy4 284 15 al al NNP work_ifymfqj7jjbv5ldnhyofmazcy4 284 16 . . NNP work_ifymfqj7jjbv5ldnhyofmazcy4 284 17 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 284 18 2010 2010 CD work_ifymfqj7jjbv5ldnhyofmazcy4 284 19 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 284 20 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 284 21 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 284 22 baseline baseline NN work_ifymfqj7jjbv5ldnhyofmazcy4 284 23 method method NN work_ifymfqj7jjbv5ldnhyofmazcy4 284 24 as as RB work_ifymfqj7jjbv5ldnhyofmazcy4 284 25 well well RB work_ifymfqj7jjbv5ldnhyofmazcy4 284 26 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 284 27 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 284 28 part part NN work_ifymfqj7jjbv5ldnhyofmazcy4 284 29 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 284 30 feature feature NN work_ifymfqj7jjbv5ldnhyofmazcy4 284 31 selection selection NN work_ifymfqj7jjbv5ldnhyofmazcy4 284 32 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 284 33 our -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 284 34 own own JJ work_ifymfqj7jjbv5ldnhyofmazcy4 284 35 method method NN work_ifymfqj7jjbv5ldnhyofmazcy4 284 36 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 285 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 285 2 Experiment Experiment NNP work_ifymfqj7jjbv5ldnhyofmazcy4 285 3 2 2 CD work_ifymfqj7jjbv5ldnhyofmazcy4 285 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 285 5 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 285 6 did do VBD work_ifymfqj7jjbv5ldnhyofmazcy4 285 7 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 285 8 same same JJ work_ifymfqj7jjbv5ldnhyofmazcy4 285 9 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 285 10 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 285 11 Stanford Stanford NNP work_ifymfqj7jjbv5ldnhyofmazcy4 285 12 CoreNLP CoreNLP NNP work_ifymfqj7jjbv5ldnhyofmazcy4 285 13 ’s ’s NN work_ifymfqj7jjbv5ldnhyofmazcy4 285 14 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 285 15 annotator annotator NN work_ifymfqj7jjbv5ldnhyofmazcy4 285 16 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 285 17 Socher Socher NNP work_ifymfqj7jjbv5ldnhyofmazcy4 285 18 et et NNP work_ifymfqj7jjbv5ldnhyofmazcy4 285 19 al al NNP work_ifymfqj7jjbv5ldnhyofmazcy4 285 20 . . NNP work_ifymfqj7jjbv5ldnhyofmazcy4 285 21 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 285 22 2013 2013 CD work_ifymfqj7jjbv5ldnhyofmazcy4 285 23 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 285 24 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 286 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 286 2 classification classification NN work_ifymfqj7jjbv5ldnhyofmazcy4 286 3 performance performance NN work_ifymfqj7jjbv5ldnhyofmazcy4 286 4 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 286 5 evaluated evaluate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 286 6 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 286 7 terms term NNS work_ifymfqj7jjbv5ldnhyofmazcy4 286 8 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 286 9 three three CD work_ifymfqj7jjbv5ldnhyofmazcy4 286 10 measures measure NNS work_ifymfqj7jjbv5ldnhyofmazcy4 286 11 – – : work_ifymfqj7jjbv5ldnhyofmazcy4 286 12 precision precision NN work_ifymfqj7jjbv5ldnhyofmazcy4 286 13 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 286 14 P p NN work_ifymfqj7jjbv5ldnhyofmazcy4 286 15 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 286 16 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 286 17 recall recall NN work_ifymfqj7jjbv5ldnhyofmazcy4 286 18 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 286 19 R r NN work_ifymfqj7jjbv5ldnhyofmazcy4 286 20 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 286 21 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 286 22 F f NN work_ifymfqj7jjbv5ldnhyofmazcy4 286 23 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 286 24 measure measure NN work_ifymfqj7jjbv5ldnhyofmazcy4 286 25 based base VBN work_ifymfqj7jjbv5ldnhyofmazcy4 286 26 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 286 27 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 286 28 numbers number NNS work_ifymfqj7jjbv5ldnhyofmazcy4 286 29 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 286 30 true true JJ work_ifymfqj7jjbv5ldnhyofmazcy4 286 31 positives positive NNS work_ifymfqj7jjbv5ldnhyofmazcy4 286 32 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 286 33 TP TP NNP work_ifymfqj7jjbv5ldnhyofmazcy4 286 34 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 286 35 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 286 36 false false JJ work_ifymfqj7jjbv5ldnhyofmazcy4 286 37 positives positive NNS work_ifymfqj7jjbv5ldnhyofmazcy4 286 38 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 286 39 FP FP NNP work_ifymfqj7jjbv5ldnhyofmazcy4 286 40 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 286 41 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 286 42 false false JJ work_ifymfqj7jjbv5ldnhyofmazcy4 286 43 negatives negative NNS work_ifymfqj7jjbv5ldnhyofmazcy4 286 44 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 286 45 FN FN NNP work_ifymfqj7jjbv5ldnhyofmazcy4 286 46 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 286 47 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 287 1 Tables table NNS work_ifymfqj7jjbv5ldnhyofmazcy4 287 2 5 5 CD work_ifymfqj7jjbv5ldnhyofmazcy4 287 3 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 287 4 6 6 CD work_ifymfqj7jjbv5ldnhyofmazcy4 287 5 provide provide VB work_ifymfqj7jjbv5ldnhyofmazcy4 287 6 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 287 7 comparison comparison NN work_ifymfqj7jjbv5ldnhyofmazcy4 287 8 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 287 9 these these DT work_ifymfqj7jjbv5ldnhyofmazcy4 287 10 val- val- NNP work_ifymfqj7jjbv5ldnhyofmazcy4 287 11 ues ues NNP work_ifymfqj7jjbv5ldnhyofmazcy4 287 12 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 287 13 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 287 14 two two CD work_ifymfqj7jjbv5ldnhyofmazcy4 287 15 methods method NNS work_ifymfqj7jjbv5ldnhyofmazcy4 287 16 considered consider VBN work_ifymfqj7jjbv5ldnhyofmazcy4 287 17 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 288 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 288 2 overall overall JJ work_ifymfqj7jjbv5ldnhyofmazcy4 288 3 performance performance NN work_ifymfqj7jjbv5ldnhyofmazcy4 288 4 rep- rep- NN work_ifymfqj7jjbv5ldnhyofmazcy4 288 5 resents resent VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 288 6 micro micro JJ work_ifymfqj7jjbv5ldnhyofmazcy4 288 7 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 288 8 averaged average VBN work_ifymfqj7jjbv5ldnhyofmazcy4 288 9 results result NNS work_ifymfqj7jjbv5ldnhyofmazcy4 288 10 across across IN work_ifymfqj7jjbv5ldnhyofmazcy4 288 11 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 288 12 three three CD work_ifymfqj7jjbv5ldnhyofmazcy4 288 13 classes class NNS work_ifymfqj7jjbv5ldnhyofmazcy4 288 14 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 289 1 Fig fig NN work_ifymfqj7jjbv5ldnhyofmazcy4 289 2 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 290 1 3 3 LS work_ifymfqj7jjbv5ldnhyofmazcy4 290 2 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 291 1 Sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 291 2 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 291 3 results result NNS work_ifymfqj7jjbv5ldnhyofmazcy4 291 4 from from IN work_ifymfqj7jjbv5ldnhyofmazcy4 291 5 Stanford Stanford NNP work_ifymfqj7jjbv5ldnhyofmazcy4 291 6 CoreNLP CoreNLP NNP work_ifymfqj7jjbv5ldnhyofmazcy4 291 7 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 292 1 Table table NN work_ifymfqj7jjbv5ldnhyofmazcy4 292 2 5 5 CD work_ifymfqj7jjbv5ldnhyofmazcy4 292 3 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 292 4 evaluation evaluation NN work_ifymfqj7jjbv5ldnhyofmazcy4 292 5 results result NNS work_ifymfqj7jjbv5ldnhyofmazcy4 292 6 using use VBG work_ifymfqj7jjbv5ldnhyofmazcy4 292 7 SentiStrength SentiStrength NNP work_ifymfqj7jjbv5ldnhyofmazcy4 292 8 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 292 9 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 292 10 baseline baseline NN work_ifymfqj7jjbv5ldnhyofmazcy4 292 11 method method NN work_ifymfqj7jjbv5ldnhyofmazcy4 292 12 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 293 1 Class class NN work_ifymfqj7jjbv5ldnhyofmazcy4 293 2 Method method NN work_ifymfqj7jjbv5ldnhyofmazcy4 293 3 TP TP NNP work_ifymfqj7jjbv5ldnhyofmazcy4 293 4 FP FP NNP work_ifymfqj7jjbv5ldnhyofmazcy4 293 5 FN fn NN work_ifymfqj7jjbv5ldnhyofmazcy4 293 6 P p NN work_ifymfqj7jjbv5ldnhyofmazcy4 293 7 R r NN work_ifymfqj7jjbv5ldnhyofmazcy4 293 8 F F NNP work_ifymfqj7jjbv5ldnhyofmazcy4 293 9 Positive Positive NNP work_ifymfqj7jjbv5ldnhyofmazcy4 293 10 Baseline Baseline NNP work_ifymfqj7jjbv5ldnhyofmazcy4 293 11 40 40 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 12 53 53 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 13 98 98 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 14 43.01 43.01 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 15 28.99 28.99 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 16 34.63 34.63 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 17 Ours Ours NNP work_ifymfqj7jjbv5ldnhyofmazcy4 293 18 102 102 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 19 63 63 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 20 36 36 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 21 61.82 61.82 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 22 73.91 73.91 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 23 67.33 67.33 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 24 Negative Negative NNP work_ifymfqj7jjbv5ldnhyofmazcy4 293 25 Baseline Baseline NNP work_ifymfqj7jjbv5ldnhyofmazcy4 293 26 111 111 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 27 66 66 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 28 127 127 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 29 62.71 62.71 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 30 46.64 46.64 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 31 53.49 53.49 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 32 Ours Ours NNP work_ifymfqj7jjbv5ldnhyofmazcy4 293 33 170 170 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 34 54 54 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 35 68 68 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 36 75.89 75.89 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 37 71.43 71.43 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 38 73.59 73.59 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 39 Other Other NNP work_ifymfqj7jjbv5ldnhyofmazcy4 293 40 Baseline Baseline NNP work_ifymfqj7jjbv5ldnhyofmazcy4 293 41 72 72 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 42 158 158 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 43 52 52 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 44 31.30 31.30 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 45 58.06 58.06 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 46 40.68 40.68 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 47 Ours Ours NNP work_ifymfqj7jjbv5ldnhyofmazcy4 293 48 49 49 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 49 62 62 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 50 75 75 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 51 44.14 44.14 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 52 39.52 39.52 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 53 41.70 41.70 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 54 Overall Overall NNP work_ifymfqj7jjbv5ldnhyofmazcy4 293 55 Baseline Baseline NNP work_ifymfqj7jjbv5ldnhyofmazcy4 293 56 223 223 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 57 277 277 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 58 277 277 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 59 44.60 44.60 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 60 44.60 44.60 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 61 44.60 44.60 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 62 Ours Ours NNP work_ifymfqj7jjbv5ldnhyofmazcy4 293 63 321 321 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 64 179 179 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 65 179 179 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 66 64.20 64.20 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 67 64.20 64.20 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 68 64.20 64.20 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 69 Table Table NNP work_ifymfqj7jjbv5ldnhyofmazcy4 293 70 7 7 CD work_ifymfqj7jjbv5ldnhyofmazcy4 293 71 Confusion Confusion NNP work_ifymfqj7jjbv5ldnhyofmazcy4 293 72 matrices matrix NNS work_ifymfqj7jjbv5ldnhyofmazcy4 293 73 using use VBG work_ifymfqj7jjbv5ldnhyofmazcy4 293 74 SentiStrength SentiStrength NNP work_ifymfqj7jjbv5ldnhyofmazcy4 293 75 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 293 76 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 293 77 baseline baseline NN work_ifymfqj7jjbv5ldnhyofmazcy4 293 78 method method NN work_ifymfqj7jjbv5ldnhyofmazcy4 293 79 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 294 1 Actual Actual NNP work_ifymfqj7jjbv5ldnhyofmazcy4 294 2 Predicted Predicted NNP work_ifymfqj7jjbv5ldnhyofmazcy4 294 3 P p NN work_ifymfqj7jjbv5ldnhyofmazcy4 294 4 N N NNP work_ifymfqj7jjbv5ldnhyofmazcy4 294 5 O o NN work_ifymfqj7jjbv5ldnhyofmazcy4 294 6 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 294 7 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 294 8 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 294 9 Baseline Baseline NNP work_ifymfqj7jjbv5ldnhyofmazcy4 294 10 P P NNP work_ifymfqj7jjbv5ldnhyofmazcy4 294 11 40 40 CD work_ifymfqj7jjbv5ldnhyofmazcy4 294 12 36 36 CD work_ifymfqj7jjbv5ldnhyofmazcy4 294 13 62 62 CD work_ifymfqj7jjbv5ldnhyofmazcy4 294 14 N n CD work_ifymfqj7jjbv5ldnhyofmazcy4 294 15 31 31 CD work_ifymfqj7jjbv5ldnhyofmazcy4 294 16 111 111 CD work_ifymfqj7jjbv5ldnhyofmazcy4 294 17 96 96 CD work_ifymfqj7jjbv5ldnhyofmazcy4 294 18 O o CD work_ifymfqj7jjbv5ldnhyofmazcy4 294 19 22 22 CD work_ifymfqj7jjbv5ldnhyofmazcy4 294 20 30 30 CD work_ifymfqj7jjbv5ldnhyofmazcy4 294 21 72 72 CD work_ifymfqj7jjbv5ldnhyofmazcy4 294 22 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 294 23 b b LS work_ifymfqj7jjbv5ldnhyofmazcy4 294 24 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 294 25 Our -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 294 26 method method NN work_ifymfqj7jjbv5ldnhyofmazcy4 294 27 P p NN work_ifymfqj7jjbv5ldnhyofmazcy4 294 28 102 102 CD work_ifymfqj7jjbv5ldnhyofmazcy4 294 29 18 18 CD work_ifymfqj7jjbv5ldnhyofmazcy4 294 30 18 18 CD work_ifymfqj7jjbv5ldnhyofmazcy4 294 31 N n CD work_ifymfqj7jjbv5ldnhyofmazcy4 294 32 24 24 CD work_ifymfqj7jjbv5ldnhyofmazcy4 294 33 170 170 CD work_ifymfqj7jjbv5ldnhyofmazcy4 294 34 44 44 CD work_ifymfqj7jjbv5ldnhyofmazcy4 294 35 O o CD work_ifymfqj7jjbv5ldnhyofmazcy4 294 36 39 39 CD work_ifymfqj7jjbv5ldnhyofmazcy4 294 37 36 36 CD work_ifymfqj7jjbv5ldnhyofmazcy4 294 38 49 49 CD work_ifymfqj7jjbv5ldnhyofmazcy4 294 39 Table table NN work_ifymfqj7jjbv5ldnhyofmazcy4 294 40 8 8 CD work_ifymfqj7jjbv5ldnhyofmazcy4 294 41 Confusion Confusion NNP work_ifymfqj7jjbv5ldnhyofmazcy4 294 42 matrices matrix NNS work_ifymfqj7jjbv5ldnhyofmazcy4 294 43 using use VBG work_ifymfqj7jjbv5ldnhyofmazcy4 294 44 Stanford Stanford NNP work_ifymfqj7jjbv5ldnhyofmazcy4 294 45 CoreNLP CoreNLP NNP work_ifymfqj7jjbv5ldnhyofmazcy4 294 46 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 294 47 annotator annotator NN work_ifymfqj7jjbv5ldnhyofmazcy4 294 48 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 294 49 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 294 50 baseline baseline NN work_ifymfqj7jjbv5ldnhyofmazcy4 294 51 method method NN work_ifymfqj7jjbv5ldnhyofmazcy4 294 52 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 295 1 Actual Actual NNP work_ifymfqj7jjbv5ldnhyofmazcy4 295 2 Predicted Predicted NNP work_ifymfqj7jjbv5ldnhyofmazcy4 295 3 P p NN work_ifymfqj7jjbv5ldnhyofmazcy4 295 4 N N NNP work_ifymfqj7jjbv5ldnhyofmazcy4 295 5 O o NN work_ifymfqj7jjbv5ldnhyofmazcy4 295 6 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 295 7 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 295 8 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 295 9 Baseline Baseline NNP work_ifymfqj7jjbv5ldnhyofmazcy4 295 10 P P NNP work_ifymfqj7jjbv5ldnhyofmazcy4 295 11 41 41 CD work_ifymfqj7jjbv5ldnhyofmazcy4 295 12 74 74 CD work_ifymfqj7jjbv5ldnhyofmazcy4 295 13 23 23 CD work_ifymfqj7jjbv5ldnhyofmazcy4 295 14 N n CD work_ifymfqj7jjbv5ldnhyofmazcy4 295 15 25 25 CD work_ifymfqj7jjbv5ldnhyofmazcy4 295 16 170 170 CD work_ifymfqj7jjbv5ldnhyofmazcy4 295 17 43 43 CD work_ifymfqj7jjbv5ldnhyofmazcy4 295 18 O o CD work_ifymfqj7jjbv5ldnhyofmazcy4 295 19 19 19 CD work_ifymfqj7jjbv5ldnhyofmazcy4 295 20 86 86 CD work_ifymfqj7jjbv5ldnhyofmazcy4 295 21 19 19 CD work_ifymfqj7jjbv5ldnhyofmazcy4 295 22 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 295 23 b b LS work_ifymfqj7jjbv5ldnhyofmazcy4 295 24 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 295 25 Our -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 295 26 method method NN work_ifymfqj7jjbv5ldnhyofmazcy4 295 27 L. L. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 295 28 Williams Williams NNP work_ifymfqj7jjbv5ldnhyofmazcy4 295 29 et et NNP work_ifymfqj7jjbv5ldnhyofmazcy4 295 30 al al NNP work_ifymfqj7jjbv5ldnhyofmazcy4 295 31 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 296 1 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 296 2 Expert expert NN work_ifymfqj7jjbv5ldnhyofmazcy4 296 3 Systems system NNS work_ifymfqj7jjbv5ldnhyofmazcy4 296 4 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 296 5 Applications Applications NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 296 6 42 42 CD work_ifymfqj7jjbv5ldnhyofmazcy4 296 7 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 296 8 2015 2015 CD work_ifymfqj7jjbv5ldnhyofmazcy4 296 9 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 296 10 7375–7385 7375–7385 CD work_ifymfqj7jjbv5ldnhyofmazcy4 296 11 7381 7381 CD work_ifymfqj7jjbv5ldnhyofmazcy4 296 12 With with IN work_ifymfqj7jjbv5ldnhyofmazcy4 296 13 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 296 14 exception exception NN work_ifymfqj7jjbv5ldnhyofmazcy4 296 15 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 296 16 recall recall NN work_ifymfqj7jjbv5ldnhyofmazcy4 296 17 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 296 18 Other other JJ work_ifymfqj7jjbv5ldnhyofmazcy4 296 19 class class NN work_ifymfqj7jjbv5ldnhyofmazcy4 296 20 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 296 21 Experiment Experiment NNP work_ifymfqj7jjbv5ldnhyofmazcy4 296 22 1 1 CD work_ifymfqj7jjbv5ldnhyofmazcy4 296 23 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 296 24 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 296 25 drop drop NN work_ifymfqj7jjbv5ldnhyofmazcy4 296 26 from from IN work_ifymfqj7jjbv5ldnhyofmazcy4 296 27 58.06 58.06 CD work_ifymfqj7jjbv5ldnhyofmazcy4 296 28 % % NN work_ifymfqj7jjbv5ldnhyofmazcy4 296 29 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 296 30 39.52 39.52 CD work_ifymfqj7jjbv5ldnhyofmazcy4 296 31 % % NN work_ifymfqj7jjbv5ldnhyofmazcy4 296 32 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 296 33 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 296 34 our -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 296 35 method method NN work_ifymfqj7jjbv5ldnhyofmazcy4 296 36 demonstrates demonstrate VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 296 37 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 296 38 consider- consider- JJ work_ifymfqj7jjbv5ldnhyofmazcy4 296 39 able able JJ work_ifymfqj7jjbv5ldnhyofmazcy4 296 40 improvement improvement NN work_ifymfqj7jjbv5ldnhyofmazcy4 296 41 across across IN work_ifymfqj7jjbv5ldnhyofmazcy4 296 42 all all DT work_ifymfqj7jjbv5ldnhyofmazcy4 296 43 three three CD work_ifymfqj7jjbv5ldnhyofmazcy4 296 44 measures measure NNS work_ifymfqj7jjbv5ldnhyofmazcy4 296 45 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 297 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 297 2 overall overall JJ work_ifymfqj7jjbv5ldnhyofmazcy4 297 3 improve- improve- NN work_ifymfqj7jjbv5ldnhyofmazcy4 297 4 ment ment NN work_ifymfqj7jjbv5ldnhyofmazcy4 297 5 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 297 6 Experiment Experiment NNP work_ifymfqj7jjbv5ldnhyofmazcy4 297 7 1 1 CD work_ifymfqj7jjbv5ldnhyofmazcy4 297 8 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 297 9 19.60 19.60 CD work_ifymfqj7jjbv5ldnhyofmazcy4 297 10 percent percent NN work_ifymfqj7jjbv5ldnhyofmazcy4 297 11 points point NNS work_ifymfqj7jjbv5ldnhyofmazcy4 297 12 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 297 13 see see VB work_ifymfqj7jjbv5ldnhyofmazcy4 297 14 Table Table NNP work_ifymfqj7jjbv5ldnhyofmazcy4 297 15 5 5 CD work_ifymfqj7jjbv5ldnhyofmazcy4 297 16 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 297 17 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 297 18 15 15 CD work_ifymfqj7jjbv5ldnhyofmazcy4 297 19 percent percent NN work_ifymfqj7jjbv5ldnhyofmazcy4 297 20 points point NNS work_ifymfqj7jjbv5ldnhyofmazcy4 297 21 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 297 22 Experiment Experiment NNP work_ifymfqj7jjbv5ldnhyofmazcy4 297 23 2 2 CD work_ifymfqj7jjbv5ldnhyofmazcy4 297 24 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 297 25 see see VB work_ifymfqj7jjbv5ldnhyofmazcy4 297 26 Table Table NNP work_ifymfqj7jjbv5ldnhyofmazcy4 297 27 6 6 CD work_ifymfqj7jjbv5ldnhyofmazcy4 297 28 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 297 29 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 298 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 298 2 terms term NNS work_ifymfqj7jjbv5ldnhyofmazcy4 298 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 298 4 F f NN work_ifymfqj7jjbv5ldnhyofmazcy4 298 5 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 298 6 measure measure NN work_ifymfqj7jjbv5ldnhyofmazcy4 298 7 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 298 8 there there EX work_ifymfqj7jjbv5ldnhyofmazcy4 298 9 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 298 10 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 298 11 improvement improvement NN work_ifymfqj7jjbv5ldnhyofmazcy4 298 12 across across IN work_ifymfqj7jjbv5ldnhyofmazcy4 298 13 all all DT work_ifymfqj7jjbv5ldnhyofmazcy4 298 14 three three CD work_ifymfqj7jjbv5ldnhyofmazcy4 298 15 classes class NNS work_ifymfqj7jjbv5ldnhyofmazcy4 298 16 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 298 17 but but CC work_ifymfqj7jjbv5ldnhyofmazcy4 298 18 most most RBS work_ifymfqj7jjbv5ldnhyofmazcy4 298 19 notably notably RB work_ifymfqj7jjbv5ldnhyofmazcy4 298 20 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 298 21 Positive positive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 298 22 classifications classification NNS work_ifymfqj7jjbv5ldnhyofmazcy4 298 23 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 299 1 This this DT work_ifymfqj7jjbv5ldnhyofmazcy4 299 2 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 299 3 mainly mainly RB work_ifymfqj7jjbv5ldnhyofmazcy4 299 4 due due JJ work_ifymfqj7jjbv5ldnhyofmazcy4 299 5 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 299 6 improving improve VBG work_ifymfqj7jjbv5ldnhyofmazcy4 299 7 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 299 8 recall recall NN work_ifymfqj7jjbv5ldnhyofmazcy4 299 9 considerably considerably RB work_ifymfqj7jjbv5ldnhyofmazcy4 299 10 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 299 11 45 45 CD work_ifymfqj7jjbv5ldnhyofmazcy4 299 12 percent percent NN work_ifymfqj7jjbv5ldnhyofmazcy4 299 13 points point NNS work_ifymfqj7jjbv5ldnhyofmazcy4 299 14 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 299 15 both both DT work_ifymfqj7jjbv5ldnhyofmazcy4 299 16 experiments experiment NNS work_ifymfqj7jjbv5ldnhyofmazcy4 299 17 without without IN work_ifymfqj7jjbv5ldnhyofmazcy4 299 18 compromising compromise VBG work_ifymfqj7jjbv5ldnhyofmazcy4 299 19 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 299 20 precision precision NN work_ifymfqj7jjbv5ldnhyofmazcy4 299 21 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 300 1 Confusion confusion NN work_ifymfqj7jjbv5ldnhyofmazcy4 300 2 matrices matrix NNS work_ifymfqj7jjbv5ldnhyofmazcy4 300 3 given give VBN work_ifymfqj7jjbv5ldnhyofmazcy4 300 4 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 300 5 Tables Tables NNP work_ifymfqj7jjbv5ldnhyofmazcy4 300 6 7 7 CD work_ifymfqj7jjbv5ldnhyofmazcy4 300 7 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 300 8 8 8 CD work_ifymfqj7jjbv5ldnhyofmazcy4 300 9 show show VB work_ifymfqj7jjbv5ldnhyofmazcy4 300 10 how how WRB work_ifymfqj7jjbv5ldnhyofmazcy4 300 11 classifica- classifica- JJ work_ifymfqj7jjbv5ldnhyofmazcy4 300 12 tion tion NN work_ifymfqj7jjbv5ldnhyofmazcy4 300 13 outcomes outcome NNS work_ifymfqj7jjbv5ldnhyofmazcy4 300 14 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 300 15 re re VBN work_ifymfqj7jjbv5ldnhyofmazcy4 300 16 - - VBN work_ifymfqj7jjbv5ldnhyofmazcy4 300 17 distributed distribute VBN work_ifymfqj7jjbv5ldnhyofmazcy4 300 18 across across IN work_ifymfqj7jjbv5ldnhyofmazcy4 300 19 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 300 20 three three CD work_ifymfqj7jjbv5ldnhyofmazcy4 300 21 classes class NNS work_ifymfqj7jjbv5ldnhyofmazcy4 300 22 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 301 1 Table table NN work_ifymfqj7jjbv5ldnhyofmazcy4 301 2 7a 7a NN work_ifymfqj7jjbv5ldnhyofmazcy4 301 3 Table table NN work_ifymfqj7jjbv5ldnhyofmazcy4 301 4 6 6 CD work_ifymfqj7jjbv5ldnhyofmazcy4 301 5 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 301 6 evaluation evaluation NN work_ifymfqj7jjbv5ldnhyofmazcy4 301 7 results result NNS work_ifymfqj7jjbv5ldnhyofmazcy4 301 8 using use VBG work_ifymfqj7jjbv5ldnhyofmazcy4 301 9 Stanford Stanford NNP work_ifymfqj7jjbv5ldnhyofmazcy4 301 10 CoreNLP CoreNLP NNP work_ifymfqj7jjbv5ldnhyofmazcy4 301 11 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 301 12 annotator annotator NN work_ifymfqj7jjbv5ldnhyofmazcy4 301 13 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 301 14 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 301 15 baseline baseline NN work_ifymfqj7jjbv5ldnhyofmazcy4 301 16 method method NN work_ifymfqj7jjbv5ldnhyofmazcy4 301 17 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 302 1 Class class NN work_ifymfqj7jjbv5ldnhyofmazcy4 302 2 Method method NN work_ifymfqj7jjbv5ldnhyofmazcy4 302 3 TP TP NNP work_ifymfqj7jjbv5ldnhyofmazcy4 302 4 FP FP NNP work_ifymfqj7jjbv5ldnhyofmazcy4 302 5 FN fn NN work_ifymfqj7jjbv5ldnhyofmazcy4 302 6 P p NN work_ifymfqj7jjbv5ldnhyofmazcy4 302 7 R r NN work_ifymfqj7jjbv5ldnhyofmazcy4 302 8 F F NNP work_ifymfqj7jjbv5ldnhyofmazcy4 302 9 Positive Positive NNP work_ifymfqj7jjbv5ldnhyofmazcy4 302 10 Baseline Baseline NNP work_ifymfqj7jjbv5ldnhyofmazcy4 302 11 41 41 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 12 44 44 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 13 97 97 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 14 48.24 48.24 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 15 29.71 29.71 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 16 36.77 36.77 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 17 Ours Ours NNP work_ifymfqj7jjbv5ldnhyofmazcy4 302 18 104 104 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 19 81 81 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 20 34 34 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 21 56.22 56.22 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 22 75.36 75.36 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 23 64.40 64.40 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 24 Negative Negative NNP work_ifymfqj7jjbv5ldnhyofmazcy4 302 25 Baseline Baseline NNP work_ifymfqj7jjbv5ldnhyofmazcy4 302 26 170 170 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 27 160 160 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 28 68 68 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 29 51.52 51.52 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 30 71.43 71.43 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 31 59.86 59.86 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 32 Ours Ours NNP work_ifymfqj7jjbv5ldnhyofmazcy4 302 33 181 181 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 34 82 82 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 35 57 57 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 36 68.82 68.82 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 37 76.05 76.05 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 38 72.26 72.26 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 39 Other Other NNP work_ifymfqj7jjbv5ldnhyofmazcy4 302 40 Baseline Baseline NNP work_ifymfqj7jjbv5ldnhyofmazcy4 302 41 19 19 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 42 66 66 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 43 105 105 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 44 22.35 22.35 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 45 15.32 15.32 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 46 18.18 18.18 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 47 Ours ours CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 48 20 20 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 49 32 32 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 50 104 104 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 51 38.46 38.46 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 52 16.13 16.13 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 53 22.73 22.73 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 54 Overall Overall NNP work_ifymfqj7jjbv5ldnhyofmazcy4 302 55 Baseline Baseline NNP work_ifymfqj7jjbv5ldnhyofmazcy4 302 56 230 230 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 57 270 270 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 58 270 270 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 59 46.00 46.00 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 60 46.00 46.00 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 61 46.00 46.00 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 62 Ours Ours NNP work_ifymfqj7jjbv5ldnhyofmazcy4 302 63 305 305 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 64 195 195 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 65 195 195 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 66 61.00 61.00 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 67 61.00 61.00 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 68 61.00 61.00 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 69 P p NN work_ifymfqj7jjbv5ldnhyofmazcy4 302 70 104 104 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 71 24 24 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 72 10 10 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 73 N n CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 74 35 35 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 75 181 181 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 76 22 22 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 77 O o CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 78 46 46 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 79 58 58 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 80 20 20 CD work_ifymfqj7jjbv5ldnhyofmazcy4 302 81 illustrates illustrate NNS work_ifymfqj7jjbv5ldnhyofmazcy4 302 82 that that IN work_ifymfqj7jjbv5ldnhyofmazcy4 302 83 SentiStrength SentiStrength NNP work_ifymfqj7jjbv5ldnhyofmazcy4 302 84 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 302 85 conservative conservative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 302 86 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 302 87 making make VBG work_ifymfqj7jjbv5ldnhyofmazcy4 302 88 both both CC work_ifymfqj7jjbv5ldnhyofmazcy4 302 89 Positive positive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 302 90 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 302 91 Negative negative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 302 92 predictions prediction NNS work_ifymfqj7jjbv5ldnhyofmazcy4 302 93 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 302 94 thus thus RB work_ifymfqj7jjbv5ldnhyofmazcy4 302 95 less less RBR work_ifymfqj7jjbv5ldnhyofmazcy4 302 96 often often RB work_ifymfqj7jjbv5ldnhyofmazcy4 302 97 misclassifying misclassifye VBG work_ifymfqj7jjbv5ldnhyofmazcy4 302 98 instances instance NNS work_ifymfqj7jjbv5ldnhyofmazcy4 302 99 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 302 100 Other other JJ work_ifymfqj7jjbv5ldnhyofmazcy4 302 101 class class NN work_ifymfqj7jjbv5ldnhyofmazcy4 302 102 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 303 1 Its -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 303 2 classification classification NN work_ifymfqj7jjbv5ldnhyofmazcy4 303 3 outcomes outcome NNS work_ifymfqj7jjbv5ldnhyofmazcy4 303 4 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 303 5 improved improve VBN work_ifymfqj7jjbv5ldnhyofmazcy4 303 6 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 303 7 all all DT work_ifymfqj7jjbv5ldnhyofmazcy4 303 8 other other JJ work_ifymfqj7jjbv5ldnhyofmazcy4 303 9 cases case NNS work_ifymfqj7jjbv5ldnhyofmazcy4 303 10 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 303 11 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 303 12 use use NN work_ifymfqj7jjbv5ldnhyofmazcy4 303 13 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 303 14 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 303 15 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 303 16 based base VBN work_ifymfqj7jjbv5ldnhyofmazcy4 303 17 features feature NNS work_ifymfqj7jjbv5ldnhyofmazcy4 303 18 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 303 19 see see VB work_ifymfqj7jjbv5ldnhyofmazcy4 303 20 Table Table NNP work_ifymfqj7jjbv5ldnhyofmazcy4 303 21 7b 7b NNP work_ifymfqj7jjbv5ldnhyofmazcy4 303 22 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 303 23 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 304 1 Conversely conversely RB work_ifymfqj7jjbv5ldnhyofmazcy4 304 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 304 3 Stanford Stanford NNP work_ifymfqj7jjbv5ldnhyofmazcy4 304 4 CoreNLP CoreNLP NNP work_ifymfqj7jjbv5ldnhyofmazcy4 304 5 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 304 6 annotator annotator NN work_ifymfqj7jjbv5ldnhyofmazcy4 304 7 proved prove VBD work_ifymfqj7jjbv5ldnhyofmazcy4 304 8 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 304 9 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 304 10 more more RBR work_ifymfqj7jjbv5ldnhyofmazcy4 304 11 conservative conservative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 304 12 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 304 13 making make VBG work_ifymfqj7jjbv5ldnhyofmazcy4 304 14 Positive positive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 304 15 predictions prediction NNS work_ifymfqj7jjbv5ldnhyofmazcy4 304 16 compared compare VBN work_ifymfqj7jjbv5ldnhyofmazcy4 304 17 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 304 18 making make VBG work_ifymfqj7jjbv5ldnhyofmazcy4 304 19 Negative negative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 304 20 ones one NNS work_ifymfqj7jjbv5ldnhyofmazcy4 304 21 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 304 22 see see VB work_ifymfqj7jjbv5ldnhyofmazcy4 304 23 Table Table NNP work_ifymfqj7jjbv5ldnhyofmazcy4 304 24 8a 8a NNP work_ifymfqj7jjbv5ldnhyofmazcy4 304 25 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 304 26 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 304 27 thus thus RB work_ifymfqj7jjbv5ldnhyofmazcy4 304 28 making make VBG work_ifymfqj7jjbv5ldnhyofmazcy4 304 29 fewer few JJR work_ifymfqj7jjbv5ldnhyofmazcy4 304 30 misclassi- misclassi- JJ work_ifymfqj7jjbv5ldnhyofmazcy4 304 31 fications fication NNS work_ifymfqj7jjbv5ldnhyofmazcy4 304 32 when when WRB work_ifymfqj7jjbv5ldnhyofmazcy4 304 33 making make VBG work_ifymfqj7jjbv5ldnhyofmazcy4 304 34 Positive positive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 304 35 predictions prediction NNS work_ifymfqj7jjbv5ldnhyofmazcy4 304 36 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 305 1 Nonetheless nonetheless RB work_ifymfqj7jjbv5ldnhyofmazcy4 305 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 305 3 its -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 305 4 classi- classi- NN work_ifymfqj7jjbv5ldnhyofmazcy4 305 5 fication fication NN work_ifymfqj7jjbv5ldnhyofmazcy4 305 6 outcomes outcome NNS work_ifymfqj7jjbv5ldnhyofmazcy4 305 7 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 305 8 improved improve VBN work_ifymfqj7jjbv5ldnhyofmazcy4 305 9 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 305 10 all all DT work_ifymfqj7jjbv5ldnhyofmazcy4 305 11 other other JJ work_ifymfqj7jjbv5ldnhyofmazcy4 305 12 cases case NNS work_ifymfqj7jjbv5ldnhyofmazcy4 305 13 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 305 14 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 305 15 use use NN work_ifymfqj7jjbv5ldnhyofmazcy4 305 16 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 305 17 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 305 18 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 305 19 based base VBN work_ifymfqj7jjbv5ldnhyofmazcy4 305 20 features feature NNS work_ifymfqj7jjbv5ldnhyofmazcy4 305 21 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 305 22 see see VB work_ifymfqj7jjbv5ldnhyofmazcy4 305 23 Table Table NNP work_ifymfqj7jjbv5ldnhyofmazcy4 305 24 8b 8b NNP work_ifymfqj7jjbv5ldnhyofmazcy4 305 25 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 305 26 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 306 1 Table table NN work_ifymfqj7jjbv5ldnhyofmazcy4 306 2 10 10 CD work_ifymfqj7jjbv5ldnhyofmazcy4 306 3 Distribution distribution NN work_ifymfqj7jjbv5ldnhyofmazcy4 306 4 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 306 5 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 306 6 across across IN work_ifymfqj7jjbv5ldnhyofmazcy4 306 7 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 306 8 corpora corpora NN work_ifymfqj7jjbv5ldnhyofmazcy4 306 9 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 307 1 Corpus Corpus NNP work_ifymfqj7jjbv5ldnhyofmazcy4 307 2 Idioms idioms IN work_ifymfqj7jjbv5ldnhyofmazcy4 307 3 Unique Unique NNP work_ifymfqj7jjbv5ldnhyofmazcy4 307 4 idioms idiom VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 307 5 Ratio Ratio NNP work_ifymfqj7jjbv5ldnhyofmazcy4 307 6 MR1 MR1 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 307 7 3250 3250 CD work_ifymfqj7jjbv5ldnhyofmazcy4 307 8 359 359 CD work_ifymfqj7jjbv5ldnhyofmazcy4 307 9 51.26 51.26 CD work_ifymfqj7jjbv5ldnhyofmazcy4 307 10 MR2 MR2 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 307 11 464 464 CD work_ifymfqj7jjbv5ldnhyofmazcy4 307 12 161 161 CD work_ifymfqj7jjbv5ldnhyofmazcy4 307 13 62.53 62.53 CD work_ifymfqj7jjbv5ldnhyofmazcy4 307 14 MR3 MR3 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 307 15 75 75 CD work_ifymfqj7jjbv5ldnhyofmazcy4 307 16 44 44 CD work_ifymfqj7jjbv5ldnhyofmazcy4 307 17 63.56 63.56 CD work_ifymfqj7jjbv5ldnhyofmazcy4 307 18 HR hr NN work_ifymfqj7jjbv5ldnhyofmazcy4 307 19 3904 3904 CD work_ifymfqj7jjbv5ldnhyofmazcy4 307 20 294 294 CD work_ifymfqj7jjbv5ldnhyofmazcy4 307 21 17.05 17.05 CD work_ifymfqj7jjbv5ldnhyofmazcy4 307 22 CR CR NNP work_ifymfqj7jjbv5ldnhyofmazcy4 307 23 393 393 CD work_ifymfqj7jjbv5ldnhyofmazcy4 307 24 101 101 CD work_ifymfqj7jjbv5ldnhyofmazcy4 307 25 14.14 14.14 CD work_ifymfqj7jjbv5ldnhyofmazcy4 307 26 PR PR NNP work_ifymfqj7jjbv5ldnhyofmazcy4 307 27 462 462 CD work_ifymfqj7jjbv5ldnhyofmazcy4 307 28 113 113 CD work_ifymfqj7jjbv5ldnhyofmazcy4 307 29 36.09 36.09 CD work_ifymfqj7jjbv5ldnhyofmazcy4 307 30 TW tw NN work_ifymfqj7jjbv5ldnhyofmazcy4 307 31 2788 2788 CD work_ifymfqj7jjbv5ldnhyofmazcy4 307 32 309 309 CD work_ifymfqj7jjbv5ldnhyofmazcy4 307 33 36.54 36.54 CD work_ifymfqj7jjbv5ldnhyofmazcy4 307 34 7382 7382 CD work_ifymfqj7jjbv5ldnhyofmazcy4 307 35 L. L. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 307 36 Williams Williams NNP work_ifymfqj7jjbv5ldnhyofmazcy4 307 37 et et NNP work_ifymfqj7jjbv5ldnhyofmazcy4 307 38 al al NNP work_ifymfqj7jjbv5ldnhyofmazcy4 307 39 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 308 1 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 308 2 Expert expert NN work_ifymfqj7jjbv5ldnhyofmazcy4 308 3 Systems system NNS work_ifymfqj7jjbv5ldnhyofmazcy4 308 4 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 308 5 Applications Applications NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 308 6 42 42 CD work_ifymfqj7jjbv5ldnhyofmazcy4 308 7 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 308 8 2015 2015 CD work_ifymfqj7jjbv5ldnhyofmazcy4 308 9 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 308 10 7375–7385 7375–7385 CD work_ifymfqj7jjbv5ldnhyofmazcy4 308 11 Finally finally RB work_ifymfqj7jjbv5ldnhyofmazcy4 308 12 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 308 13 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 308 14 order order NN work_ifymfqj7jjbv5ldnhyofmazcy4 308 15 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 308 16 determine determine VB work_ifymfqj7jjbv5ldnhyofmazcy4 308 17 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 308 18 statistical statistical JJ work_ifymfqj7jjbv5ldnhyofmazcy4 308 19 significance significance NN work_ifymfqj7jjbv5ldnhyofmazcy4 308 20 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 308 21 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 308 22 improvement improvement NN work_ifymfqj7jjbv5ldnhyofmazcy4 308 23 over over IN work_ifymfqj7jjbv5ldnhyofmazcy4 308 24 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 308 25 baseline baseline NN work_ifymfqj7jjbv5ldnhyofmazcy4 308 26 methods method NNS work_ifymfqj7jjbv5ldnhyofmazcy4 308 27 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 308 28 performed perform VBD work_ifymfqj7jjbv5ldnhyofmazcy4 308 29 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 308 30 analy- analy- NN work_ifymfqj7jjbv5ldnhyofmazcy4 308 31 sis sis NN work_ifymfqj7jjbv5ldnhyofmazcy4 308 32 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 308 33 paired pair VBN work_ifymfqj7jjbv5ldnhyofmazcy4 308 34 observations observation NNS work_ifymfqj7jjbv5ldnhyofmazcy4 308 35 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 309 1 We -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 309 2 compared compare VBD work_ifymfqj7jjbv5ldnhyofmazcy4 309 3 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 309 4 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 309 5 classifica- classifica- XX work_ifymfqj7jjbv5ldnhyofmazcy4 309 6 tion tion NN work_ifymfqj7jjbv5ldnhyofmazcy4 309 7 results result NNS work_ifymfqj7jjbv5ldnhyofmazcy4 309 8 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 309 9 each each DT work_ifymfqj7jjbv5ldnhyofmazcy4 309 10 sentence sentence NN work_ifymfqj7jjbv5ldnhyofmazcy4 309 11 before before RB work_ifymfqj7jjbv5ldnhyofmazcy4 309 12 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 309 13 after after IN work_ifymfqj7jjbv5ldnhyofmazcy4 309 14 taking take VBG work_ifymfqj7jjbv5ldnhyofmazcy4 309 15 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 309 16 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 309 17 consideration consideration NN work_ifymfqj7jjbv5ldnhyofmazcy4 309 18 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 309 19 using use VBG work_ifymfqj7jjbv5ldnhyofmazcy4 309 20 continuity continuity NN work_ifymfqj7jjbv5ldnhyofmazcy4 309 21 corrected correct VBN work_ifymfqj7jjbv5ldnhyofmazcy4 309 22 McNemar McNemar NNP work_ifymfqj7jjbv5ldnhyofmazcy4 309 23 ’s ’s POS work_ifymfqj7jjbv5ldnhyofmazcy4 309 24 test test NN work_ifymfqj7jjbv5ldnhyofmazcy4 309 25 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 309 26 Everitt Everitt NNP work_ifymfqj7jjbv5ldnhyofmazcy4 309 27 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 309 28 1977 1977 CD work_ifymfqj7jjbv5ldnhyofmazcy4 309 29 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 309 30 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 309 31 check check VB work_ifymfqj7jjbv5ldnhyofmazcy4 309 32 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 309 33 statistically statistically RB work_ifymfqj7jjbv5ldnhyofmazcy4 309 34 significant significant JJ work_ifymfqj7jjbv5ldnhyofmazcy4 309 35 differences difference NNS work_ifymfqj7jjbv5ldnhyofmazcy4 309 36 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 309 37 error error NN work_ifymfqj7jjbv5ldnhyofmazcy4 309 38 rates rate NNS work_ifymfqj7jjbv5ldnhyofmazcy4 309 39 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 310 1 Under under IN work_ifymfqj7jjbv5ldnhyofmazcy4 310 2 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 310 3 null null JJ work_ifymfqj7jjbv5ldnhyofmazcy4 310 4 hypothesis hypothesis NN work_ifymfqj7jjbv5ldnhyofmazcy4 310 5 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 310 6 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 310 7 two two CD work_ifymfqj7jjbv5ldnhyofmazcy4 310 8 methods method NNS work_ifymfqj7jjbv5ldnhyofmazcy4 310 9 compared compare VBN work_ifymfqj7jjbv5ldnhyofmazcy4 310 10 should should MD work_ifymfqj7jjbv5ldnhyofmazcy4 310 11 have have VB work_ifymfqj7jjbv5ldnhyofmazcy4 310 12 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 310 13 same same JJ work_ifymfqj7jjbv5ldnhyofmazcy4 310 14 error error NN work_ifymfqj7jjbv5ldnhyofmazcy4 310 15 rate rate NN work_ifymfqj7jjbv5ldnhyofmazcy4 310 16 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 311 1 McNemar McNemar NNP work_ifymfqj7jjbv5ldnhyofmazcy4 311 2 ’s ’s POS work_ifymfqj7jjbv5ldnhyofmazcy4 311 3 test test NN work_ifymfqj7jjbv5ldnhyofmazcy4 311 4 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 311 5 based base VBN work_ifymfqj7jjbv5ldnhyofmazcy4 311 6 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 311 7 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 311 8 v2 v2 NN work_ifymfqj7jjbv5ldnhyofmazcy4 311 9 test test NN work_ifymfqj7jjbv5ldnhyofmazcy4 311 10 statistic statistic NN work_ifymfqj7jjbv5ldnhyofmazcy4 311 11 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 311 12 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 311 13 approxi- approxi- NNP work_ifymfqj7jjbv5ldnhyofmazcy4 311 14 mately mately RB work_ifymfqj7jjbv5ldnhyofmazcy4 311 15 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 311 16 distributed distribute VBN work_ifymfqj7jjbv5ldnhyofmazcy4 311 17 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 311 18 v2 v2 NN work_ifymfqj7jjbv5ldnhyofmazcy4 311 19 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 311 20 1 1 CD work_ifymfqj7jjbv5ldnhyofmazcy4 311 21 degree degree NN work_ifymfqj7jjbv5ldnhyofmazcy4 311 22 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 311 23 freedom freedom NN work_ifymfqj7jjbv5ldnhyofmazcy4 311 24 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 312 1 We -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 312 2 used use VBD work_ifymfqj7jjbv5ldnhyofmazcy4 312 3 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 312 4 vari- vari- JJ work_ifymfqj7jjbv5ldnhyofmazcy4 312 5 ant ant NN work_ifymfqj7jjbv5ldnhyofmazcy4 312 6 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 312 7 McNemar McNemar NNP work_ifymfqj7jjbv5ldnhyofmazcy4 312 8 ’s ’s POS work_ifymfqj7jjbv5ldnhyofmazcy4 312 9 test test NN work_ifymfqj7jjbv5ldnhyofmazcy4 312 10 statistic statistic NN work_ifymfqj7jjbv5ldnhyofmazcy4 312 11 that that WDT work_ifymfqj7jjbv5ldnhyofmazcy4 312 12 incorporates incorporate VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 312 13 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 312 14 correction correction NN work_ifymfqj7jjbv5ldnhyofmazcy4 312 15 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 312 16 continuity continuity NN work_ifymfqj7jjbv5ldnhyofmazcy4 312 17 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 312 18 account account VB work_ifymfqj7jjbv5ldnhyofmazcy4 312 19 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 312 20 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 312 21 fact fact NN work_ifymfqj7jjbv5ldnhyofmazcy4 312 22 that that IN work_ifymfqj7jjbv5ldnhyofmazcy4 312 23 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 312 24 statistic statistic NN work_ifymfqj7jjbv5ldnhyofmazcy4 312 25 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 312 26 discrete discrete JJ work_ifymfqj7jjbv5ldnhyofmazcy4 312 27 while while IN work_ifymfqj7jjbv5ldnhyofmazcy4 312 28 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 312 29 v2 v2 NN work_ifymfqj7jjbv5ldnhyofmazcy4 312 30 distribution distribution NN work_ifymfqj7jjbv5ldnhyofmazcy4 312 31 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 312 32 continuous continuous JJ work_ifymfqj7jjbv5ldnhyofmazcy4 312 33 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 313 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 313 2 choice choice NN work_ifymfqj7jjbv5ldnhyofmazcy4 313 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 313 4 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 313 5 particular particular JJ work_ifymfqj7jjbv5ldnhyofmazcy4 313 6 test test NN work_ifymfqj7jjbv5ldnhyofmazcy4 313 7 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 313 8 based base VBN work_ifymfqj7jjbv5ldnhyofmazcy4 313 9 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 313 10 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 313 11 following follow VBG work_ifymfqj7jjbv5ldnhyofmazcy4 313 12 two two CD work_ifymfqj7jjbv5ldnhyofmazcy4 313 13 facts fact NNS work_ifymfqj7jjbv5ldnhyofmazcy4 313 14 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 313 15 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 313 16 1 1 LS work_ifymfqj7jjbv5ldnhyofmazcy4 313 17 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 313 18 McNemar McNemar NNP work_ifymfqj7jjbv5ldnhyofmazcy4 313 19 ’s ’s POS work_ifymfqj7jjbv5ldnhyofmazcy4 313 20 test test NN work_ifymfqj7jjbv5ldnhyofmazcy4 313 21 has have VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 313 22 been be VBN work_ifymfqj7jjbv5ldnhyofmazcy4 313 23 shown show VBN work_ifymfqj7jjbv5ldnhyofmazcy4 313 24 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 313 25 have have VB work_ifymfqj7jjbv5ldnhyofmazcy4 313 26 low low JJ work_ifymfqj7jjbv5ldnhyofmazcy4 313 27 type type NN work_ifymfqj7jjbv5ldnhyofmazcy4 313 28 I -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 313 29 error error VBP work_ifymfqj7jjbv5ldnhyofmazcy4 313 30 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 313 31 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 313 32 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 313 33 case case NN work_ifymfqj7jjbv5ldnhyofmazcy4 313 34 – – : work_ifymfqj7jjbv5ldnhyofmazcy4 313 35 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 313 36 probability probability NN work_ifymfqj7jjbv5ldnhyofmazcy4 313 37 that that IN work_ifymfqj7jjbv5ldnhyofmazcy4 313 38 it -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 313 39 would would MD work_ifymfqj7jjbv5ldnhyofmazcy4 313 40 incorrectly incorrectly RB work_ifymfqj7jjbv5ldnhyofmazcy4 313 41 detect detect VB work_ifymfqj7jjbv5ldnhyofmazcy4 313 42 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 313 43 difference difference NN work_ifymfqj7jjbv5ldnhyofmazcy4 313 44 when when WRB work_ifymfqj7jjbv5ldnhyofmazcy4 313 45 no no DT work_ifymfqj7jjbv5ldnhyofmazcy4 313 46 difference difference NN work_ifymfqj7jjbv5ldnhyofmazcy4 313 47 exists exist VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 313 48 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 314 1 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 314 2 2 2 LS work_ifymfqj7jjbv5ldnhyofmazcy4 314 3 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 314 4 Its -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 314 5 statistical statistical JJ work_ifymfqj7jjbv5ldnhyofmazcy4 314 6 power power NN work_ifymfqj7jjbv5ldnhyofmazcy4 314 7 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 314 8 improved improve VBN work_ifymfqj7jjbv5ldnhyofmazcy4 314 9 when when WRB work_ifymfqj7jjbv5ldnhyofmazcy4 314 10 compared compare VBN work_ifymfqj7jjbv5ldnhyofmazcy4 314 11 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 314 12 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 314 13 com- com- NN work_ifymfqj7jjbv5ldnhyofmazcy4 314 14 monly monly RB work_ifymfqj7jjbv5ldnhyofmazcy4 314 15 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 314 16 paired pair VBN work_ifymfqj7jjbv5ldnhyofmazcy4 314 17 t t NN work_ifymfqj7jjbv5ldnhyofmazcy4 314 18 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 314 19 test test NN work_ifymfqj7jjbv5ldnhyofmazcy4 314 20 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 314 21 Dietterich Dietterich NNP work_ifymfqj7jjbv5ldnhyofmazcy4 314 22 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 314 23 1998 1998 CD work_ifymfqj7jjbv5ldnhyofmazcy4 314 24 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 314 25 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 315 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 315 2 specific specific JJ work_ifymfqj7jjbv5ldnhyofmazcy4 315 3 v2(1 v2(1 NN work_ifymfqj7jjbv5ldnhyofmazcy4 315 4 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 315 5 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 315 6 p p NN work_ifymfqj7jjbv5ldnhyofmazcy4 315 7 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 315 8 values value NNS work_ifymfqj7jjbv5ldnhyofmazcy4 315 9 recorded record VBN work_ifymfqj7jjbv5ldnhyofmazcy4 315 10 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 315 11 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 315 12 data datum NNS work_ifymfqj7jjbv5ldnhyofmazcy4 315 13 produced produce VBN work_ifymfqj7jjbv5ldnhyofmazcy4 315 14 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 315 15 Experiment Experiment NNP work_ifymfqj7jjbv5ldnhyofmazcy4 315 16 1 1 CD work_ifymfqj7jjbv5ldnhyofmazcy4 315 17 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 315 18 where where WRB work_ifymfqj7jjbv5ldnhyofmazcy4 315 19 SentiStrength SentiStrength NNP work_ifymfqj7jjbv5ldnhyofmazcy4 315 20 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 315 21 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 315 22 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 315 23 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 315 24 baseline baseline NN work_ifymfqj7jjbv5ldnhyofmazcy4 315 25 method method NN work_ifymfqj7jjbv5ldnhyofmazcy4 315 26 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 315 27 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 315 28 v2(1 v2(1 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 315 29 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 315 30 = = NFP work_ifymfqj7jjbv5ldnhyofmazcy4 315 31 43.16 43.16 CD work_ifymfqj7jjbv5ldnhyofmazcy4 315 32 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 315 33 p p NN work_ifymfqj7jjbv5ldnhyofmazcy4 315 34 < < XX work_ifymfqj7jjbv5ldnhyofmazcy4 315 35 0.001 0.001 CD work_ifymfqj7jjbv5ldnhyofmazcy4 315 36 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 316 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 316 2 values value NNS work_ifymfqj7jjbv5ldnhyofmazcy4 316 3 recorded record VBN work_ifymfqj7jjbv5ldnhyofmazcy4 316 4 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 316 5 Experiment Experiment NNP work_ifymfqj7jjbv5ldnhyofmazcy4 316 6 2 2 CD work_ifymfqj7jjbv5ldnhyofmazcy4 316 7 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 316 8 where where WRB work_ifymfqj7jjbv5ldnhyofmazcy4 316 9 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 316 10 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 316 11 annotator annotator NN work_ifymfqj7jjbv5ldnhyofmazcy4 316 12 distributed distribute VBN work_ifymfqj7jjbv5ldnhyofmazcy4 316 13 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 316 14 part part NN work_ifymfqj7jjbv5ldnhyofmazcy4 316 15 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 316 16 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 316 17 Stanford Stanford NNP work_ifymfqj7jjbv5ldnhyofmazcy4 316 18 CoreNLP CoreNLP NNP work_ifymfqj7jjbv5ldnhyofmazcy4 316 19 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 316 20 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 316 21 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 316 22 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 316 23 baseline baseline NN work_ifymfqj7jjbv5ldnhyofmazcy4 316 24 method method NN work_ifymfqj7jjbv5ldnhyofmazcy4 316 25 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 316 26 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 316 27 v2(1 v2(1 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 316 28 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 316 29 = = NFP work_ifymfqj7jjbv5ldnhyofmazcy4 316 30 29.28 29.28 CD work_ifymfqj7jjbv5ldnhyofmazcy4 316 31 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 316 32 p p NN work_ifymfqj7jjbv5ldnhyofmazcy4 316 33 < < XX work_ifymfqj7jjbv5ldnhyofmazcy4 316 34 0.001 0.001 CD work_ifymfqj7jjbv5ldnhyofmazcy4 316 35 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 317 1 Therefore therefore RB work_ifymfqj7jjbv5ldnhyofmazcy4 317 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 317 3 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 317 4 both both DT work_ifymfqj7jjbv5ldnhyofmazcy4 317 5 cases case NNS work_ifymfqj7jjbv5ldnhyofmazcy4 317 6 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 317 7 results result NNS work_ifymfqj7jjbv5ldnhyofmazcy4 317 8 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 317 9 McNemar McNemar NNP work_ifymfqj7jjbv5ldnhyofmazcy4 317 10 ’s ’s POS work_ifymfqj7jjbv5ldnhyofmazcy4 317 11 test test NN work_ifymfqj7jjbv5ldnhyofmazcy4 317 12 confirmed confirm VBD work_ifymfqj7jjbv5ldnhyofmazcy4 317 13 that that IN work_ifymfqj7jjbv5ldnhyofmazcy4 317 14 there there EX work_ifymfqj7jjbv5ldnhyofmazcy4 317 15 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 317 16 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 317 17 statistically statistically RB work_ifymfqj7jjbv5ldnhyofmazcy4 317 18 significant significant JJ work_ifymfqj7jjbv5ldnhyofmazcy4 317 19 difference difference NN work_ifymfqj7jjbv5ldnhyofmazcy4 317 20 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 317 21 error error NN work_ifymfqj7jjbv5ldnhyofmazcy4 317 22 rates rate NNS work_ifymfqj7jjbv5ldnhyofmazcy4 317 23 between between IN work_ifymfqj7jjbv5ldnhyofmazcy4 317 24 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 317 25 two two CD work_ifymfqj7jjbv5ldnhyofmazcy4 317 26 methods method NNS work_ifymfqj7jjbv5ldnhyofmazcy4 317 27 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 318 1 6 6 CD work_ifymfqj7jjbv5ldnhyofmazcy4 318 2 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 319 1 Discussion discussion NN work_ifymfqj7jjbv5ldnhyofmazcy4 319 2 We -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 319 3 evaluated evaluate VBD work_ifymfqj7jjbv5ldnhyofmazcy4 319 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 319 5 impact impact NN work_ifymfqj7jjbv5ldnhyofmazcy4 319 6 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 319 7 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 319 8 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 319 9 features feature NNS work_ifymfqj7jjbv5ldnhyofmazcy4 319 10 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 319 11 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 319 12 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 319 13 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 319 14 showing show VBG work_ifymfqj7jjbv5ldnhyofmazcy4 319 15 that that IN work_ifymfqj7jjbv5ldnhyofmazcy4 319 16 they -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 319 17 significantly significantly RB work_ifymfqj7jjbv5ldnhyofmazcy4 319 18 improve improve VBP work_ifymfqj7jjbv5ldnhyofmazcy4 319 19 classification classification NN work_ifymfqj7jjbv5ldnhyofmazcy4 319 20 results result NNS work_ifymfqj7jjbv5ldnhyofmazcy4 319 21 when when WRB work_ifymfqj7jjbv5ldnhyofmazcy4 319 22 such such JJ work_ifymfqj7jjbv5ldnhyofmazcy4 319 23 features feature NNS work_ifymfqj7jjbv5ldnhyofmazcy4 319 24 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 319 25 present present JJ work_ifymfqj7jjbv5ldnhyofmazcy4 319 26 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 320 1 Their -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 320 2 overall overall JJ work_ifymfqj7jjbv5ldnhyofmazcy4 320 3 impact impact NN work_ifymfqj7jjbv5ldnhyofmazcy4 320 4 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 320 5 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 320 6 classification classification NN work_ifymfqj7jjbv5ldnhyofmazcy4 320 7 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 320 8 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 320 9 estimated estimate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 320 10 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 320 11 combining combine VBG work_ifymfqj7jjbv5ldnhyofmazcy4 320 12 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 320 13 infor- infor- JJ work_ifymfqj7jjbv5ldnhyofmazcy4 320 14 mation mation NN work_ifymfqj7jjbv5ldnhyofmazcy4 320 15 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 320 16 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 320 17 distribution distribution NN work_ifymfqj7jjbv5ldnhyofmazcy4 320 18 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 321 1 For for IN work_ifymfqj7jjbv5ldnhyofmazcy4 321 2 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 321 3 purpose purpose NN work_ifymfqj7jjbv5ldnhyofmazcy4 321 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 321 5 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 321 6 used use VBD work_ifymfqj7jjbv5ldnhyofmazcy4 321 7 corpora corpora NN work_ifymfqj7jjbv5ldnhyofmazcy4 321 8 commonly commonly RB work_ifymfqj7jjbv5ldnhyofmazcy4 321 9 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 321 10 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 321 11 evaluate evaluate VB work_ifymfqj7jjbv5ldnhyofmazcy4 321 12 performance performance NN work_ifymfqj7jjbv5ldnhyofmazcy4 321 13 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 321 14 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 321 15 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 321 16 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 321 17 see see VB work_ifymfqj7jjbv5ldnhyofmazcy4 321 18 Table table NN work_ifymfqj7jjbv5ldnhyofmazcy4 321 19 9 9 CD work_ifymfqj7jjbv5ldnhyofmazcy4 321 20 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 321 21 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 322 1 We -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 322 2 used use VBD work_ifymfqj7jjbv5ldnhyofmazcy4 322 3 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 322 4 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 322 5 recognition recognition NN work_ifymfqj7jjbv5ldnhyofmazcy4 322 6 module module NN work_ifymfqj7jjbv5ldnhyofmazcy4 322 7 described describe VBN work_ifymfqj7jjbv5ldnhyofmazcy4 322 8 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 322 9 Section section NN work_ifymfqj7jjbv5ldnhyofmazcy4 322 10 4.1 4.1 CD work_ifymfqj7jjbv5ldnhyofmazcy4 322 11 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 322 12 match match VB work_ifymfqj7jjbv5ldnhyofmazcy4 322 13 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 322 14 list list NN work_ifymfqj7jjbv5ldnhyofmazcy4 322 15 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 322 16 580 580 CD work_ifymfqj7jjbv5ldnhyofmazcy4 322 17 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 322 18 against against IN work_ifymfqj7jjbv5ldnhyofmazcy4 322 19 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 322 20 given give VBN work_ifymfqj7jjbv5ldnhyofmazcy4 322 21 cor- cor- NN work_ifymfqj7jjbv5ldnhyofmazcy4 322 22 pora pora NNP work_ifymfqj7jjbv5ldnhyofmazcy4 322 23 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 323 1 Table table NN work_ifymfqj7jjbv5ldnhyofmazcy4 323 2 10 10 CD work_ifymfqj7jjbv5ldnhyofmazcy4 323 3 provides provide VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 323 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 323 5 number number NN work_ifymfqj7jjbv5ldnhyofmazcy4 323 6 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 323 7 matched match VBN work_ifymfqj7jjbv5ldnhyofmazcy4 323 8 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 323 9 occurrences occurrence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 323 10 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 323 11 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 323 12 number number NN work_ifymfqj7jjbv5ldnhyofmazcy4 323 13 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 323 14 different different JJ work_ifymfqj7jjbv5ldnhyofmazcy4 323 15 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 323 16 matched match VBN work_ifymfqj7jjbv5ldnhyofmazcy4 323 17 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 323 18 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 323 19 ratio ratio NN work_ifymfqj7jjbv5ldnhyofmazcy4 323 20 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 323 21 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 323 22 occurrences occurrence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 323 23 against against IN work_ifymfqj7jjbv5ldnhyofmazcy4 323 24 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 323 25 corpus corpus NNP work_ifymfqj7jjbv5ldnhyofmazcy4 323 26 size size NN work_ifymfqj7jjbv5ldnhyofmazcy4 323 27 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 323 28 megabytes megabyte NNS work_ifymfqj7jjbv5ldnhyofmazcy4 323 29 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 324 1 These these DT work_ifymfqj7jjbv5ldnhyofmazcy4 324 2 values value NNS work_ifymfqj7jjbv5ldnhyofmazcy4 324 3 illustrate illustrate VBP work_ifymfqj7jjbv5ldnhyofmazcy4 324 4 that that IN work_ifymfqj7jjbv5ldnhyofmazcy4 324 5 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 324 6 distribution distribution NN work_ifymfqj7jjbv5ldnhyofmazcy4 324 7 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 324 8 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 324 9 varies vary VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 324 10 considerably considerably RB work_ifymfqj7jjbv5ldnhyofmazcy4 324 11 across across IN work_ifymfqj7jjbv5ldnhyofmazcy4 324 12 different different JJ work_ifymfqj7jjbv5ldnhyofmazcy4 324 13 genres genre NNS work_ifymfqj7jjbv5ldnhyofmazcy4 324 14 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 325 1 Idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 325 2 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 325 3 most most RBS work_ifymfqj7jjbv5ldnhyofmazcy4 325 4 commonly commonly RB work_ifymfqj7jjbv5ldnhyofmazcy4 325 5 found find VBN work_ifymfqj7jjbv5ldnhyofmazcy4 325 6 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 325 7 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 325 8 movie movie NN work_ifymfqj7jjbv5ldnhyofmazcy4 325 9 reviews review NNS work_ifymfqj7jjbv5ldnhyofmazcy4 325 10 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 325 11 MR1–MR3 MR1–MR3 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 325 12 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 325 13 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 326 1 Focusing focus VBG work_ifymfqj7jjbv5ldnhyofmazcy4 326 2 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 326 3 full full JJ work_ifymfqj7jjbv5ldnhyofmazcy4 326 4 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 326 5 text text NN work_ifymfqj7jjbv5ldnhyofmazcy4 326 6 reviews review NNS work_ifymfqj7jjbv5ldnhyofmazcy4 326 7 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 326 8 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 326 9 observed observe VBD work_ifymfqj7jjbv5ldnhyofmazcy4 326 10 that that IN work_ifymfqj7jjbv5ldnhyofmazcy4 326 11 6.02 6.02 CD work_ifymfqj7jjbv5ldnhyofmazcy4 326 12 % % NN work_ifymfqj7jjbv5ldnhyofmazcy4 326 13 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 326 14 documents document NNS work_ifymfqj7jjbv5ldnhyofmazcy4 326 15 from from IN work_ifymfqj7jjbv5ldnhyofmazcy4 326 16 corpus corpus NNP work_ifymfqj7jjbv5ldnhyofmazcy4 326 17 MR1 MR1 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 326 18 contained contain VBD work_ifymfqj7jjbv5ldnhyofmazcy4 326 19 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 326 20 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 326 21 whereas whereas IN work_ifymfqj7jjbv5ldnhyofmazcy4 326 22 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 326 23 number number NN work_ifymfqj7jjbv5ldnhyofmazcy4 326 24 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 326 25 corpus corpus NN work_ifymfqj7jjbv5ldnhyofmazcy4 326 26 MR2 MR2 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 326 27 rose rise VBD work_ifymfqj7jjbv5ldnhyofmazcy4 326 28 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 326 29 18.95 18.95 CD work_ifymfqj7jjbv5ldnhyofmazcy4 326 30 % % NN work_ifymfqj7jjbv5ldnhyofmazcy4 326 31 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 326 32 thus thus RB work_ifymfqj7jjbv5ldnhyofmazcy4 326 33 illustrating illustrate VBG work_ifymfqj7jjbv5ldnhyofmazcy4 326 34 signif- signif- JJ work_ifymfqj7jjbv5ldnhyofmazcy4 326 35 icant icant NN work_ifymfqj7jjbv5ldnhyofmazcy4 326 36 impact impact NN work_ifymfqj7jjbv5ldnhyofmazcy4 326 37 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 326 38 may may MD work_ifymfqj7jjbv5ldnhyofmazcy4 326 39 have have VB work_ifymfqj7jjbv5ldnhyofmazcy4 326 40 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 326 41 document document NN work_ifymfqj7jjbv5ldnhyofmazcy4 326 42 classification classification NN work_ifymfqj7jjbv5ldnhyofmazcy4 326 43 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 327 1 If if IN work_ifymfqj7jjbv5ldnhyofmazcy4 327 2 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 327 3 compare compare VBP work_ifymfqj7jjbv5ldnhyofmazcy4 327 4 full full JJ work_ifymfqj7jjbv5ldnhyofmazcy4 327 5 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 327 6 text text NN work_ifymfqj7jjbv5ldnhyofmazcy4 327 7 reviews review NNS work_ifymfqj7jjbv5ldnhyofmazcy4 327 8 from from IN work_ifymfqj7jjbv5ldnhyofmazcy4 327 9 corpus corpus NNP work_ifymfqj7jjbv5ldnhyofmazcy4 327 10 MR2 MR2 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 327 11 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 327 12 subjective subjective VB work_ifymfqj7jjbv5ldnhyofmazcy4 327 13 snippets snippet NNS work_ifymfqj7jjbv5ldnhyofmazcy4 327 14 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 327 15 such such JJ work_ifymfqj7jjbv5ldnhyofmazcy4 327 16 reviews review NNS work_ifymfqj7jjbv5ldnhyofmazcy4 327 17 from from IN work_ifymfqj7jjbv5ldnhyofmazcy4 327 18 corpus corpus NNP work_ifymfqj7jjbv5ldnhyofmazcy4 327 19 MR3 MR3 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 327 20 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 327 21 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 327 22 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 327 23 conclude conclude VB work_ifymfqj7jjbv5ldnhyofmazcy4 327 24 that that IN work_ifymfqj7jjbv5ldnhyofmazcy4 327 25 subjective subjective JJ work_ifymfqj7jjbv5ldnhyofmazcy4 327 26 sentences sentence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 327 27 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 327 28 more more RBR work_ifymfqj7jjbv5ldnhyofmazcy4 327 29 likely likely JJ work_ifymfqj7jjbv5ldnhyofmazcy4 327 30 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 327 31 contain contain VB work_ifymfqj7jjbv5ldnhyofmazcy4 327 32 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 327 33 than than IN work_ifymfqj7jjbv5ldnhyofmazcy4 327 34 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 327 35 rest rest NN work_ifymfqj7jjbv5ldnhyofmazcy4 327 36 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 327 37 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 327 38 text text NN work_ifymfqj7jjbv5ldnhyofmazcy4 327 39 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 327 40 again again RB work_ifymfqj7jjbv5ldnhyofmazcy4 327 41 suggesting suggest VBG work_ifymfqj7jjbv5ldnhyofmazcy4 327 42 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 327 43 value value NN work_ifymfqj7jjbv5ldnhyofmazcy4 327 44 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 327 45 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 327 46 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 327 47 sentence sentence NN work_ifymfqj7jjbv5ldnhyofmazcy4 327 48 classification classification NN work_ifymfqj7jjbv5ldnhyofmazcy4 327 49 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 327 50 terms term NNS work_ifymfqj7jjbv5ldnhyofmazcy4 327 51 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 327 52 their -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 327 53 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 327 54 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 327 55 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 328 1 Table table NN work_ifymfqj7jjbv5ldnhyofmazcy4 328 2 9 9 CD work_ifymfqj7jjbv5ldnhyofmazcy4 328 3 Description description NN work_ifymfqj7jjbv5ldnhyofmazcy4 328 4 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 328 5 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 328 6 corpora corpora NN work_ifymfqj7jjbv5ldnhyofmazcy4 328 7 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 329 1 Identifier Identifier NNP work_ifymfqj7jjbv5ldnhyofmazcy4 329 2 Document Document NNP work_ifymfqj7jjbv5ldnhyofmazcy4 329 3 type type NN work_ifymfqj7jjbv5ldnhyofmazcy4 329 4 Original original JJ work_ifymfqj7jjbv5ldnhyofmazcy4 329 5 source source NN work_ifymfqj7jjbv5ldnhyofmazcy4 329 6 MR1 MR1 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 329 7 Movie Movie NNP work_ifymfqj7jjbv5ldnhyofmazcy4 329 8 reviews review NNS work_ifymfqj7jjbv5ldnhyofmazcy4 329 9 http://www.imdb.com/ http://www.imdb.com/ NN work_ifymfqj7jjbv5ldnhyofmazcy4 329 10 MR2 MR2 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 329 11 Movie Movie NNP work_ifymfqj7jjbv5ldnhyofmazcy4 329 12 reviews review NNS work_ifymfqj7jjbv5ldnhyofmazcy4 329 13 http://www.rottentomatoes.com/ http://www.rottentomatoes.com/ VBP work_ifymfqj7jjbv5ldnhyofmazcy4 329 14 MR3 MR3 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 329 15 Movie Movie NNP work_ifymfqj7jjbv5ldnhyofmazcy4 329 16 reviews review NNS work_ifymfqj7jjbv5ldnhyofmazcy4 329 17 http://www.rottentomatoes.com/ http://www.rottentomatoes.com/ NN work_ifymfqj7jjbv5ldnhyofmazcy4 329 18 HR hr NN work_ifymfqj7jjbv5ldnhyofmazcy4 329 19 Hotel Hotel NNP work_ifymfqj7jjbv5ldnhyofmazcy4 329 20 reviews review VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 329 21 http://www.tripadvisor.co.uk/ http://www.tripadvisor.co.uk/ JJ work_ifymfqj7jjbv5ldnhyofmazcy4 329 22 CR CR NNP work_ifymfqj7jjbv5ldnhyofmazcy4 329 23 Car Car NNP work_ifymfqj7jjbv5ldnhyofmazcy4 329 24 reviews review VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 329 25 http://www.edmunds.com/ http://www.edmunds.com/ NN work_ifymfqj7jjbv5ldnhyofmazcy4 329 26 PR PR NNP work_ifymfqj7jjbv5ldnhyofmazcy4 329 27 Product Product NNP work_ifymfqj7jjbv5ldnhyofmazcy4 329 28 reviews review VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 329 29 http://www.cnet.com/ http://www.cnet.com/ NN work_ifymfqj7jjbv5ldnhyofmazcy4 329 30 TW tw NN work_ifymfqj7jjbv5ldnhyofmazcy4 329 31 Tweets Tweets NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 329 32 http://twitter.com/ http://twitter.com/ CD work_ifymfqj7jjbv5ldnhyofmazcy4 329 33 As as IN work_ifymfqj7jjbv5ldnhyofmazcy4 329 34 illustrated illustrate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 329 35 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 329 36 corpora corpora NNP work_ifymfqj7jjbv5ldnhyofmazcy4 329 37 HR HR NNP work_ifymfqj7jjbv5ldnhyofmazcy4 329 38 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 329 39 CR CR NNP work_ifymfqj7jjbv5ldnhyofmazcy4 329 40 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 329 41 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 329 42 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 329 43 less less RBR work_ifymfqj7jjbv5ldnhyofmazcy4 329 44 com- com- NN work_ifymfqj7jjbv5ldnhyofmazcy4 329 45 monly monly RB work_ifymfqj7jjbv5ldnhyofmazcy4 329 46 found find VBN work_ifymfqj7jjbv5ldnhyofmazcy4 329 47 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 329 48 hotel hotel NN work_ifymfqj7jjbv5ldnhyofmazcy4 329 49 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 329 50 car car NN work_ifymfqj7jjbv5ldnhyofmazcy4 329 51 reviews review NNS work_ifymfqj7jjbv5ldnhyofmazcy4 329 52 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 330 1 Contrary contrary JJ work_ifymfqj7jjbv5ldnhyofmazcy4 330 2 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 330 3 previous previous JJ work_ifymfqj7jjbv5ldnhyofmazcy4 330 4 find- find- JJ work_ifymfqj7jjbv5ldnhyofmazcy4 330 5 ings ing NNS work_ifymfqj7jjbv5ldnhyofmazcy4 330 6 that that IN work_ifymfqj7jjbv5ldnhyofmazcy4 330 7 short short JJ work_ifymfqj7jjbv5ldnhyofmazcy4 330 8 conversations conversation NNS work_ifymfqj7jjbv5ldnhyofmazcy4 330 9 normally normally RB work_ifymfqj7jjbv5ldnhyofmazcy4 330 10 contain contain VBP work_ifymfqj7jjbv5ldnhyofmazcy4 330 11 fewer few JJR work_ifymfqj7jjbv5ldnhyofmazcy4 330 12 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 330 13 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 330 14 Straessler Straessler NNP work_ifymfqj7jjbv5ldnhyofmazcy4 330 15 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 330 16 1982 1982 CD work_ifymfqj7jjbv5ldnhyofmazcy4 330 17 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 330 18 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 330 19 tweets tweet NNS work_ifymfqj7jjbv5ldnhyofmazcy4 330 20 proved prove VBD work_ifymfqj7jjbv5ldnhyofmazcy4 330 21 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 330 22 contain contain VB work_ifymfqj7jjbv5ldnhyofmazcy4 330 23 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 330 24 relatively relatively RB work_ifymfqj7jjbv5ldnhyofmazcy4 330 25 high high JJ work_ifymfqj7jjbv5ldnhyofmazcy4 330 26 pro- pro- NN work_ifymfqj7jjbv5ldnhyofmazcy4 330 27 portion portion NN work_ifymfqj7jjbv5ldnhyofmazcy4 330 28 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 330 29 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 330 30 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 330 31 which which WDT work_ifymfqj7jjbv5ldnhyofmazcy4 330 32 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 330 33 at at IN work_ifymfqj7jjbv5ldnhyofmazcy4 330 34 ratio ratio NN work_ifymfqj7jjbv5ldnhyofmazcy4 330 35 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 330 36 36.54 36.54 CD work_ifymfqj7jjbv5ldnhyofmazcy4 330 37 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 330 38 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 330 39 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 330 40 line line NN work_ifymfqj7jjbv5ldnhyofmazcy4 330 41 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 330 42 that that DT work_ifymfqj7jjbv5ldnhyofmazcy4 330 43 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 330 44 product product NN work_ifymfqj7jjbv5ldnhyofmazcy4 330 45 reviews review NNS work_ifymfqj7jjbv5ldnhyofmazcy4 330 46 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 331 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 331 2 number number NN work_ifymfqj7jjbv5ldnhyofmazcy4 331 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 331 4 unique unique JJ work_ifymfqj7jjbv5ldnhyofmazcy4 331 5 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 331 6 found find VBN work_ifymfqj7jjbv5ldnhyofmazcy4 331 7 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 331 8 related relate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 331 9 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 331 10 corpus corpus NN work_ifymfqj7jjbv5ldnhyofmazcy4 331 11 size size NN work_ifymfqj7jjbv5ldnhyofmazcy4 331 12 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 332 1 Naturally naturally RB work_ifymfqj7jjbv5ldnhyofmazcy4 332 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 332 3 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 332 4 highest high JJS work_ifymfqj7jjbv5ldnhyofmazcy4 332 5 number number NN work_ifymfqj7jjbv5ldnhyofmazcy4 332 6 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 332 7 different different JJ work_ifymfqj7jjbv5ldnhyofmazcy4 332 8 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 332 9 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 332 10 found find VBN work_ifymfqj7jjbv5ldnhyofmazcy4 332 11 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 332 12 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 332 13 largest large JJS work_ifymfqj7jjbv5ldnhyofmazcy4 332 14 corpora corpora NN work_ifymfqj7jjbv5ldnhyofmazcy4 332 15 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 332 16 MR1 MR1 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 332 17 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 332 18 HR hr NN work_ifymfqj7jjbv5ldnhyofmazcy4 332 19 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 332 20 TW tw NN work_ifymfqj7jjbv5ldnhyofmazcy4 332 21 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 333 1 More more RBR work_ifymfqj7jjbv5ldnhyofmazcy4 333 2 importantly importantly RB work_ifymfqj7jjbv5ldnhyofmazcy4 333 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 333 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 333 5 variety variety NN work_ifymfqj7jjbv5ldnhyofmazcy4 333 6 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 333 7 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 333 8 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 333 9 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 333 10 found find VBN work_ifymfqj7jjbv5ldnhyofmazcy4 333 11 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 333 12 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 333 13 strongly strongly RB work_ifymfqj7jjbv5ldnhyofmazcy4 333 14 correlated correlate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 333 15 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 333 16 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 333 17 genre genre NN work_ifymfqj7jjbv5ldnhyofmazcy4 333 18 rather rather RB work_ifymfqj7jjbv5ldnhyofmazcy4 333 19 than than IN work_ifymfqj7jjbv5ldnhyofmazcy4 333 20 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 333 21 size size NN work_ifymfqj7jjbv5ldnhyofmazcy4 333 22 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 334 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 334 2 use use NN work_ifymfqj7jjbv5ldnhyofmazcy4 334 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 334 4 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 334 5 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 334 6 each each DT work_ifymfqj7jjbv5ldnhyofmazcy4 334 7 corpus corpus NNP work_ifymfqj7jjbv5ldnhyofmazcy4 334 8 followed follow VBD work_ifymfqj7jjbv5ldnhyofmazcy4 334 9 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 334 10 power power NN work_ifymfqj7jjbv5ldnhyofmazcy4 334 11 law law NN work_ifymfqj7jjbv5ldnhyofmazcy4 334 12 distribution distribution NN work_ifymfqj7jjbv5ldnhyofmazcy4 334 13 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 334 14 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 334 15 small small JJ work_ifymfqj7jjbv5ldnhyofmazcy4 334 16 number number NN work_ifymfqj7jjbv5ldnhyofmazcy4 334 17 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 334 18 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 334 19 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 334 20 frequently frequently RB work_ifymfqj7jjbv5ldnhyofmazcy4 334 21 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 334 22 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 334 23 rest rest NN work_ifymfqj7jjbv5ldnhyofmazcy4 334 24 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 334 25 rarely rarely RB work_ifymfqj7jjbv5ldnhyofmazcy4 334 26 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 334 27 but but CC work_ifymfqj7jjbv5ldnhyofmazcy4 334 28 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 334 29 frequently frequently RB work_ifymfqj7jjbv5ldnhyofmazcy4 334 30 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 334 31 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 334 32 differed differ VBN work_ifymfqj7jjbv5ldnhyofmazcy4 334 33 across across IN work_ifymfqj7jjbv5ldnhyofmazcy4 334 34 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 334 35 genres genre NNS work_ifymfqj7jjbv5ldnhyofmazcy4 334 36 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 335 1 To to TO work_ifymfqj7jjbv5ldnhyofmazcy4 335 2 explore explore VB work_ifymfqj7jjbv5ldnhyofmazcy4 335 3 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 335 4 bias bias NN work_ifymfqj7jjbv5ldnhyofmazcy4 335 5 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 335 6 idiom idiom JJ work_ifymfqj7jjbv5ldnhyofmazcy4 335 7 usage usage NN work_ifymfqj7jjbv5ldnhyofmazcy4 335 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 335 9 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 335 10 selected select VBD work_ifymfqj7jjbv5ldnhyofmazcy4 335 11 top top JJ work_ifymfqj7jjbv5ldnhyofmazcy4 335 12 20 20 CD work_ifymfqj7jjbv5ldnhyofmazcy4 335 13 most most RBS work_ifymfqj7jjbv5ldnhyofmazcy4 335 14 frequently frequently RB work_ifymfqj7jjbv5ldnhyofmazcy4 335 15 occurring occur VBG work_ifymfqj7jjbv5ldnhyofmazcy4 335 16 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 335 17 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 335 18 each each DT work_ifymfqj7jjbv5ldnhyofmazcy4 335 19 corpus corpus NN work_ifymfqj7jjbv5ldnhyofmazcy4 335 20 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 335 21 com- com- NN work_ifymfqj7jjbv5ldnhyofmazcy4 335 22 pared pare VBD work_ifymfqj7jjbv5ldnhyofmazcy4 335 23 these these DT work_ifymfqj7jjbv5ldnhyofmazcy4 335 24 sets set NNS work_ifymfqj7jjbv5ldnhyofmazcy4 335 25 using use VBG work_ifymfqj7jjbv5ldnhyofmazcy4 335 26 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 335 27 Jaccard Jaccard NNP work_ifymfqj7jjbv5ldnhyofmazcy4 335 28 similarity similarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 335 29 coefficient coefficient NN work_ifymfqj7jjbv5ldnhyofmazcy4 335 30 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 335 31 see see VB work_ifymfqj7jjbv5ldnhyofmazcy4 335 32 Table Table NNP work_ifymfqj7jjbv5ldnhyofmazcy4 335 33 11 11 CD work_ifymfqj7jjbv5ldnhyofmazcy4 335 34 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 335 35 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 335 36 which which WDT work_ifymfqj7jjbv5ldnhyofmazcy4 335 37 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 335 38 defined define VBN work_ifymfqj7jjbv5ldnhyofmazcy4 335 39 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 335 40 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 335 41 size size NN work_ifymfqj7jjbv5ldnhyofmazcy4 335 42 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 335 43 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 335 44 intersection intersection NN work_ifymfqj7jjbv5ldnhyofmazcy4 335 45 divided divide VBN work_ifymfqj7jjbv5ldnhyofmazcy4 335 46 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 335 47 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 335 48 size size NN work_ifymfqj7jjbv5ldnhyofmazcy4 335 49 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 335 50 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 335 51 union union NN work_ifymfqj7jjbv5ldnhyofmazcy4 335 52 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 335 53 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 335 54 given give VBN work_ifymfqj7jjbv5ldnhyofmazcy4 335 55 sets set NNS work_ifymfqj7jjbv5ldnhyofmazcy4 335 56 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 336 1 These these DT work_ifymfqj7jjbv5ldnhyofmazcy4 336 2 similarities similarity NNS work_ifymfqj7jjbv5ldnhyofmazcy4 336 3 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 336 4 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 336 5 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 336 6 cluster cluster VB work_ifymfqj7jjbv5ldnhyofmazcy4 336 7 corpora corpora NN work_ifymfqj7jjbv5ldnhyofmazcy4 336 8 based base VBN work_ifymfqj7jjbv5ldnhyofmazcy4 336 9 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 336 10 idiom idiom JJ work_ifymfqj7jjbv5ldnhyofmazcy4 336 11 usage usage NN work_ifymfqj7jjbv5ldnhyofmazcy4 336 12 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 337 1 Fig fig NN work_ifymfqj7jjbv5ldnhyofmazcy4 337 2 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 338 1 4 4 CD work_ifymfqj7jjbv5ldnhyofmazcy4 338 2 provides provide VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 338 3 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 338 4 den- den- NN work_ifymfqj7jjbv5ldnhyofmazcy4 338 5 drogram drogram NNP work_ifymfqj7jjbv5ldnhyofmazcy4 338 6 produced produce VBN work_ifymfqj7jjbv5ldnhyofmazcy4 338 7 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 338 8 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 338 9 result result NN work_ifymfqj7jjbv5ldnhyofmazcy4 338 10 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 338 11 hierarchical hierarchical JJ work_ifymfqj7jjbv5ldnhyofmazcy4 338 12 clustering clustering NN work_ifymfqj7jjbv5ldnhyofmazcy4 338 13 based base VBN work_ifymfqj7jjbv5ldnhyofmazcy4 338 14 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 338 15 complete complete JJ work_ifymfqj7jjbv5ldnhyofmazcy4 338 16 linkage linkage NN work_ifymfqj7jjbv5ldnhyofmazcy4 338 17 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 338 18 Euclidian euclidian JJ work_ifymfqj7jjbv5ldnhyofmazcy4 338 19 distance distance NN work_ifymfqj7jjbv5ldnhyofmazcy4 338 20 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 338 21 whose whose WP$ work_ifymfqj7jjbv5ldnhyofmazcy4 338 22 values value NNS work_ifymfqj7jjbv5ldnhyofmazcy4 338 23 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 338 24 shown show VBN work_ifymfqj7jjbv5ldnhyofmazcy4 338 25 between between IN work_ifymfqj7jjbv5ldnhyofmazcy4 338 26 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 338 27 clusters cluster NNS work_ifymfqj7jjbv5ldnhyofmazcy4 338 28 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 339 1 Table table NN work_ifymfqj7jjbv5ldnhyofmazcy4 339 2 12 12 CD work_ifymfqj7jjbv5ldnhyofmazcy4 339 3 illustrates illustrate VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 339 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 339 5 differences difference NNS work_ifymfqj7jjbv5ldnhyofmazcy4 339 6 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 339 7 most most RBS work_ifymfqj7jjbv5ldnhyofmazcy4 339 8 frequently frequently RB work_ifymfqj7jjbv5ldnhyofmazcy4 339 9 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 339 10 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 339 11 across across IN work_ifymfqj7jjbv5ldnhyofmazcy4 339 12 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 339 13 corpora corpora NN work_ifymfqj7jjbv5ldnhyofmazcy4 339 14 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 340 1 Our -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 340 2 attempt attempt NN work_ifymfqj7jjbv5ldnhyofmazcy4 340 3 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 340 4 generalize generalize VB work_ifymfqj7jjbv5ldnhyofmazcy4 340 5 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 340 6 evaluation evaluation NN work_ifymfqj7jjbv5ldnhyofmazcy4 340 7 results result NNS work_ifymfqj7jjbv5ldnhyofmazcy4 340 8 presented present VBN work_ifymfqj7jjbv5ldnhyofmazcy4 340 9 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 340 10 Section section NN work_ifymfqj7jjbv5ldnhyofmazcy4 340 11 5 5 CD work_ifymfqj7jjbv5ldnhyofmazcy4 340 12 will will MD work_ifymfqj7jjbv5ldnhyofmazcy4 340 13 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 340 14 based base VBN work_ifymfqj7jjbv5ldnhyofmazcy4 340 15 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 340 16 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 340 17 following follow VBG work_ifymfqj7jjbv5ldnhyofmazcy4 340 18 assumptions assumption NNS work_ifymfqj7jjbv5ldnhyofmazcy4 340 19 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 341 1 Given give VBN work_ifymfqj7jjbv5ldnhyofmazcy4 341 2 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 341 3 cor- cor- NN work_ifymfqj7jjbv5ldnhyofmazcy4 341 4 pus pus NN work_ifymfqj7jjbv5ldnhyofmazcy4 341 5 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 341 6 subjective subjective JJ work_ifymfqj7jjbv5ldnhyofmazcy4 341 7 sentences sentence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 341 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 341 9 let let VB work_ifymfqj7jjbv5ldnhyofmazcy4 341 10 I -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 341 11 refer refer VB work_ifymfqj7jjbv5ldnhyofmazcy4 341 12 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 341 13 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 341 14 subset subset NN work_ifymfqj7jjbv5ldnhyofmazcy4 341 15 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 341 16 such such JJ work_ifymfqj7jjbv5ldnhyofmazcy4 341 17 sentences sentence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 341 18 that that WDT work_ifymfqj7jjbv5ldnhyofmazcy4 341 19 contain contain VBP work_ifymfqj7jjbv5ldnhyofmazcy4 341 20 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 341 21 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 341 22 let let VB work_ifymfqj7jjbv5ldnhyofmazcy4 341 23 O o UH work_ifymfqj7jjbv5ldnhyofmazcy4 341 24 refer refer VB work_ifymfqj7jjbv5ldnhyofmazcy4 341 25 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 341 26 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 341 27 remaining remain VBG work_ifymfqj7jjbv5ldnhyofmazcy4 341 28 sentences sentence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 341 29 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 342 1 Further further RB work_ifymfqj7jjbv5ldnhyofmazcy4 342 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 342 3 let let VB work_ifymfqj7jjbv5ldnhyofmazcy4 342 4 FI FI NNP work_ifymfqj7jjbv5ldnhyofmazcy4 342 5 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 342 6 FO FO NNP work_ifymfqj7jjbv5ldnhyofmazcy4 342 7 denote denote VB work_ifymfqj7jjbv5ldnhyofmazcy4 342 8 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 342 9 F f NN work_ifymfqj7jjbv5ldnhyofmazcy4 342 10 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 342 11 measure measure NN work_ifymfqj7jjbv5ldnhyofmazcy4 342 12 values value NNS work_ifymfqj7jjbv5ldnhyofmazcy4 342 13 achieved achieve VBN work_ifymfqj7jjbv5ldnhyofmazcy4 342 14 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 342 15 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 342 16 baseline baseline NN work_ifymfqj7jjbv5ldnhyofmazcy4 342 17 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 342 18 classification classification NN work_ifymfqj7jjbv5ldnhyofmazcy4 342 19 method method NN work_ifymfqj7jjbv5ldnhyofmazcy4 342 20 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 342 21 these these DT work_ifymfqj7jjbv5ldnhyofmazcy4 342 22 two two CD work_ifymfqj7jjbv5ldnhyofmazcy4 342 23 subsets subset NNS work_ifymfqj7jjbv5ldnhyofmazcy4 342 24 respectively respectively RB work_ifymfqj7jjbv5ldnhyofmazcy4 342 25 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 343 1 If if IN work_ifymfqj7jjbv5ldnhyofmazcy4 343 2 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 343 3 re re VBP work_ifymfqj7jjbv5ldnhyofmazcy4 343 4 - - VBP work_ifymfqj7jjbv5ldnhyofmazcy4 343 5 classify classify VBP work_ifymfqj7jjbv5ldnhyofmazcy4 343 6 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 343 7 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 343 8 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 343 9 these these DT work_ifymfqj7jjbv5ldnhyofmazcy4 343 10 subsets subset NNS work_ifymfqj7jjbv5ldnhyofmazcy4 343 11 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 343 12 combining combine VBG work_ifymfqj7jjbv5ldnhyofmazcy4 343 13 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 343 14 baseline baseline NN work_ifymfqj7jjbv5ldnhyofmazcy4 343 15 method method NN work_ifymfqj7jjbv5ldnhyofmazcy4 343 16 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 343 17 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 343 18 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 343 19 based base VBN work_ifymfqj7jjbv5ldnhyofmazcy4 343 20 features feature NNS work_ifymfqj7jjbv5ldnhyofmazcy4 343 21 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 343 22 described describe VBN work_ifymfqj7jjbv5ldnhyofmazcy4 343 23 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 343 24 Section section NN work_ifymfqj7jjbv5ldnhyofmazcy4 343 25 4 4 CD work_ifymfqj7jjbv5ldnhyofmazcy4 343 26 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 343 27 then then RB work_ifymfqj7jjbv5ldnhyofmazcy4 343 28 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 343 29 value value NN work_ifymfqj7jjbv5ldnhyofmazcy4 343 30 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 343 31 FO FO NNP work_ifymfqj7jjbv5ldnhyofmazcy4 343 32 will will MD work_ifymfqj7jjbv5ldnhyofmazcy4 343 33 remain remain VB work_ifymfqj7jjbv5ldnhyofmazcy4 343 34 unchanged unchanged JJ work_ifymfqj7jjbv5ldnhyofmazcy4 343 35 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 343 36 whereas whereas IN work_ifymfqj7jjbv5ldnhyofmazcy4 343 37 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 343 38 F F NNP work_ifymfqj7jjbv5ldnhyofmazcy4 343 39 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 343 40 measure measure NN work_ifymfqj7jjbv5ldnhyofmazcy4 343 41 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 343 42 set set NN work_ifymfqj7jjbv5ldnhyofmazcy4 343 43 I -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 343 44 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 343 45 expected expect VBN work_ifymfqj7jjbv5ldnhyofmazcy4 343 46 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 343 47 increase increase VB work_ifymfqj7jjbv5ldnhyofmazcy4 343 48 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 343 49 FI fi NN work_ifymfqj7jjbv5ldnhyofmazcy4 343 50 + + CC work_ifymfqj7jjbv5ldnhyofmazcy4 343 51 i i PRP work_ifymfqj7jjbv5ldnhyofmazcy4 343 52 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 343 53 where where WRB work_ifymfqj7jjbv5ldnhyofmazcy4 343 54 i i PRP work_ifymfqj7jjbv5ldnhyofmazcy4 343 55 refers refer VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 343 56 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 343 57 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 343 58 expected expect VBN work_ifymfqj7jjbv5ldnhyofmazcy4 343 59 improvement improvement NN work_ifymfqj7jjbv5ldnhyofmazcy4 343 60 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 344 1 If if IN work_ifymfqj7jjbv5ldnhyofmazcy4 344 2 p p NN work_ifymfqj7jjbv5ldnhyofmazcy4 344 3 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 344 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 344 5 percentage percentage NN work_ifymfqj7jjbv5ldnhyofmazcy4 344 6 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 344 7 subjective subjective JJ work_ifymfqj7jjbv5ldnhyofmazcy4 344 8 sentences sentence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 344 9 that that WDT work_ifymfqj7jjbv5ldnhyofmazcy4 344 10 contain contain VBP work_ifymfqj7jjbv5ldnhyofmazcy4 344 11 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 344 12 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 344 13 i.e. i.e. FW work_ifymfqj7jjbv5ldnhyofmazcy4 345 1 p p LS work_ifymfqj7jjbv5ldnhyofmazcy4 345 2 = = : work_ifymfqj7jjbv5ldnhyofmazcy4 345 3 |I|/|I |I|/|I . work_ifymfqj7jjbv5ldnhyofmazcy4 345 4 [ [ -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 345 5 O| O| NNP work_ifymfqj7jjbv5ldnhyofmazcy4 345 6 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 345 7 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 345 8 then then RB work_ifymfqj7jjbv5ldnhyofmazcy4 345 9 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 345 10 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 345 11 use use VB work_ifymfqj7jjbv5ldnhyofmazcy4 345 12 it -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 345 13 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 345 14 roughly roughly RB work_ifymfqj7jjbv5ldnhyofmazcy4 345 15 estimate estimate VB work_ifymfqj7jjbv5ldnhyofmazcy4 345 16 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 345 17 overall overall JJ work_ifymfqj7jjbv5ldnhyofmazcy4 345 18 value value NN work_ifymfqj7jjbv5ldnhyofmazcy4 345 19 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 345 20 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 345 21 F F NNP work_ifymfqj7jjbv5ldnhyofmazcy4 345 22 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 345 23 measure measure NN work_ifymfqj7jjbv5ldnhyofmazcy4 345 24 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 345 25 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 345 26 weighted weighted JJ work_ifymfqj7jjbv5ldnhyofmazcy4 345 27 average average NN work_ifymfqj7jjbv5ldnhyofmazcy4 345 28 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 345 29 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 345 30 values value NNS work_ifymfqj7jjbv5ldnhyofmazcy4 345 31 achieved achieve VBN work_ifymfqj7jjbv5ldnhyofmazcy4 345 32 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 345 33 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 345 34 given give VBN work_ifymfqj7jjbv5ldnhyofmazcy4 345 35 subsets subset NNS work_ifymfqj7jjbv5ldnhyofmazcy4 345 36 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 345 37 i.e. i.e. FW work_ifymfqj7jjbv5ldnhyofmazcy4 346 1 F F NNP work_ifymfqj7jjbv5ldnhyofmazcy4 346 2 = = SYM work_ifymfqj7jjbv5ldnhyofmazcy4 346 3 p p NNP work_ifymfqj7jjbv5ldnhyofmazcy4 346 4 � � NNP work_ifymfqj7jjbv5ldnhyofmazcy4 346 5 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 346 6 FI fi NN work_ifymfqj7jjbv5ldnhyofmazcy4 346 7 + + CC work_ifymfqj7jjbv5ldnhyofmazcy4 346 8 i i NN work_ifymfqj7jjbv5ldnhyofmazcy4 346 9 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 346 10 + + NFP work_ifymfqj7jjbv5ldnhyofmazcy4 346 11 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 346 12 1 1 CD work_ifymfqj7jjbv5ldnhyofmazcy4 346 13 � � NNP work_ifymfqj7jjbv5ldnhyofmazcy4 346 14 p p NN work_ifymfqj7jjbv5ldnhyofmazcy4 346 15 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 346 16 � � NNP work_ifymfqj7jjbv5ldnhyofmazcy4 346 17 FO FO NNP work_ifymfqj7jjbv5ldnhyofmazcy4 346 18 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 347 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 347 2 that that DT work_ifymfqj7jjbv5ldnhyofmazcy4 347 3 case case NN work_ifymfqj7jjbv5ldnhyofmazcy4 347 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 347 5 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 347 6 overall overall JJ work_ifymfqj7jjbv5ldnhyofmazcy4 347 7 improvement improvement NN work_ifymfqj7jjbv5ldnhyofmazcy4 347 8 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 347 9 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 347 10 F F NNP work_ifymfqj7jjbv5ldnhyofmazcy4 347 11 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 347 12 measure measure NN work_ifymfqj7jjbv5ldnhyofmazcy4 347 13 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 347 14 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 347 15 estimated estimate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 347 16 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 347 17 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 347 18 value value NN work_ifymfqj7jjbv5ldnhyofmazcy4 347 19 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 347 20 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 347 21 product product NN work_ifymfqj7jjbv5ldnhyofmazcy4 347 22 p p NN work_ifymfqj7jjbv5ldnhyofmazcy4 347 23 � � NN work_ifymfqj7jjbv5ldnhyofmazcy4 347 24 i. i. NN work_ifymfqj7jjbv5ldnhyofmazcy4 348 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 348 2 other other JJ work_ifymfqj7jjbv5ldnhyofmazcy4 348 3 words word NNS work_ifymfqj7jjbv5ldnhyofmazcy4 348 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 348 5 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 348 6 order order NN work_ifymfqj7jjbv5ldnhyofmazcy4 348 7 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 348 8 generalize generalize VB work_ifymfqj7jjbv5ldnhyofmazcy4 348 9 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 348 10 evaluation evaluation NN work_ifymfqj7jjbv5ldnhyofmazcy4 348 11 results result NNS work_ifymfqj7jjbv5ldnhyofmazcy4 348 12 presented present VBN work_ifymfqj7jjbv5ldnhyofmazcy4 348 13 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 348 14 Section section NN work_ifymfqj7jjbv5ldnhyofmazcy4 348 15 5 5 CD work_ifymfqj7jjbv5ldnhyofmazcy4 348 16 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 348 17 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 348 18 improvement improvement NN work_ifymfqj7jjbv5ldnhyofmazcy4 348 19 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 348 20 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 348 21 classification classification NN work_ifymfqj7jjbv5ldnhyofmazcy4 348 22 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 348 23 sentences sentence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 348 24 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 348 25 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 348 26 Coverage Coverage NNP work_ifymfqj7jjbv5ldnhyofmazcy4 348 27 Size Size NNP work_ifymfqj7jjbv5ldnhyofmazcy4 348 28 Source Source NNP work_ifymfqj7jjbv5ldnhyofmazcy4 348 29 50,000 50,000 CD work_ifymfqj7jjbv5ldnhyofmazcy4 348 30 reviews review NNS work_ifymfqj7jjbv5ldnhyofmazcy4 348 31 63.40 63.40 CD work_ifymfqj7jjbv5ldnhyofmazcy4 348 32 MB MB NNS work_ifymfqj7jjbv5ldnhyofmazcy4 348 33 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 348 34 Maas Maas NNP work_ifymfqj7jjbv5ldnhyofmazcy4 348 35 et et FW work_ifymfqj7jjbv5ldnhyofmazcy4 348 36 al al NNP work_ifymfqj7jjbv5ldnhyofmazcy4 348 37 . . NNP work_ifymfqj7jjbv5ldnhyofmazcy4 348 38 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 348 39 2011 2011 CD work_ifymfqj7jjbv5ldnhyofmazcy4 348 40 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 348 41 2000 2000 CD work_ifymfqj7jjbv5ldnhyofmazcy4 348 42 reviews review NNS work_ifymfqj7jjbv5ldnhyofmazcy4 348 43 7.42 7.42 CD work_ifymfqj7jjbv5ldnhyofmazcy4 348 44 MB MB NNS work_ifymfqj7jjbv5ldnhyofmazcy4 348 45 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 348 46 Pang Pang NNP work_ifymfqj7jjbv5ldnhyofmazcy4 348 47 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 348 48 Lee Lee NNP work_ifymfqj7jjbv5ldnhyofmazcy4 348 49 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 348 50 2004 2004 CD work_ifymfqj7jjbv5ldnhyofmazcy4 348 51 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 348 52 10,662 10,662 CD work_ifymfqj7jjbv5ldnhyofmazcy4 348 53 snippets snippet NNS work_ifymfqj7jjbv5ldnhyofmazcy4 348 54 1.18 1.18 CD work_ifymfqj7jjbv5ldnhyofmazcy4 348 55 MB MB NNS work_ifymfqj7jjbv5ldnhyofmazcy4 348 56 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 348 57 Pang Pang NNP work_ifymfqj7jjbv5ldnhyofmazcy4 348 58 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 348 59 Lee Lee NNP work_ifymfqj7jjbv5ldnhyofmazcy4 348 60 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 348 61 2005 2005 CD work_ifymfqj7jjbv5ldnhyofmazcy4 348 62 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 348 63 259,000 259,000 CD work_ifymfqj7jjbv5ldnhyofmazcy4 348 64 reviews review NNS work_ifymfqj7jjbv5ldnhyofmazcy4 348 65 229.00 229.00 CD work_ifymfqj7jjbv5ldnhyofmazcy4 348 66 MB MB NNS work_ifymfqj7jjbv5ldnhyofmazcy4 348 67 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 348 68 Ganesan Ganesan NNP work_ifymfqj7jjbv5ldnhyofmazcy4 348 69 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 348 70 Zhai Zhai NNP work_ifymfqj7jjbv5ldnhyofmazcy4 348 71 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 348 72 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 348 73 Han Han NNP work_ifymfqj7jjbv5ldnhyofmazcy4 348 74 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 348 75 2010 2010 CD work_ifymfqj7jjbv5ldnhyofmazcy4 348 76 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 348 77 42,230 42,230 CD work_ifymfqj7jjbv5ldnhyofmazcy4 348 78 reviews review NNS work_ifymfqj7jjbv5ldnhyofmazcy4 348 79 27.80 27.80 CD work_ifymfqj7jjbv5ldnhyofmazcy4 348 80 MB mb NN work_ifymfqj7jjbv5ldnhyofmazcy4 348 81 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 348 82 Ganesan Ganesan NNP work_ifymfqj7jjbv5ldnhyofmazcy4 348 83 et et FW work_ifymfqj7jjbv5ldnhyofmazcy4 348 84 al al NNP work_ifymfqj7jjbv5ldnhyofmazcy4 348 85 . . NNP work_ifymfqj7jjbv5ldnhyofmazcy4 348 86 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 348 87 2010 2010 CD work_ifymfqj7jjbv5ldnhyofmazcy4 348 88 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 348 89 300 300 CD work_ifymfqj7jjbv5ldnhyofmazcy4 348 90 products product NNS work_ifymfqj7jjbv5ldnhyofmazcy4 348 91 12.80 12.80 CD work_ifymfqj7jjbv5ldnhyofmazcy4 348 92 MB mb NN work_ifymfqj7jjbv5ldnhyofmazcy4 348 93 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 348 94 Ganesan Ganesan NNP work_ifymfqj7jjbv5ldnhyofmazcy4 348 95 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 348 96 Zhai Zhai NNP work_ifymfqj7jjbv5ldnhyofmazcy4 348 97 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 348 98 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 348 99 Viegas Viegas NNP work_ifymfqj7jjbv5ldnhyofmazcy4 348 100 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 348 101 2012 2012 CD work_ifymfqj7jjbv5ldnhyofmazcy4 348 102 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 348 103 1,048,576 1,048,576 CD work_ifymfqj7jjbv5ldnhyofmazcy4 348 104 tweets tweet NNS work_ifymfqj7jjbv5ldnhyofmazcy4 348 105 76.30 76.30 CD work_ifymfqj7jjbv5ldnhyofmazcy4 348 106 MB MB NNS work_ifymfqj7jjbv5ldnhyofmazcy4 348 107 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 348 108 Go go VB work_ifymfqj7jjbv5ldnhyofmazcy4 348 109 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 348 110 Bhayani Bhayani NNP work_ifymfqj7jjbv5ldnhyofmazcy4 348 111 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 348 112 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 348 113 Huang Huang NNP work_ifymfqj7jjbv5ldnhyofmazcy4 348 114 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 348 115 2009 2009 CD work_ifymfqj7jjbv5ldnhyofmazcy4 348 116 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 348 117 http://www.imdb.com/ http://www.imdb.com/ JJ work_ifymfqj7jjbv5ldnhyofmazcy4 348 118 http://www.rottentomatoes.com/ http://www.rottentomatoes.com/ NN work_ifymfqj7jjbv5ldnhyofmazcy4 348 119 http://www.rottentomatoes.com/ http://www.rottentomatoes.com/ NNP work_ifymfqj7jjbv5ldnhyofmazcy4 348 120 http://www.tripadvisor.co.uk/ http://www.tripadvisor.co.uk/ NNP work_ifymfqj7jjbv5ldnhyofmazcy4 348 121 http://www.edmunds.com/ http://www.edmunds.com/ NNP work_ifymfqj7jjbv5ldnhyofmazcy4 348 122 http://www.cnet.com/ http://www.cnet.com/ NNP work_ifymfqj7jjbv5ldnhyofmazcy4 348 123 http://twitter.com/ http://twitter.com/ CD work_ifymfqj7jjbv5ldnhyofmazcy4 348 124 Table table NN work_ifymfqj7jjbv5ldnhyofmazcy4 348 125 11 11 CD work_ifymfqj7jjbv5ldnhyofmazcy4 348 126 Similarity similarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 348 127 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 348 128 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 348 129 usage usage NN work_ifymfqj7jjbv5ldnhyofmazcy4 348 130 across across IN work_ifymfqj7jjbv5ldnhyofmazcy4 348 131 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 348 132 corpora corpora NN work_ifymfqj7jjbv5ldnhyofmazcy4 348 133 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 349 1 Corpus Corpus NNP work_ifymfqj7jjbv5ldnhyofmazcy4 349 2 MR1 MR1 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 349 3 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 349 4 % % NN work_ifymfqj7jjbv5ldnhyofmazcy4 349 5 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 349 6 MR2 MR2 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 349 7 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 349 8 % % NN work_ifymfqj7jjbv5ldnhyofmazcy4 349 9 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 349 10 MR3 MR3 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 349 11 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 349 12 % % NN work_ifymfqj7jjbv5ldnhyofmazcy4 349 13 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 349 14 HR hr NN work_ifymfqj7jjbv5ldnhyofmazcy4 349 15 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 349 16 % % NN work_ifymfqj7jjbv5ldnhyofmazcy4 349 17 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 349 18 CR CR NNP work_ifymfqj7jjbv5ldnhyofmazcy4 349 19 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 349 20 % % NN work_ifymfqj7jjbv5ldnhyofmazcy4 349 21 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 349 22 PR PR NNP work_ifymfqj7jjbv5ldnhyofmazcy4 349 23 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 349 24 % % NN work_ifymfqj7jjbv5ldnhyofmazcy4 349 25 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 349 26 TW TW NNP work_ifymfqj7jjbv5ldnhyofmazcy4 349 27 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 349 28 % % NN work_ifymfqj7jjbv5ldnhyofmazcy4 349 29 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 349 30 MR1 MR1 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 349 31 100.00 100.00 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 32 33.33 33.33 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 33 25.00 25.00 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 34 11.11 11.11 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 35 8.11 8.11 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 36 8.11 8.11 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 37 17.65 17.65 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 38 MR2 MR2 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 349 39 33.33 33.33 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 40 100.00 100.00 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 41 17.65 17.65 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 42 14.29 14.29 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 43 2.56 2.56 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 44 2.56 2.56 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 45 8.11 8.11 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 46 MR3 MR3 NNS work_ifymfqj7jjbv5ldnhyofmazcy4 349 47 25.00 25.00 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 48 17.65 17.65 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 49 100.00 100.00 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 50 2.56 2.56 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 51 2.56 2.56 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 52 2.56 2.56 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 53 5.26 5.26 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 54 HR hr NN work_ifymfqj7jjbv5ldnhyofmazcy4 349 55 11.11 11.11 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 56 14.29 14.29 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 57 2.56 2.56 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 58 100.00 100.00 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 59 17.65 17.65 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 60 17.65 17.65 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 61 11.11 11.11 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 62 CR CR NNP work_ifymfqj7jjbv5ldnhyofmazcy4 349 63 8.11 8.11 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 64 2.56 2.56 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 65 2.56 2.56 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 66 17.65 17.65 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 67 100.00 100.00 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 68 33.33 33.33 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 69 11.11 11.11 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 70 PR pr NN work_ifymfqj7jjbv5ldnhyofmazcy4 349 71 8.11 8.11 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 72 2.56 2.56 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 73 2.56 2.56 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 74 17.65 17.65 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 75 33.33 33.33 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 76 100.00 100.00 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 77 21.21 21.21 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 78 TW tw NN work_ifymfqj7jjbv5ldnhyofmazcy4 349 79 17.65 17.65 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 80 8.11 8.11 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 81 5.26 5.26 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 82 11.11 11.11 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 83 11.11 11.11 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 84 21.21 21.21 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 85 100.00 100.00 CD work_ifymfqj7jjbv5ldnhyofmazcy4 349 86 Fig fig NN work_ifymfqj7jjbv5ldnhyofmazcy4 349 87 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 350 1 4 4 LS work_ifymfqj7jjbv5ldnhyofmazcy4 350 2 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 351 1 Clustering cluster VBG work_ifymfqj7jjbv5ldnhyofmazcy4 351 2 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 351 3 corpora corpora NN work_ifymfqj7jjbv5ldnhyofmazcy4 351 4 based base VBN work_ifymfqj7jjbv5ldnhyofmazcy4 351 5 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 351 6 idiom idiom JJ work_ifymfqj7jjbv5ldnhyofmazcy4 351 7 usage usage NN work_ifymfqj7jjbv5ldnhyofmazcy4 351 8 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 352 1 Table table NN work_ifymfqj7jjbv5ldnhyofmazcy4 352 2 12 12 CD work_ifymfqj7jjbv5ldnhyofmazcy4 352 3 Top top NN work_ifymfqj7jjbv5ldnhyofmazcy4 352 4 five five CD work_ifymfqj7jjbv5ldnhyofmazcy4 352 5 most most RBS work_ifymfqj7jjbv5ldnhyofmazcy4 352 6 frequently frequently RB work_ifymfqj7jjbv5ldnhyofmazcy4 352 7 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 352 8 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 352 9 across across IN work_ifymfqj7jjbv5ldnhyofmazcy4 352 10 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 352 11 corpora corpora NN work_ifymfqj7jjbv5ldnhyofmazcy4 352 12 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 353 1 Corpus Corpus NNP work_ifymfqj7jjbv5ldnhyofmazcy4 353 2 Idiom Idiom NNP work_ifymfqj7jjbv5ldnhyofmazcy4 353 3 1 1 CD work_ifymfqj7jjbv5ldnhyofmazcy4 353 4 Idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 353 5 2 2 CD work_ifymfqj7jjbv5ldnhyofmazcy4 353 6 Idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 353 7 3 3 CD work_ifymfqj7jjbv5ldnhyofmazcy4 353 8 Idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 353 9 4 4 CD work_ifymfqj7jjbv5ldnhyofmazcy4 353 10 Idiom Idiom NNP work_ifymfqj7jjbv5ldnhyofmazcy4 353 11 5 5 CD work_ifymfqj7jjbv5ldnhyofmazcy4 353 12 MR1 MR1 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 353 13 fall fall NN work_ifymfqj7jjbv5ldnhyofmazcy4 353 14 flat flat RB work_ifymfqj7jjbv5ldnhyofmazcy4 353 15 save save VB work_ifymfqj7jjbv5ldnhyofmazcy4 353 16 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 353 17 day day NN work_ifymfqj7jjbv5ldnhyofmazcy4 353 18 butterflies butterfly NNS work_ifymfqj7jjbv5ldnhyofmazcy4 353 19 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 353 20 stomach stomach NN work_ifymfqj7jjbv5ldnhyofmazcy4 353 21 jaw jaw NN work_ifymfqj7jjbv5ldnhyofmazcy4 353 22 drop drop VBP work_ifymfqj7jjbv5ldnhyofmazcy4 353 23 guilty guilty JJ work_ifymfqj7jjbv5ldnhyofmazcy4 353 24 pleasure pleasure NN work_ifymfqj7jjbv5ldnhyofmazcy4 353 25 MR2 MR2 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 353 26 fall fall VBP work_ifymfqj7jjbv5ldnhyofmazcy4 353 27 flat flat RB work_ifymfqj7jjbv5ldnhyofmazcy4 353 28 save save IN work_ifymfqj7jjbv5ldnhyofmazcy4 353 29 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 353 30 day day NN work_ifymfqj7jjbv5ldnhyofmazcy4 353 31 guilty guilty JJ work_ifymfqj7jjbv5ldnhyofmazcy4 353 32 pleasure pleasure NN work_ifymfqj7jjbv5ldnhyofmazcy4 353 33 devil devil NN work_ifymfqj7jjbv5ldnhyofmazcy4 353 34 ’s ’s POS work_ifymfqj7jjbv5ldnhyofmazcy4 353 35 advocate advocate NN work_ifymfqj7jjbv5ldnhyofmazcy4 353 36 jaw jaw NN work_ifymfqj7jjbv5ldnhyofmazcy4 353 37 drop drop VB work_ifymfqj7jjbv5ldnhyofmazcy4 353 38 MR3 MR3 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 353 39 guilty guilty JJ work_ifymfqj7jjbv5ldnhyofmazcy4 353 40 pleasure pleasure NN work_ifymfqj7jjbv5ldnhyofmazcy4 353 41 fall fall VB work_ifymfqj7jjbv5ldnhyofmazcy4 353 42 flat flat JJ work_ifymfqj7jjbv5ldnhyofmazcy4 353 43 jaw jaw NN work_ifymfqj7jjbv5ldnhyofmazcy4 353 44 drop drop NN work_ifymfqj7jjbv5ldnhyofmazcy4 353 45 speak speak NN work_ifymfqj7jjbv5ldnhyofmazcy4 353 46 volumes volume NNS work_ifymfqj7jjbv5ldnhyofmazcy4 353 47 close close JJ work_ifymfqj7jjbv5ldnhyofmazcy4 353 48 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 353 49 home home NN work_ifymfqj7jjbv5ldnhyofmazcy4 353 50 HR hr NN work_ifymfqj7jjbv5ldnhyofmazcy4 353 51 chill chill VB work_ifymfqj7jjbv5ldnhyofmazcy4 353 52 out out RP work_ifymfqj7jjbv5ldnhyofmazcy4 353 53 mixed mixed JJ work_ifymfqj7jjbv5ldnhyofmazcy4 353 54 feelings feeling NNS work_ifymfqj7jjbv5ldnhyofmazcy4 353 55 go go VBP work_ifymfqj7jjbv5ldnhyofmazcy4 353 56 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 353 57 extra extra JJ work_ifymfqj7jjbv5ldnhyofmazcy4 353 58 mile mile NN work_ifymfqj7jjbv5ldnhyofmazcy4 353 59 lie lie NN work_ifymfqj7jjbv5ldnhyofmazcy4 353 60 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 353 61 last last JJ work_ifymfqj7jjbv5ldnhyofmazcy4 353 62 resort resort NN work_ifymfqj7jjbv5ldnhyofmazcy4 353 63 CR CR NNP work_ifymfqj7jjbv5ldnhyofmazcy4 353 64 come come VBP work_ifymfqj7jjbv5ldnhyofmazcy4 353 65 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 353 66 long long JJ work_ifymfqj7jjbv5ldnhyofmazcy4 353 67 way way NN work_ifymfqj7jjbv5ldnhyofmazcy4 353 68 never never RB work_ifymfqj7jjbv5ldnhyofmazcy4 353 69 looked look VBD work_ifymfqj7jjbv5ldnhyofmazcy4 353 70 back back RB work_ifymfqj7jjbv5ldnhyofmazcy4 353 71 take take VB work_ifymfqj7jjbv5ldnhyofmazcy4 353 72 it -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 353 73 easy easy JJ work_ifymfqj7jjbv5ldnhyofmazcy4 353 74 happy happy JJ work_ifymfqj7jjbv5ldnhyofmazcy4 353 75 camper camper NN work_ifymfqj7jjbv5ldnhyofmazcy4 353 76 leaps leap NNS work_ifymfqj7jjbv5ldnhyofmazcy4 353 77 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 353 78 bounds bound NNS work_ifymfqj7jjbv5ldnhyofmazcy4 353 79 PR pr NN work_ifymfqj7jjbv5ldnhyofmazcy4 353 80 blockbuster blockbuster NN work_ifymfqj7jjbv5ldnhyofmazcy4 353 81 without without IN work_ifymfqj7jjbv5ldnhyofmazcy4 353 82 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 353 83 hitch hitch NN work_ifymfqj7jjbv5ldnhyofmazcy4 353 84 happy happy JJ work_ifymfqj7jjbv5ldnhyofmazcy4 353 85 camper camper NN work_ifymfqj7jjbv5ldnhyofmazcy4 353 86 never never RB work_ifymfqj7jjbv5ldnhyofmazcy4 353 87 looked look VBD work_ifymfqj7jjbv5ldnhyofmazcy4 353 88 back back RB work_ifymfqj7jjbv5ldnhyofmazcy4 353 89 leaps leaps RB work_ifymfqj7jjbv5ldnhyofmazcy4 353 90 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 353 91 bounds bound VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 353 92 TW TW NNP work_ifymfqj7jjbv5ldnhyofmazcy4 353 93 chill chill VB work_ifymfqj7jjbv5ldnhyofmazcy4 353 94 out out RP work_ifymfqj7jjbv5ldnhyofmazcy4 353 95 lie lie NN work_ifymfqj7jjbv5ldnhyofmazcy4 353 96 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 353 97 take take VB work_ifymfqj7jjbv5ldnhyofmazcy4 353 98 it -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 353 99 easy easy RB work_ifymfqj7jjbv5ldnhyofmazcy4 353 100 bored bore VBD work_ifymfqj7jjbv5ldnhyofmazcy4 353 101 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 353 102 tears tear NNS work_ifymfqj7jjbv5ldnhyofmazcy4 353 103 hit hit VB work_ifymfqj7jjbv5ldnhyofmazcy4 353 104 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 353 105 sack sack NN work_ifymfqj7jjbv5ldnhyofmazcy4 353 106 L. L. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 353 107 Williams Williams NNP work_ifymfqj7jjbv5ldnhyofmazcy4 353 108 et et NNP work_ifymfqj7jjbv5ldnhyofmazcy4 353 109 al al NNP work_ifymfqj7jjbv5ldnhyofmazcy4 353 110 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 354 1 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 354 2 Expert expert NN work_ifymfqj7jjbv5ldnhyofmazcy4 354 3 Systems system NNS work_ifymfqj7jjbv5ldnhyofmazcy4 354 4 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 354 5 Applications Applications NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 354 6 42 42 CD work_ifymfqj7jjbv5ldnhyofmazcy4 354 7 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 354 8 2015 2015 CD work_ifymfqj7jjbv5ldnhyofmazcy4 354 9 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 354 10 7375–7385 7375–7385 CD work_ifymfqj7jjbv5ldnhyofmazcy4 354 11 7383 7383 CD work_ifymfqj7jjbv5ldnhyofmazcy4 354 12 should should MD work_ifymfqj7jjbv5ldnhyofmazcy4 354 13 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 354 14 scaled scale VBN work_ifymfqj7jjbv5ldnhyofmazcy4 354 15 down down RP work_ifymfqj7jjbv5ldnhyofmazcy4 354 16 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 354 17 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 354 18 percentage percentage NN work_ifymfqj7jjbv5ldnhyofmazcy4 354 19 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 354 20 such such JJ work_ifymfqj7jjbv5ldnhyofmazcy4 354 21 sentences sentence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 354 22 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 355 1 Based base VBN work_ifymfqj7jjbv5ldnhyofmazcy4 355 2 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 355 3 our -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 355 4 discussion discussion NN work_ifymfqj7jjbv5ldnhyofmazcy4 355 5 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 355 6 see see VB work_ifymfqj7jjbv5ldnhyofmazcy4 355 7 Tables Tables NNP work_ifymfqj7jjbv5ldnhyofmazcy4 355 8 10 10 CD work_ifymfqj7jjbv5ldnhyofmazcy4 355 9 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 355 10 11 11 CD work_ifymfqj7jjbv5ldnhyofmazcy4 355 11 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 355 12 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 355 13 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 355 14 values value NNS work_ifymfqj7jjbv5ldnhyofmazcy4 355 15 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 355 16 both both CC work_ifymfqj7jjbv5ldnhyofmazcy4 355 17 p p NNP work_ifymfqj7jjbv5ldnhyofmazcy4 355 18 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 355 19 i i PRP work_ifymfqj7jjbv5ldnhyofmazcy4 355 20 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 355 21 expected expect VBN work_ifymfqj7jjbv5ldnhyofmazcy4 355 22 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 355 23 vary vary VB work_ifymfqj7jjbv5ldnhyofmazcy4 355 24 across across IN work_ifymfqj7jjbv5ldnhyofmazcy4 355 25 different different JJ work_ifymfqj7jjbv5ldnhyofmazcy4 355 26 genres genre NNS work_ifymfqj7jjbv5ldnhyofmazcy4 355 27 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 356 1 For for IN work_ifymfqj7jjbv5ldnhyofmazcy4 356 2 example example NN work_ifymfqj7jjbv5ldnhyofmazcy4 356 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 356 4 p p NNP work_ifymfqj7jjbv5ldnhyofmazcy4 356 5 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 356 6 found find VBN work_ifymfqj7jjbv5ldnhyofmazcy4 356 7 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 356 8 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 356 9 over over IN work_ifymfqj7jjbv5ldnhyofmazcy4 356 10 0.70 0.70 CD work_ifymfqj7jjbv5ldnhyofmazcy4 356 11 % % NN work_ifymfqj7jjbv5ldnhyofmazcy4 356 12 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 356 13 0.27 0.27 CD work_ifymfqj7jjbv5ldnhyofmazcy4 356 14 % % NN work_ifymfqj7jjbv5ldnhyofmazcy4 356 15 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 356 16 corpora corpora NN work_ifymfqj7jjbv5ldnhyofmazcy4 356 17 MR3 MR3 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 356 18 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 356 19 TW TW NNP work_ifymfqj7jjbv5ldnhyofmazcy4 356 20 respec- respec- NN work_ifymfqj7jjbv5ldnhyofmazcy4 356 21 tively tively RB work_ifymfqj7jjbv5ldnhyofmazcy4 356 22 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 356 23 note note VB work_ifymfqj7jjbv5ldnhyofmazcy4 356 24 that that IN work_ifymfqj7jjbv5ldnhyofmazcy4 356 25 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 356 26 only only RB work_ifymfqj7jjbv5ldnhyofmazcy4 356 27 used use VBD work_ifymfqj7jjbv5ldnhyofmazcy4 356 28 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 356 29 list list NN work_ifymfqj7jjbv5ldnhyofmazcy4 356 30 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 356 31 580 580 CD work_ifymfqj7jjbv5ldnhyofmazcy4 356 32 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 356 33 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 356 34 so so IN work_ifymfqj7jjbv5ldnhyofmazcy4 356 35 these these DT work_ifymfqj7jjbv5ldnhyofmazcy4 356 36 num- num- JJ work_ifymfqj7jjbv5ldnhyofmazcy4 356 37 bers ber NNS work_ifymfqj7jjbv5ldnhyofmazcy4 356 38 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 356 39 expected expect VBN work_ifymfqj7jjbv5ldnhyofmazcy4 356 40 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 356 41 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 356 42 higher high JJR work_ifymfqj7jjbv5ldnhyofmazcy4 356 43 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 356 44 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 357 1 On on IN work_ifymfqj7jjbv5ldnhyofmazcy4 357 2 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 357 3 other other JJ work_ifymfqj7jjbv5ldnhyofmazcy4 357 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 357 5 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 357 6 classification classification NN work_ifymfqj7jjbv5ldnhyofmazcy4 357 7 improvement improvement NN work_ifymfqj7jjbv5ldnhyofmazcy4 357 8 i i PRP work_ifymfqj7jjbv5ldnhyofmazcy4 357 9 will will MD work_ifymfqj7jjbv5ldnhyofmazcy4 357 10 vary vary VB work_ifymfqj7jjbv5ldnhyofmazcy4 357 11 depending depend VBG work_ifymfqj7jjbv5ldnhyofmazcy4 357 12 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 357 13 both both CC work_ifymfqj7jjbv5ldnhyofmazcy4 357 14 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 357 15 baseline baseline NN work_ifymfqj7jjbv5ldnhyofmazcy4 357 16 method method NN work_ifymfqj7jjbv5ldnhyofmazcy4 357 17 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 357 18 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 357 19 genre genre NN work_ifymfqj7jjbv5ldnhyofmazcy4 357 20 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 358 1 Our -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 358 2 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 358 3 classification classification NN work_ifymfqj7jjbv5ldnhyofmazcy4 358 4 experiments experiment NNS work_ifymfqj7jjbv5ldnhyofmazcy4 358 5 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 358 6 con- con- NN work_ifymfqj7jjbv5ldnhyofmazcy4 358 7 ducted ducte VBN work_ifymfqj7jjbv5ldnhyofmazcy4 358 8 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 358 9 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 358 10 genre genre NN work_ifymfqj7jjbv5ldnhyofmazcy4 358 11 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 358 12 neutral neutral JJ work_ifymfqj7jjbv5ldnhyofmazcy4 358 13 corpus corpus NN work_ifymfqj7jjbv5ldnhyofmazcy4 358 14 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 358 15 sentences sentence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 358 16 that that WDT work_ifymfqj7jjbv5ldnhyofmazcy4 358 17 contain contain VBP work_ifymfqj7jjbv5ldnhyofmazcy4 358 18 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 358 19 wide wide JJ work_ifymfqj7jjbv5ldnhyofmazcy4 358 20 spectrum spectrum NN work_ifymfqj7jjbv5ldnhyofmazcy4 358 21 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 358 22 uniformly uniformly RB work_ifymfqj7jjbv5ldnhyofmazcy4 358 23 distributed distribute VBN work_ifymfqj7jjbv5ldnhyofmazcy4 358 24 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 358 25 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 358 26 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 358 27 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 358 28 such such JJ work_ifymfqj7jjbv5ldnhyofmazcy4 358 29 were be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 358 30 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 358 31 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 358 32 estimate estimate VB work_ifymfqj7jjbv5ldnhyofmazcy4 358 33 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 358 34 expected expected JJ work_ifymfqj7jjbv5ldnhyofmazcy4 358 35 improvement improvement NN work_ifymfqj7jjbv5ldnhyofmazcy4 358 36 i i NNP work_ifymfqj7jjbv5ldnhyofmazcy4 358 37 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 358 38 15 15 CD work_ifymfqj7jjbv5ldnhyofmazcy4 358 39 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 358 40 20 20 CD work_ifymfqj7jjbv5ldnhyofmazcy4 358 41 percent percent NN work_ifymfqj7jjbv5ldnhyofmazcy4 358 42 points point NNS work_ifymfqj7jjbv5ldnhyofmazcy4 358 43 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 358 44 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 358 45 unbiased unbiased JJ work_ifymfqj7jjbv5ldnhyofmazcy4 358 46 fashion fashion NN work_ifymfqj7jjbv5ldnhyofmazcy4 358 47 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 359 1 7 7 LS work_ifymfqj7jjbv5ldnhyofmazcy4 359 2 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 360 1 Conclusions conclusion NNS work_ifymfqj7jjbv5ldnhyofmazcy4 360 2 We -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 360 3 have have VBP work_ifymfqj7jjbv5ldnhyofmazcy4 360 4 demonstrated demonstrate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 360 5 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 360 6 value value NN work_ifymfqj7jjbv5ldnhyofmazcy4 360 7 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 360 8 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 360 9 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 360 10 features feature NNS work_ifymfqj7jjbv5ldnhyofmazcy4 360 11 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 360 12 senti- senti- NNP work_ifymfqj7jjbv5ldnhyofmazcy4 360 13 ment ment JJ work_ifymfqj7jjbv5ldnhyofmazcy4 360 14 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 360 15 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 360 16 showing show VBG work_ifymfqj7jjbv5ldnhyofmazcy4 360 17 that that IN work_ifymfqj7jjbv5ldnhyofmazcy4 360 18 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 360 19 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 360 20 based base VBN work_ifymfqj7jjbv5ldnhyofmazcy4 360 21 features feature NNS work_ifymfqj7jjbv5ldnhyofmazcy4 360 22 significantly significantly RB work_ifymfqj7jjbv5ldnhyofmazcy4 360 23 improve improve VBP work_ifymfqj7jjbv5ldnhyofmazcy4 360 24 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 360 25 classification classification NN work_ifymfqj7jjbv5ldnhyofmazcy4 360 26 results result NNS work_ifymfqj7jjbv5ldnhyofmazcy4 360 27 when when WRB work_ifymfqj7jjbv5ldnhyofmazcy4 360 28 such such JJ work_ifymfqj7jjbv5ldnhyofmazcy4 360 29 features feature NNS work_ifymfqj7jjbv5ldnhyofmazcy4 360 30 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 360 31 present present JJ work_ifymfqj7jjbv5ldnhyofmazcy4 360 32 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 361 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 361 2 overall overall JJ work_ifymfqj7jjbv5ldnhyofmazcy4 361 3 performance performance NN work_ifymfqj7jjbv5ldnhyofmazcy4 361 4 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 361 5 terms term NNS work_ifymfqj7jjbv5ldnhyofmazcy4 361 6 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 361 7 precision precision NN work_ifymfqj7jjbv5ldnhyofmazcy4 361 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 361 9 recall recall NN work_ifymfqj7jjbv5ldnhyofmazcy4 361 10 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 361 11 F f NN work_ifymfqj7jjbv5ldnhyofmazcy4 361 12 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 361 13 measure measure NN work_ifymfqj7jjbv5ldnhyofmazcy4 361 14 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 361 15 improved improve VBN work_ifymfqj7jjbv5ldnhyofmazcy4 361 16 from from IN work_ifymfqj7jjbv5ldnhyofmazcy4 361 17 45 45 CD work_ifymfqj7jjbv5ldnhyofmazcy4 361 18 % % NN work_ifymfqj7jjbv5ldnhyofmazcy4 361 19 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 361 20 64 64 CD work_ifymfqj7jjbv5ldnhyofmazcy4 361 21 % % NN work_ifymfqj7jjbv5ldnhyofmazcy4 361 22 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 361 23 one one CD work_ifymfqj7jjbv5ldnhyofmazcy4 361 24 experiment experiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 361 25 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 361 26 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 361 27 from from IN work_ifymfqj7jjbv5ldnhyofmazcy4 361 28 46 46 CD work_ifymfqj7jjbv5ldnhyofmazcy4 361 29 % % NN work_ifymfqj7jjbv5ldnhyofmazcy4 361 30 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 361 31 61 61 CD work_ifymfqj7jjbv5ldnhyofmazcy4 361 32 % % NN work_ifymfqj7jjbv5ldnhyofmazcy4 361 33 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 361 34 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 361 35 other other JJ work_ifymfqj7jjbv5ldnhyofmazcy4 361 36 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 362 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 362 2 terms term NNS work_ifymfqj7jjbv5ldnhyofmazcy4 362 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 362 4 F f NN work_ifymfqj7jjbv5ldnhyofmazcy4 362 5 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 362 6 measure measure NN work_ifymfqj7jjbv5ldnhyofmazcy4 362 7 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 362 8 there there EX work_ifymfqj7jjbv5ldnhyofmazcy4 362 9 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 362 10 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 362 11 improvement improvement NN work_ifymfqj7jjbv5ldnhyofmazcy4 362 12 across across IN work_ifymfqj7jjbv5ldnhyofmazcy4 362 13 all all DT work_ifymfqj7jjbv5ldnhyofmazcy4 362 14 classes class NNS work_ifymfqj7jjbv5ldnhyofmazcy4 362 15 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 362 16 but but CC work_ifymfqj7jjbv5ldnhyofmazcy4 362 17 most most RBS work_ifymfqj7jjbv5ldnhyofmazcy4 362 18 notably notably RB work_ifymfqj7jjbv5ldnhyofmazcy4 362 19 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 362 20 classifica- classifica- JJ work_ifymfqj7jjbv5ldnhyofmazcy4 362 21 tions tion NNS work_ifymfqj7jjbv5ldnhyofmazcy4 362 22 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 362 23 positive positive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 362 24 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 362 25 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 363 1 This this DT work_ifymfqj7jjbv5ldnhyofmazcy4 363 2 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 363 3 mainly mainly RB work_ifymfqj7jjbv5ldnhyofmazcy4 363 4 attributed attribute VBN work_ifymfqj7jjbv5ldnhyofmazcy4 363 5 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 363 6 consider- consider- NNP work_ifymfqj7jjbv5ldnhyofmazcy4 363 7 ably ably RB work_ifymfqj7jjbv5ldnhyofmazcy4 363 8 improved improve VBN work_ifymfqj7jjbv5ldnhyofmazcy4 363 9 recall recall NN work_ifymfqj7jjbv5ldnhyofmazcy4 363 10 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 363 11 45 45 CD work_ifymfqj7jjbv5ldnhyofmazcy4 363 12 percent percent NN work_ifymfqj7jjbv5ldnhyofmazcy4 363 13 points point NNS work_ifymfqj7jjbv5ldnhyofmazcy4 363 14 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 363 15 both both DT work_ifymfqj7jjbv5ldnhyofmazcy4 363 16 experiments experiment NNS work_ifymfqj7jjbv5ldnhyofmazcy4 363 17 without without IN work_ifymfqj7jjbv5ldnhyofmazcy4 363 18 compromising compromise VBG work_ifymfqj7jjbv5ldnhyofmazcy4 363 19 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 363 20 precision precision NN work_ifymfqj7jjbv5ldnhyofmazcy4 363 21 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 364 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 364 2 order order NN work_ifymfqj7jjbv5ldnhyofmazcy4 364 3 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 364 4 generalize generalize VB work_ifymfqj7jjbv5ldnhyofmazcy4 364 5 these these DT work_ifymfqj7jjbv5ldnhyofmazcy4 364 6 findings finding NNS work_ifymfqj7jjbv5ldnhyofmazcy4 364 7 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 364 8 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 364 9 combined combine VBD work_ifymfqj7jjbv5ldnhyofmazcy4 364 10 them -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 364 11 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 364 12 information information NN work_ifymfqj7jjbv5ldnhyofmazcy4 364 13 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 364 14 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 364 15 distribu- distribu- JJ work_ifymfqj7jjbv5ldnhyofmazcy4 364 16 tion tion NN work_ifymfqj7jjbv5ldnhyofmazcy4 364 17 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 365 1 For for IN work_ifymfqj7jjbv5ldnhyofmazcy4 365 2 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 365 3 purpose purpose NN work_ifymfqj7jjbv5ldnhyofmazcy4 365 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 365 5 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 365 6 used use VBD work_ifymfqj7jjbv5ldnhyofmazcy4 365 7 corpora corpora NN work_ifymfqj7jjbv5ldnhyofmazcy4 365 8 commonly commonly RB work_ifymfqj7jjbv5ldnhyofmazcy4 365 9 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 365 10 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 365 11 evaluate evaluate VB work_ifymfqj7jjbv5ldnhyofmazcy4 365 12 performance performance NN work_ifymfqj7jjbv5ldnhyofmazcy4 365 13 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 365 14 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 365 15 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 365 16 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 366 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 366 2 improvement improvement NN work_ifymfqj7jjbv5ldnhyofmazcy4 366 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 366 4 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 366 5 classification classification NN work_ifymfqj7jjbv5ldnhyofmazcy4 366 6 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 366 7 sentences sentence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 366 8 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 366 9 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 366 10 should should MD work_ifymfqj7jjbv5ldnhyofmazcy4 366 11 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 366 12 scaled scale VBN work_ifymfqj7jjbv5ldnhyofmazcy4 366 13 down down RP work_ifymfqj7jjbv5ldnhyofmazcy4 366 14 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 366 15 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 366 16 percentage percentage NN work_ifymfqj7jjbv5ldnhyofmazcy4 366 17 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 366 18 such such JJ work_ifymfqj7jjbv5ldnhyofmazcy4 366 19 sentences sentence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 366 20 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 367 1 This this DT work_ifymfqj7jjbv5ldnhyofmazcy4 367 2 number number NN work_ifymfqj7jjbv5ldnhyofmazcy4 367 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 367 4 however however RB work_ifymfqj7jjbv5ldnhyofmazcy4 367 5 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 367 6 varied vary VBD work_ifymfqj7jjbv5ldnhyofmazcy4 367 7 across across IN work_ifymfqj7jjbv5ldnhyofmazcy4 367 8 different different JJ work_ifymfqj7jjbv5ldnhyofmazcy4 367 9 corpora corpora NN work_ifymfqj7jjbv5ldnhyofmazcy4 367 10 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 367 11 requires require VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 367 12 further further JJ work_ifymfqj7jjbv5ldnhyofmazcy4 367 13 research research NN work_ifymfqj7jjbv5ldnhyofmazcy4 367 14 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 368 1 For for IN work_ifymfqj7jjbv5ldnhyofmazcy4 368 2 exam- exam- NNP work_ifymfqj7jjbv5ldnhyofmazcy4 368 3 ple ple NN work_ifymfqj7jjbv5ldnhyofmazcy4 368 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 368 5 it -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 368 6 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 368 7 found find VBN work_ifymfqj7jjbv5ldnhyofmazcy4 368 8 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 368 9 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 368 10 over over IN work_ifymfqj7jjbv5ldnhyofmazcy4 368 11 0.70 0.70 CD work_ifymfqj7jjbv5ldnhyofmazcy4 368 12 % % NN work_ifymfqj7jjbv5ldnhyofmazcy4 368 13 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 368 14 0.27 0.27 CD work_ifymfqj7jjbv5ldnhyofmazcy4 368 15 % % NN work_ifymfqj7jjbv5ldnhyofmazcy4 368 16 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 368 17 corpora corpora NN work_ifymfqj7jjbv5ldnhyofmazcy4 368 18 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 368 19 movie movie NN work_ifymfqj7jjbv5ldnhyofmazcy4 368 20 reviews review NNS work_ifymfqj7jjbv5ldnhyofmazcy4 368 21 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 368 22 tweets tweet NNS work_ifymfqj7jjbv5ldnhyofmazcy4 368 23 respectively respectively RB work_ifymfqj7jjbv5ldnhyofmazcy4 368 24 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 369 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 369 2 addition addition NN work_ifymfqj7jjbv5ldnhyofmazcy4 369 3 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 369 4 experimental experimental JJ work_ifymfqj7jjbv5ldnhyofmazcy4 369 5 results result NNS work_ifymfqj7jjbv5ldnhyofmazcy4 369 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 369 7 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 369 8 study study NN work_ifymfqj7jjbv5ldnhyofmazcy4 369 9 provides provide VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 369 10 resources resource NNS work_ifymfqj7jjbv5ldnhyofmazcy4 369 11 that that WDT work_ifymfqj7jjbv5ldnhyofmazcy4 369 12 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 369 13 support support VB work_ifymfqj7jjbv5ldnhyofmazcy4 369 14 further further JJ work_ifymfqj7jjbv5ldnhyofmazcy4 369 15 research research NN work_ifymfqj7jjbv5ldnhyofmazcy4 369 16 into into IN work_ifymfqj7jjbv5ldnhyofmazcy4 369 17 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 369 18 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 369 19 including include VBG work_ifymfqj7jjbv5ldnhyofmazcy4 369 20 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 370 1 We -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 370 2 created create VBD work_ifymfqj7jjbv5ldnhyofmazcy4 370 3 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 370 4 comprehensive comprehensive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 370 5 collection collection NN work_ifymfqj7jjbv5ldnhyofmazcy4 370 6 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 370 7 580 580 CD work_ifymfqj7jjbv5ldnhyofmazcy4 370 8 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 370 9 annotated annotate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 370 10 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 370 11 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 370 12 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 370 13 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 370 14 which which WDT work_ifymfqj7jjbv5ldnhyofmazcy4 370 15 represents represent VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 370 16 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 370 17 largest large JJS work_ifymfqj7jjbv5ldnhyofmazcy4 370 18 lexico lexico JJ work_ifymfqj7jjbv5ldnhyofmazcy4 370 19 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 370 20 semantic semantic JJ work_ifymfqj7jjbv5ldnhyofmazcy4 370 21 resource resource NN work_ifymfqj7jjbv5ldnhyofmazcy4 370 22 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 370 23 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 370 24 kind kind NN work_ifymfqj7jjbv5ldnhyofmazcy4 370 25 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 370 26 utilize utilize VB work_ifymfqj7jjbv5ldnhyofmazcy4 370 27 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 370 28 sentiment sentiment NNP work_ifymfqj7jjbv5ldnhyofmazcy4 370 29 analy- analy- NNP work_ifymfqj7jjbv5ldnhyofmazcy4 370 30 sis sis NNP work_ifymfqj7jjbv5ldnhyofmazcy4 370 31 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 371 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 371 2 addition addition NN work_ifymfqj7jjbv5ldnhyofmazcy4 371 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 371 4 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 371 5 implemented implement VBD work_ifymfqj7jjbv5ldnhyofmazcy4 371 6 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 371 7 set set NN work_ifymfqj7jjbv5ldnhyofmazcy4 371 8 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 371 9 local local JJ work_ifymfqj7jjbv5ldnhyofmazcy4 371 10 grammars grammar NNS work_ifymfqj7jjbv5ldnhyofmazcy4 371 11 that that WDT work_ifymfqj7jjbv5ldnhyofmazcy4 371 12 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 371 13 7384 7384 CD work_ifymfqj7jjbv5ldnhyofmazcy4 371 14 L. L. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 371 15 Williams Williams NNP work_ifymfqj7jjbv5ldnhyofmazcy4 371 16 et et NNP work_ifymfqj7jjbv5ldnhyofmazcy4 371 17 al al NNP work_ifymfqj7jjbv5ldnhyofmazcy4 371 18 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 372 1 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 372 2 Expert expert NN work_ifymfqj7jjbv5ldnhyofmazcy4 372 3 Systems system NNS work_ifymfqj7jjbv5ldnhyofmazcy4 372 4 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 372 5 Applications Applications NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 372 6 42 42 CD work_ifymfqj7jjbv5ldnhyofmazcy4 372 7 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 372 8 2015 2015 CD work_ifymfqj7jjbv5ldnhyofmazcy4 372 9 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 372 10 7375–7385 7375–7385 CD work_ifymfqj7jjbv5ldnhyofmazcy4 372 11 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 372 12 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 372 13 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 372 14 recognize recognize VB work_ifymfqj7jjbv5ldnhyofmazcy4 372 15 occurrences occurrence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 372 16 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 372 17 these these DT work_ifymfqj7jjbv5ldnhyofmazcy4 372 18 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 372 19 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 372 20 text text NN work_ifymfqj7jjbv5ldnhyofmazcy4 372 21 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 373 1 Thus thus RB work_ifymfqj7jjbv5ldnhyofmazcy4 373 2 far far RB work_ifymfqj7jjbv5ldnhyofmazcy4 373 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 373 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 373 5 use use NN work_ifymfqj7jjbv5ldnhyofmazcy4 373 6 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 373 7 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 373 8 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 373 9 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 373 10 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 373 11 was be VBD work_ifymfqj7jjbv5ldnhyofmazcy4 373 12 based base VBN work_ifymfqj7jjbv5ldnhyofmazcy4 373 13 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 373 14 ad ad FW work_ifymfqj7jjbv5ldnhyofmazcy4 373 15 hoc hoc FW work_ifymfqj7jjbv5ldnhyofmazcy4 373 16 approaches approach NNS work_ifymfqj7jjbv5ldnhyofmazcy4 373 17 focusing focus VBG work_ifymfqj7jjbv5ldnhyofmazcy4 373 18 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 373 19 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 373 20 severely severely RB work_ifymfqj7jjbv5ldnhyofmazcy4 373 21 limited limited JJ work_ifymfqj7jjbv5ldnhyofmazcy4 373 22 set set NN work_ifymfqj7jjbv5ldnhyofmazcy4 373 23 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 373 24 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 373 25 that that WDT work_ifymfqj7jjbv5ldnhyofmazcy4 373 26 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 373 27 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 373 28 identified identify VBN work_ifymfqj7jjbv5ldnhyofmazcy4 373 29 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 373 30 text text NN work_ifymfqj7jjbv5ldnhyofmazcy4 373 31 using use VBG work_ifymfqj7jjbv5ldnhyofmazcy4 373 32 dictionary dictionary JJ work_ifymfqj7jjbv5ldnhyofmazcy4 373 33 lookup lookup NN work_ifymfqj7jjbv5ldnhyofmazcy4 373 34 methods method NNS work_ifymfqj7jjbv5ldnhyofmazcy4 373 35 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 374 1 Another another DT work_ifymfqj7jjbv5ldnhyofmazcy4 374 2 obstacle obstacle NN work_ifymfqj7jjbv5ldnhyofmazcy4 374 3 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 374 4 systematically systematically RB work_ifymfqj7jjbv5ldnhyofmazcy4 374 5 investigating investigate VBG work_ifymfqj7jjbv5ldnhyofmazcy4 374 6 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 374 7 role role NN work_ifymfqj7jjbv5ldnhyofmazcy4 374 8 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 374 9 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 374 10 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 374 11 senti- senti- NNP work_ifymfqj7jjbv5ldnhyofmazcy4 374 12 ment ment JJ work_ifymfqj7jjbv5ldnhyofmazcy4 374 13 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 374 14 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 374 15 their -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 374 16 relative relative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 374 17 rarity rarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 374 18 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 375 1 As as IN work_ifymfqj7jjbv5ldnhyofmazcy4 375 2 explained explain VBN work_ifymfqj7jjbv5ldnhyofmazcy4 375 3 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 375 4 previous previous JJ work_ifymfqj7jjbv5ldnhyofmazcy4 375 5 dis- dis- IN work_ifymfqj7jjbv5ldnhyofmazcy4 375 6 cussion cussion NN work_ifymfqj7jjbv5ldnhyofmazcy4 375 7 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 375 8 corpora corpora NNP work_ifymfqj7jjbv5ldnhyofmazcy4 375 9 commonly commonly RB work_ifymfqj7jjbv5ldnhyofmazcy4 375 10 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 375 11 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 375 12 evaluation evaluation NN work_ifymfqj7jjbv5ldnhyofmazcy4 375 13 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 375 14 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 375 15 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 375 16 approaches approach NNS work_ifymfqj7jjbv5ldnhyofmazcy4 375 17 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 375 18 biased biased JJ work_ifymfqj7jjbv5ldnhyofmazcy4 375 19 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 375 20 their -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 375 21 use use NN work_ifymfqj7jjbv5ldnhyofmazcy4 375 22 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 375 23 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 375 24 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 375 25 which which WDT work_ifymfqj7jjbv5ldnhyofmazcy4 375 26 pre- pre- RB work_ifymfqj7jjbv5ldnhyofmazcy4 375 27 vents vent VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 375 28 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 375 29 findings finding NNS work_ifymfqj7jjbv5ldnhyofmazcy4 375 30 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 375 31 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 375 32 role role NN work_ifymfqj7jjbv5ldnhyofmazcy4 375 33 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 375 34 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 375 35 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 375 36 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 375 37 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 375 38 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 375 39 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 375 40 generalized generalize VBN work_ifymfqj7jjbv5ldnhyofmazcy4 375 41 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 376 1 We -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 376 2 assembled assemble VBD work_ifymfqj7jjbv5ldnhyofmazcy4 376 3 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 376 4 corpus corpus NN work_ifymfqj7jjbv5ldnhyofmazcy4 376 5 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 376 6 2521 2521 CD work_ifymfqj7jjbv5ldnhyofmazcy4 376 7 sentences sentence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 376 8 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 376 9 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 376 10 wide wide JJ work_ifymfqj7jjbv5ldnhyofmazcy4 376 11 range range NN work_ifymfqj7jjbv5ldnhyofmazcy4 376 12 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 376 13 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 376 14 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 376 15 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 376 16 context context NN work_ifymfqj7jjbv5ldnhyofmazcy4 376 17 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 377 1 Similarly similarly RB work_ifymfqj7jjbv5ldnhyofmazcy4 377 2 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 377 3 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 377 4 them- them- NN work_ifymfqj7jjbv5ldnhyofmazcy4 377 5 selves self NNS work_ifymfqj7jjbv5ldnhyofmazcy4 377 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 377 7 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 377 8 corpus corpus NN work_ifymfqj7jjbv5ldnhyofmazcy4 377 9 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 377 10 also also RB work_ifymfqj7jjbv5ldnhyofmazcy4 377 11 annotated annotate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 377 12 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 377 13 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 377 14 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 377 15 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 377 16 which which WDT work_ifymfqj7jjbv5ldnhyofmazcy4 377 17 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 377 18 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 377 19 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 377 20 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 377 21 systematic systematic JJ work_ifymfqj7jjbv5ldnhyofmazcy4 377 22 evaluation evaluation NN work_ifymfqj7jjbv5ldnhyofmazcy4 377 23 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 377 24 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 377 25 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 377 26 approaches approach NNS work_ifymfqj7jjbv5ldnhyofmazcy4 377 27 that that WDT work_ifymfqj7jjbv5ldnhyofmazcy4 377 28 claim claim VBP work_ifymfqj7jjbv5ldnhyofmazcy4 377 29 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 377 30 use use VB work_ifymfqj7jjbv5ldnhyofmazcy4 377 31 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 377 32 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 377 33 features feature NNS work_ifymfqj7jjbv5ldnhyofmazcy4 377 34 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 378 1 All all DT work_ifymfqj7jjbv5ldnhyofmazcy4 378 2 resources resource NNS work_ifymfqj7jjbv5ldnhyofmazcy4 378 3 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 378 4 freely freely RB work_ifymfqj7jjbv5ldnhyofmazcy4 378 5 available available JJ work_ifymfqj7jjbv5ldnhyofmazcy4 378 6 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 378 7 download download NN work_ifymfqj7jjbv5ldnhyofmazcy4 378 8 from from IN work_ifymfqj7jjbv5ldnhyofmazcy4 378 9 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 378 10 following following JJ work_ifymfqj7jjbv5ldnhyofmazcy4 378 11 URL url NN work_ifymfqj7jjbv5ldnhyofmazcy4 378 12 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 378 13 http:// http:// JJ work_ifymfqj7jjbv5ldnhyofmazcy4 378 14 www.cs.cf.ac.uk/idioment www.cs.cf.ac.uk/idioment NN work_ifymfqj7jjbv5ldnhyofmazcy4 378 15 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 379 1 This this DT work_ifymfqj7jjbv5ldnhyofmazcy4 379 2 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 379 3 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 379 4 first first JJ work_ifymfqj7jjbv5ldnhyofmazcy4 379 5 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 379 6 our -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 379 7 series series NN work_ifymfqj7jjbv5ldnhyofmazcy4 379 8 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 379 9 studies study NNS work_ifymfqj7jjbv5ldnhyofmazcy4 379 10 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 379 11 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 379 12 role role NN work_ifymfqj7jjbv5ldnhyofmazcy4 379 13 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 379 14 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 379 15 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 379 16 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 379 17 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 379 18 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 380 1 To to IN work_ifymfqj7jjbv5ldnhyofmazcy4 380 2 our -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 380 3 best good JJS work_ifymfqj7jjbv5ldnhyofmazcy4 380 4 knowledge knowledge NN work_ifymfqj7jjbv5ldnhyofmazcy4 380 5 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 380 6 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 380 7 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 380 8 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 380 9 first first JJ work_ifymfqj7jjbv5ldnhyofmazcy4 380 10 study study NN work_ifymfqj7jjbv5ldnhyofmazcy4 380 11 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 380 12 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 380 13 kind kind NN work_ifymfqj7jjbv5ldnhyofmazcy4 380 14 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 380 15 English English NNP work_ifymfqj7jjbv5ldnhyofmazcy4 380 16 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 381 1 Given give VBN work_ifymfqj7jjbv5ldnhyofmazcy4 381 2 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 381 3 positive positive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 381 4 findings finding NNS work_ifymfqj7jjbv5ldnhyofmazcy4 381 5 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 381 6 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 381 7 initial initial JJ work_ifymfqj7jjbv5ldnhyofmazcy4 381 8 study study NN work_ifymfqj7jjbv5ldnhyofmazcy4 381 9 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 381 10 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 381 11 will will MD work_ifymfqj7jjbv5ldnhyofmazcy4 381 12 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 381 13 looking look VBG work_ifymfqj7jjbv5ldnhyofmazcy4 381 14 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 381 15 scale scale VB work_ifymfqj7jjbv5ldnhyofmazcy4 381 16 up up RP work_ifymfqj7jjbv5ldnhyofmazcy4 381 17 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 381 18 approach approach NN work_ifymfqj7jjbv5ldnhyofmazcy4 381 19 described describe VBN work_ifymfqj7jjbv5ldnhyofmazcy4 381 20 here here RB work_ifymfqj7jjbv5ldnhyofmazcy4 381 21 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 382 1 Its -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 382 2 main main JJ work_ifymfqj7jjbv5ldnhyofmazcy4 382 3 limitation limitation NN work_ifymfqj7jjbv5ldnhyofmazcy4 382 4 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 382 5 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 382 6 significant significant JJ work_ifymfqj7jjbv5ldnhyofmazcy4 382 7 overhead overhead NN work_ifymfqj7jjbv5ldnhyofmazcy4 382 8 involved involve VBN work_ifymfqj7jjbv5ldnhyofmazcy4 382 9 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 382 10 handcraft- handcraft- JJ work_ifymfqj7jjbv5ldnhyofmazcy4 382 11 ing ing NNP work_ifymfqj7jjbv5ldnhyofmazcy4 382 12 lexico lexico NNP work_ifymfqj7jjbv5ldnhyofmazcy4 382 13 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 382 14 semantic semantic JJ work_ifymfqj7jjbv5ldnhyofmazcy4 382 15 rules rule NNS work_ifymfqj7jjbv5ldnhyofmazcy4 382 16 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 382 17 recognition recognition NN work_ifymfqj7jjbv5ldnhyofmazcy4 382 18 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 382 19 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 382 20 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 382 21 their -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 382 22 polar- polar- JJ work_ifymfqj7jjbv5ldnhyofmazcy4 382 23 ity ity NN work_ifymfqj7jjbv5ldnhyofmazcy4 382 24 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 383 1 To to TO work_ifymfqj7jjbv5ldnhyofmazcy4 383 2 address address VB work_ifymfqj7jjbv5ldnhyofmazcy4 383 3 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 383 4 bottleneck bottleneck NN work_ifymfqj7jjbv5ldnhyofmazcy4 383 5 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 383 6 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 383 7 will will MD work_ifymfqj7jjbv5ldnhyofmazcy4 383 8 attempt attempt VB work_ifymfqj7jjbv5ldnhyofmazcy4 383 9 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 383 10 automate automate VB work_ifymfqj7jjbv5ldnhyofmazcy4 383 11 two two CD work_ifymfqj7jjbv5ldnhyofmazcy4 383 12 crucial crucial JJ work_ifymfqj7jjbv5ldnhyofmazcy4 383 13 steps step NNS work_ifymfqj7jjbv5ldnhyofmazcy4 383 14 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 383 15 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 383 16 1 1 LS work_ifymfqj7jjbv5ldnhyofmazcy4 383 17 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 383 18 encoding encode VBG work_ifymfqj7jjbv5ldnhyofmazcy4 383 19 local local JJ work_ifymfqj7jjbv5ldnhyofmazcy4 383 20 grammars grammar NNS work_ifymfqj7jjbv5ldnhyofmazcy4 383 21 that that WDT work_ifymfqj7jjbv5ldnhyofmazcy4 383 22 enable enable VBP work_ifymfqj7jjbv5ldnhyofmazcy4 383 23 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 383 24 recognition recognition NN work_ifymfqj7jjbv5ldnhyofmazcy4 383 25 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 383 26 text text NN work_ifymfqj7jjbv5ldnhyofmazcy4 383 27 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 383 28 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 383 29 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 383 30 2 2 LS work_ifymfqj7jjbv5ldnhyofmazcy4 383 31 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 383 32 determining determine VBG work_ifymfqj7jjbv5ldnhyofmazcy4 383 33 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 383 34 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 383 35 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 384 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 384 2 corpus corpus NN work_ifymfqj7jjbv5ldnhyofmazcy4 384 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 384 4 sentences sentence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 384 5 containing contain VBG work_ifymfqj7jjbv5ldnhyofmazcy4 384 6 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 384 7 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 384 8 combination combination NN work_ifymfqj7jjbv5ldnhyofmazcy4 384 9 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 384 10 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 384 11 set set NN work_ifymfqj7jjbv5ldnhyofmazcy4 384 12 local local JJ work_ifymfqj7jjbv5ldnhyofmazcy4 384 13 grammars grammar NNS work_ifymfqj7jjbv5ldnhyofmazcy4 384 14 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 384 15 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 384 16 recognition recognition NN work_ifymfqj7jjbv5ldnhyofmazcy4 384 17 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 384 18 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 384 19 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 384 20 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 384 21 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 384 22 training training NN work_ifymfqj7jjbv5ldnhyofmazcy4 384 23 set set VBD work_ifymfqj7jjbv5ldnhyofmazcy4 384 24 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 384 25 learn learn VB work_ifymfqj7jjbv5ldnhyofmazcy4 384 26 their -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 384 27 lexico lexico JJ work_ifymfqj7jjbv5ldnhyofmazcy4 384 28 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 384 29 syntactic syntactic JJ work_ifymfqj7jjbv5ldnhyofmazcy4 384 30 patterns pattern NNS work_ifymfqj7jjbv5ldnhyofmazcy4 384 31 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 384 32 i.e. i.e. FW work_ifymfqj7jjbv5ldnhyofmazcy4 385 1 induce induce VB work_ifymfqj7jjbv5ldnhyofmazcy4 385 2 which which WDT work_ifymfqj7jjbv5ldnhyofmazcy4 385 3 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 385 4 components component NNS work_ifymfqj7jjbv5ldnhyofmazcy4 385 5 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 385 6 frozen freeze VBN work_ifymfqj7jjbv5ldnhyofmazcy4 385 7 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 385 8 which which WDT work_ifymfqj7jjbv5ldnhyofmazcy4 385 9 ones one NNS work_ifymfqj7jjbv5ldnhyofmazcy4 385 10 vary vary VBP work_ifymfqj7jjbv5ldnhyofmazcy4 385 11 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 385 12 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 385 13 which which WDT work_ifymfqj7jjbv5ldnhyofmazcy4 385 14 sense sense NN work_ifymfqj7jjbv5ldnhyofmazcy4 385 15 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 385 16 e.g. e.g. RB work_ifymfqj7jjbv5ldnhyofmazcy4 386 1 inflection inflection NN work_ifymfqj7jjbv5ldnhyofmazcy4 386 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 386 3 substitution substitution NN work_ifymfqj7jjbv5ldnhyofmazcy4 386 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 386 5 etc etc FW work_ifymfqj7jjbv5ldnhyofmazcy4 386 6 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 386 7 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 386 8 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 387 1 These these DT work_ifymfqj7jjbv5ldnhyofmazcy4 387 2 findings finding NNS work_ifymfqj7jjbv5ldnhyofmazcy4 387 3 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 387 4 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 387 5 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 387 6 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 387 7 generate generate VB work_ifymfqj7jjbv5ldnhyofmazcy4 387 8 lexico lexico JJ work_ifymfqj7jjbv5ldnhyofmazcy4 387 9 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 387 10 syntactic syntactic JJ work_ifymfqj7jjbv5ldnhyofmazcy4 387 11 patterns pattern NNS work_ifymfqj7jjbv5ldnhyofmazcy4 387 12 that that WDT work_ifymfqj7jjbv5ldnhyofmazcy4 387 13 will will MD work_ifymfqj7jjbv5ldnhyofmazcy4 387 14 automati- automati- VB work_ifymfqj7jjbv5ldnhyofmazcy4 387 15 cally cally RB work_ifymfqj7jjbv5ldnhyofmazcy4 387 16 model model NN work_ifymfqj7jjbv5ldnhyofmazcy4 387 17 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 387 18 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 387 19 means mean NNS work_ifymfqj7jjbv5ldnhyofmazcy4 387 20 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 387 21 local local JJ work_ifymfqj7jjbv5ldnhyofmazcy4 387 22 grammars grammar NNS work_ifymfqj7jjbv5ldnhyofmazcy4 387 23 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 388 1 Such such JJ work_ifymfqj7jjbv5ldnhyofmazcy4 388 2 rules rule NNS work_ifymfqj7jjbv5ldnhyofmazcy4 388 3 can can MD work_ifymfqj7jjbv5ldnhyofmazcy4 388 4 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 388 5 optimized optimize VBN work_ifymfqj7jjbv5ldnhyofmazcy4 388 6 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 388 7 terms term NNS work_ifymfqj7jjbv5ldnhyofmazcy4 388 8 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 388 9 precision precision NN work_ifymfqj7jjbv5ldnhyofmazcy4 388 10 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 388 11 recall recall NN work_ifymfqj7jjbv5ldnhyofmazcy4 388 12 using use VBG work_ifymfqj7jjbv5ldnhyofmazcy4 388 13 our -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 388 14 corpus corpus NN work_ifymfqj7jjbv5ldnhyofmazcy4 388 15 annotated annotate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 388 16 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 388 17 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 388 18 occurrences occurrence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 388 19 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 389 1 Solving solve VBG work_ifymfqj7jjbv5ldnhyofmazcy4 389 2 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 389 3 problem problem NN work_ifymfqj7jjbv5ldnhyofmazcy4 389 4 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 389 5 such such JJ work_ifymfqj7jjbv5ldnhyofmazcy4 389 6 high high JJ work_ifymfqj7jjbv5ldnhyofmazcy4 389 7 complexity complexity NN work_ifymfqj7jjbv5ldnhyofmazcy4 389 8 would would MD work_ifymfqj7jjbv5ldnhyofmazcy4 389 9 enable enable VB work_ifymfqj7jjbv5ldnhyofmazcy4 389 10 utilization utilization NN work_ifymfqj7jjbv5ldnhyofmazcy4 389 11 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 389 12 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 389 13 arbitrary arbitrary JJ work_ifymfqj7jjbv5ldnhyofmazcy4 389 14 list list NN work_ifymfqj7jjbv5ldnhyofmazcy4 389 15 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 389 16 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 389 17 without without IN work_ifymfqj7jjbv5ldnhyofmazcy4 389 18 incurring incur VBG work_ifymfqj7jjbv5ldnhyofmazcy4 389 19 additional additional JJ work_ifymfqj7jjbv5ldnhyofmazcy4 389 20 implementation implementation NN work_ifymfqj7jjbv5ldnhyofmazcy4 389 21 overhead overhead RB work_ifymfqj7jjbv5ldnhyofmazcy4 389 22 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 390 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 390 2 order order NN work_ifymfqj7jjbv5ldnhyofmazcy4 390 3 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 390 4 utilize utilize VB work_ifymfqj7jjbv5ldnhyofmazcy4 390 5 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 390 6 arbitrary arbitrary JJ work_ifymfqj7jjbv5ldnhyofmazcy4 390 7 list list NN work_ifymfqj7jjbv5ldnhyofmazcy4 390 8 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 390 9 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 390 10 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 390 11 sentiment sentiment NNP work_ifymfqj7jjbv5ldnhyofmazcy4 390 12 anal- anal- NNP work_ifymfqj7jjbv5ldnhyofmazcy4 390 13 yses yses NNP work_ifymfqj7jjbv5ldnhyofmazcy4 390 14 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 390 15 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 390 16 also also RB work_ifymfqj7jjbv5ldnhyofmazcy4 390 17 need need VBP work_ifymfqj7jjbv5ldnhyofmazcy4 390 18 their -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 390 19 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 390 20 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 391 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 391 2 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 391 3 study study NN work_ifymfqj7jjbv5ldnhyofmazcy4 391 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 391 5 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 391 6 used use VBD work_ifymfqj7jjbv5ldnhyofmazcy4 391 7 crowd- crowd- NN work_ifymfqj7jjbv5ldnhyofmazcy4 391 8 sourcing source VBG work_ifymfqj7jjbv5ldnhyofmazcy4 391 9 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 391 10 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 391 11 purpose purpose NN work_ifymfqj7jjbv5ldnhyofmazcy4 391 12 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 392 1 While while IN work_ifymfqj7jjbv5ldnhyofmazcy4 392 2 such such JJ work_ifymfqj7jjbv5ldnhyofmazcy4 392 3 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 392 4 approach approach NN work_ifymfqj7jjbv5ldnhyofmazcy4 392 5 proved prove VBN work_ifymfqj7jjbv5ldnhyofmazcy4 392 6 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 392 7 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 392 8 efficient efficient JJ work_ifymfqj7jjbv5ldnhyofmazcy4 392 9 especially especially RB work_ifymfqj7jjbv5ldnhyofmazcy4 392 10 when when WRB work_ifymfqj7jjbv5ldnhyofmazcy4 392 11 using use VBG work_ifymfqj7jjbv5ldnhyofmazcy4 392 12 commercial commercial JJ work_ifymfqj7jjbv5ldnhyofmazcy4 392 13 platforms platform NNS work_ifymfqj7jjbv5ldnhyofmazcy4 392 14 such such JJ work_ifymfqj7jjbv5ldnhyofmazcy4 392 15 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 392 16 http://www.crowdflower.com/ http://www.crowdflower.com/ NN work_ifymfqj7jjbv5ldnhyofmazcy4 392 17 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 392 18 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 392 19 would would MD work_ifymfqj7jjbv5ldnhyofmazcy4 392 20 like like VB work_ifymfqj7jjbv5ldnhyofmazcy4 392 21 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 392 22 fully fully RB work_ifymfqj7jjbv5ldnhyofmazcy4 392 23 automate automate VB work_ifymfqj7jjbv5ldnhyofmazcy4 392 24 acquisition acquisition NN work_ifymfqj7jjbv5ldnhyofmazcy4 392 25 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 392 26 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 392 27 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 392 28 as as IN work_ifymfqj7jjbv5ldnhyofmazcy4 392 29 part part NN work_ifymfqj7jjbv5ldnhyofmazcy4 392 30 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 392 31 scaling scale VBG work_ifymfqj7jjbv5ldnhyofmazcy4 392 32 up up RP work_ifymfqj7jjbv5ldnhyofmazcy4 392 33 our -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 392 34 existing exist VBG work_ifymfqj7jjbv5ldnhyofmazcy4 392 35 approach approach NN work_ifymfqj7jjbv5ldnhyofmazcy4 392 36 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 393 1 We -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 393 2 suggest suggest VBP work_ifymfqj7jjbv5ldnhyofmazcy4 393 3 repurposing repurpose VBG work_ifymfqj7jjbv5ldnhyofmazcy4 393 4 existing exist VBG work_ifymfqj7jjbv5ldnhyofmazcy4 393 5 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 393 6 dictionaries dictionary NNS work_ifymfqj7jjbv5ldnhyofmazcy4 393 7 aimed aim VBN work_ifymfqj7jjbv5ldnhyofmazcy4 393 8 at at IN work_ifymfqj7jjbv5ldnhyofmazcy4 393 9 English english JJ work_ifymfqj7jjbv5ldnhyofmazcy4 393 10 language language NN work_ifymfqj7jjbv5ldnhyofmazcy4 393 11 learners learner NNS work_ifymfqj7jjbv5ldnhyofmazcy4 393 12 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 394 1 We -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 394 2 will will MD work_ifymfqj7jjbv5ldnhyofmazcy4 394 3 conduct conduct VB work_ifymfqj7jjbv5ldnhyofmazcy4 394 4 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 394 5 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 394 6 experiments experiment NNS work_ifymfqj7jjbv5ldnhyofmazcy4 394 7 against against IN work_ifymfqj7jjbv5ldnhyofmazcy4 394 8 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 394 9 definitions definition NNS work_ifymfqj7jjbv5ldnhyofmazcy4 394 10 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 395 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 395 2 goal goal NN work_ifymfqj7jjbv5ldnhyofmazcy4 395 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 395 4 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 395 5 exercise exercise NN work_ifymfqj7jjbv5ldnhyofmazcy4 395 6 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 395 7 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 395 8 determine determine VB work_ifymfqj7jjbv5ldnhyofmazcy4 395 9 whether whether IN work_ifymfqj7jjbv5ldnhyofmazcy4 395 10 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 395 11 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 395 12 results result NNS work_ifymfqj7jjbv5ldnhyofmazcy4 395 13 over over IN work_ifymfqj7jjbv5ldnhyofmazcy4 395 14 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 395 15 descriptions description NNS work_ifymfqj7jjbv5ldnhyofmazcy4 395 16 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 395 17 not not RB work_ifymfqj7jjbv5ldnhyofmazcy4 395 18 idioms idioms IN work_ifymfqj7jjbv5ldnhyofmazcy4 395 19 themselves -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 395 20 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 395 21 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 395 22 correlated correlate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 395 23 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 395 24 manual manual JJ work_ifymfqj7jjbv5ldnhyofmazcy4 395 25 annotations annotation NNS work_ifymfqj7jjbv5ldnhyofmazcy4 395 26 acquired acquire VBN work_ifymfqj7jjbv5ldnhyofmazcy4 395 27 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 395 28 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 395 29 study study NN work_ifymfqj7jjbv5ldnhyofmazcy4 395 30 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 396 1 If if IN work_ifymfqj7jjbv5ldnhyofmazcy4 396 2 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 396 3 is be VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 396 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 396 5 case case NN work_ifymfqj7jjbv5ldnhyofmazcy4 396 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 396 7 then then RB work_ifymfqj7jjbv5ldnhyofmazcy4 396 8 it -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 396 9 will will MD work_ifymfqj7jjbv5ldnhyofmazcy4 396 10 be be VB work_ifymfqj7jjbv5ldnhyofmazcy4 396 11 possible possible JJ work_ifymfqj7jjbv5ldnhyofmazcy4 396 12 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 396 13 generate generate VB work_ifymfqj7jjbv5ldnhyofmazcy4 396 14 idiom idiom NN work_ifymfqj7jjbv5ldnhyofmazcy4 396 15 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 396 16 based base VBN work_ifymfqj7jjbv5ldnhyofmazcy4 396 17 features feature NNS work_ifymfqj7jjbv5ldnhyofmazcy4 396 18 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 396 19 i.e. i.e. FW work_ifymfqj7jjbv5ldnhyofmazcy4 397 1 their -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 397 2 sen- sen- NN work_ifymfqj7jjbv5ldnhyofmazcy4 397 3 timent timent JJ work_ifymfqj7jjbv5ldnhyofmazcy4 397 4 polarities polarity NNS work_ifymfqj7jjbv5ldnhyofmazcy4 397 5 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 397 6 automatically automatically RB work_ifymfqj7jjbv5ldnhyofmazcy4 397 7 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 397 8 order order NN work_ifymfqj7jjbv5ldnhyofmazcy4 397 9 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 397 10 utilize utilize VB work_ifymfqj7jjbv5ldnhyofmazcy4 397 11 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 397 12 much much RB work_ifymfqj7jjbv5ldnhyofmazcy4 397 13 wider wide JJR work_ifymfqj7jjbv5ldnhyofmazcy4 397 14 set set NN work_ifymfqj7jjbv5ldnhyofmazcy4 397 15 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 397 16 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 397 17 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 397 18 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 397 19 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 397 20 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 398 1 Combined combine VBN work_ifymfqj7jjbv5ldnhyofmazcy4 398 2 together together RB work_ifymfqj7jjbv5ldnhyofmazcy4 398 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 398 4 both both DT work_ifymfqj7jjbv5ldnhyofmazcy4 398 5 avenues avenue NNS work_ifymfqj7jjbv5ldnhyofmazcy4 398 6 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 398 7 further further JJ work_ifymfqj7jjbv5ldnhyofmazcy4 398 8 research research NN work_ifymfqj7jjbv5ldnhyofmazcy4 398 9 seek seek VBP work_ifymfqj7jjbv5ldnhyofmazcy4 398 10 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 398 11 fully fully RB work_ifymfqj7jjbv5ldnhyofmazcy4 398 12 automate automate VB work_ifymfqj7jjbv5ldnhyofmazcy4 398 13 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 398 14 use use NN work_ifymfqj7jjbv5ldnhyofmazcy4 398 15 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 398 16 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 398 17 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 398 18 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 398 19 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 398 20 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 398 21 mini- mini- NN work_ifymfqj7jjbv5ldnhyofmazcy4 398 22 mize mize VB work_ifymfqj7jjbv5ldnhyofmazcy4 398 23 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 398 24 knowledge knowledge NN work_ifymfqj7jjbv5ldnhyofmazcy4 398 25 elicitation elicitation NN work_ifymfqj7jjbv5ldnhyofmazcy4 398 26 bottleneck bottleneck NN work_ifymfqj7jjbv5ldnhyofmazcy4 398 27 associated associate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 398 28 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 398 29 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 398 30 task task NN work_ifymfqj7jjbv5ldnhyofmazcy4 398 31 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 399 1 Finally finally RB work_ifymfqj7jjbv5ldnhyofmazcy4 399 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 399 3 taking take VBG work_ifymfqj7jjbv5ldnhyofmazcy4 399 4 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 399 5 long long JJ work_ifymfqj7jjbv5ldnhyofmazcy4 399 6 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 399 7 term term NN work_ifymfqj7jjbv5ldnhyofmazcy4 399 8 view view NN work_ifymfqj7jjbv5ldnhyofmazcy4 399 9 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 399 10 we -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 399 11 have have VBP work_ifymfqj7jjbv5ldnhyofmazcy4 399 12 initially initially RB work_ifymfqj7jjbv5ldnhyofmazcy4 399 13 annotated annotate VBN work_ifymfqj7jjbv5ldnhyofmazcy4 399 14 both both DT work_ifymfqj7jjbv5ldnhyofmazcy4 399 15 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 399 16 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 399 17 sentences sentence NNS work_ifymfqj7jjbv5ldnhyofmazcy4 399 18 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 399 19 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 399 20 wide wide JJ work_ifymfqj7jjbv5ldnhyofmazcy4 399 21 range range NN work_ifymfqj7jjbv5ldnhyofmazcy4 399 22 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 399 23 emotions emotion NNS work_ifymfqj7jjbv5ldnhyofmazcy4 399 24 rather rather RB work_ifymfqj7jjbv5ldnhyofmazcy4 399 25 than than IN work_ifymfqj7jjbv5ldnhyofmazcy4 399 26 merely merely RB work_ifymfqj7jjbv5ldnhyofmazcy4 399 27 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 399 28 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 399 29 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 400 1 This this DT work_ifymfqj7jjbv5ldnhyofmazcy4 400 2 will will MD work_ifymfqj7jjbv5ldnhyofmazcy4 400 3 enable enable VB work_ifymfqj7jjbv5ldnhyofmazcy4 400 4 future future JJ work_ifymfqj7jjbv5ldnhyofmazcy4 400 5 studies study NNS work_ifymfqj7jjbv5ldnhyofmazcy4 400 6 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 400 7 expand expand VB work_ifymfqj7jjbv5ldnhyofmazcy4 400 8 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 400 9 our -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 400 10 existing exist VBG work_ifymfqj7jjbv5ldnhyofmazcy4 400 11 research research NN work_ifymfqj7jjbv5ldnhyofmazcy4 400 12 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 400 13 tackle tackle VB work_ifymfqj7jjbv5ldnhyofmazcy4 400 14 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 400 15 more more RBR work_ifymfqj7jjbv5ldnhyofmazcy4 400 16 complex complex JJ work_ifymfqj7jjbv5ldnhyofmazcy4 400 17 prob- prob- NN work_ifymfqj7jjbv5ldnhyofmazcy4 400 18 lem lem XX work_ifymfqj7jjbv5ldnhyofmazcy4 400 19 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 400 20 emotion emotion NN work_ifymfqj7jjbv5ldnhyofmazcy4 400 21 classification classification NN work_ifymfqj7jjbv5ldnhyofmazcy4 400 22 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 400 23 Spasić Spasić NNP work_ifymfqj7jjbv5ldnhyofmazcy4 400 24 et et NNP work_ifymfqj7jjbv5ldnhyofmazcy4 400 25 al al NNP work_ifymfqj7jjbv5ldnhyofmazcy4 400 26 . . NNP work_ifymfqj7jjbv5ldnhyofmazcy4 400 27 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 400 28 2012 2012 CD work_ifymfqj7jjbv5ldnhyofmazcy4 400 29 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 400 30 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 401 1 Acknowledgments Acknowledgments NNP work_ifymfqj7jjbv5ldnhyofmazcy4 401 2 Data Data NNP work_ifymfqj7jjbv5ldnhyofmazcy4 401 3 cited cite VBD work_ifymfqj7jjbv5ldnhyofmazcy4 401 4 herein herein NNP work_ifymfqj7jjbv5ldnhyofmazcy4 401 5 have have VBP work_ifymfqj7jjbv5ldnhyofmazcy4 401 6 been be VBN work_ifymfqj7jjbv5ldnhyofmazcy4 401 7 extracted extract VBN work_ifymfqj7jjbv5ldnhyofmazcy4 401 8 from from IN work_ifymfqj7jjbv5ldnhyofmazcy4 401 9 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 401 10 British British NNP work_ifymfqj7jjbv5ldnhyofmazcy4 401 11 National National NNP work_ifymfqj7jjbv5ldnhyofmazcy4 401 12 Corpus Corpus NNP work_ifymfqj7jjbv5ldnhyofmazcy4 401 13 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 401 14 distributed distribute VBN work_ifymfqj7jjbv5ldnhyofmazcy4 401 15 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 401 16 Oxford Oxford NNP work_ifymfqj7jjbv5ldnhyofmazcy4 401 17 University University NNP work_ifymfqj7jjbv5ldnhyofmazcy4 401 18 Computing Computing NNP work_ifymfqj7jjbv5ldnhyofmazcy4 401 19 Services Services NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 401 20 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 401 21 behalf behalf NN work_ifymfqj7jjbv5ldnhyofmazcy4 401 22 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 401 23 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 401 24 BNC BNC NNP work_ifymfqj7jjbv5ldnhyofmazcy4 401 25 Consortium Consortium NNP work_ifymfqj7jjbv5ldnhyofmazcy4 401 26 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 402 1 All all DT work_ifymfqj7jjbv5ldnhyofmazcy4 402 2 rights right NNS work_ifymfqj7jjbv5ldnhyofmazcy4 402 3 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 402 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 402 5 texts text NNS work_ifymfqj7jjbv5ldnhyofmazcy4 402 6 cited cite VBN work_ifymfqj7jjbv5ldnhyofmazcy4 402 7 are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 402 8 reserved reserve VBN work_ifymfqj7jjbv5ldnhyofmazcy4 402 9 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 403 1 We -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 403 2 gratefully gratefully RB work_ifymfqj7jjbv5ldnhyofmazcy4 403 3 acknowledge acknowledge VBP work_ifymfqj7jjbv5ldnhyofmazcy4 403 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 403 5 help help NN work_ifymfqj7jjbv5ldnhyofmazcy4 403 6 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 403 7 our -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 403 8 colleagues colleague NNS work_ifymfqj7jjbv5ldnhyofmazcy4 403 9 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 403 10 friends friend NNS work_ifymfqj7jjbv5ldnhyofmazcy4 403 11 who who WP work_ifymfqj7jjbv5ldnhyofmazcy4 403 12 supported support VBD work_ifymfqj7jjbv5ldnhyofmazcy4 403 13 this this DT work_ifymfqj7jjbv5ldnhyofmazcy4 403 14 study study NN work_ifymfqj7jjbv5ldnhyofmazcy4 403 15 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 403 16 volunteering volunteer VBG work_ifymfqj7jjbv5ldnhyofmazcy4 403 17 their -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 403 18 time time NN work_ifymfqj7jjbv5ldnhyofmazcy4 403 19 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 403 20 data datum NNS work_ifymfqj7jjbv5ldnhyofmazcy4 403 21 annotation annotation NN work_ifymfqj7jjbv5ldnhyofmazcy4 403 22 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 404 1 We -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 404 2 would would MD work_ifymfqj7jjbv5ldnhyofmazcy4 404 3 like like VB work_ifymfqj7jjbv5ldnhyofmazcy4 404 4 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 404 5 thank thank VB work_ifymfqj7jjbv5ldnhyofmazcy4 404 6 Prof. Prof. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 404 7 Mike Mike NNP work_ifymfqj7jjbv5ldnhyofmazcy4 404 8 Thelwall Thelwall NNP work_ifymfqj7jjbv5ldnhyofmazcy4 404 9 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 404 10 kindly kindly RB work_ifymfqj7jjbv5ldnhyofmazcy4 404 11 allowing allow VBG work_ifymfqj7jjbv5ldnhyofmazcy4 404 12 us -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 404 13 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 404 14 use use VB work_ifymfqj7jjbv5ldnhyofmazcy4 404 15 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 404 16 Java Java NNP work_ifymfqj7jjbv5ldnhyofmazcy4 404 17 version version NN work_ifymfqj7jjbv5ldnhyofmazcy4 404 18 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 404 19 SentiStrength SentiStrength NNP work_ifymfqj7jjbv5ldnhyofmazcy4 404 20 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 405 1 References References NNP work_ifymfqj7jjbv5ldnhyofmazcy4 405 2 Attardi Attardi NNP work_ifymfqj7jjbv5ldnhyofmazcy4 405 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 405 4 G. G. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 405 5 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 405 6 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 405 7 Simi Simi NNP work_ifymfqj7jjbv5ldnhyofmazcy4 405 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 405 9 M. M. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 405 10 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 405 11 2006 2006 CD work_ifymfqj7jjbv5ldnhyofmazcy4 405 12 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 405 13 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 406 1 Blog blog NN work_ifymfqj7jjbv5ldnhyofmazcy4 406 2 mining mining NN work_ifymfqj7jjbv5ldnhyofmazcy4 406 3 through through IN work_ifymfqj7jjbv5ldnhyofmazcy4 406 4 opinionated opinionated JJ work_ifymfqj7jjbv5ldnhyofmazcy4 406 5 words word NNS work_ifymfqj7jjbv5ldnhyofmazcy4 406 6 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 407 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 407 2 Text Text NNP work_ifymfqj7jjbv5ldnhyofmazcy4 407 3 Retrieval Retrieval NNP work_ifymfqj7jjbv5ldnhyofmazcy4 407 4 Conference Conference NNP work_ifymfqj7jjbv5ldnhyofmazcy4 407 5 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 408 1 Gaithersburg Gaithersburg NNP work_ifymfqj7jjbv5ldnhyofmazcy4 408 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 408 3 Maryland Maryland NNP work_ifymfqj7jjbv5ldnhyofmazcy4 408 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 408 5 USA USA NNP work_ifymfqj7jjbv5ldnhyofmazcy4 408 6 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 409 1 Aue Aue NNP work_ifymfqj7jjbv5ldnhyofmazcy4 409 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 409 3 A. a. NN work_ifymfqj7jjbv5ldnhyofmazcy4 409 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 409 5 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 409 6 Gamon Gamon NNP work_ifymfqj7jjbv5ldnhyofmazcy4 409 7 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 409 8 M. M. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 409 9 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 409 10 2005 2005 CD work_ifymfqj7jjbv5ldnhyofmazcy4 409 11 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 409 12 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 410 1 Customizing customize VBG work_ifymfqj7jjbv5ldnhyofmazcy4 410 2 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 410 3 classifiers classifier NNS work_ifymfqj7jjbv5ldnhyofmazcy4 410 4 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 410 5 new new JJ work_ifymfqj7jjbv5ldnhyofmazcy4 410 6 domains domain NNS work_ifymfqj7jjbv5ldnhyofmazcy4 410 7 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 410 8 A a DT work_ifymfqj7jjbv5ldnhyofmazcy4 410 9 case case NN work_ifymfqj7jjbv5ldnhyofmazcy4 410 10 study study NN work_ifymfqj7jjbv5ldnhyofmazcy4 410 11 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 411 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 411 2 Proceedings Proceedings NNP work_ifymfqj7jjbv5ldnhyofmazcy4 411 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 411 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 411 5 international international JJ work_ifymfqj7jjbv5ldnhyofmazcy4 411 6 conference conference NN work_ifymfqj7jjbv5ldnhyofmazcy4 411 7 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 411 8 recent recent JJ work_ifymfqj7jjbv5ldnhyofmazcy4 411 9 advances advance NNS work_ifymfqj7jjbv5ldnhyofmazcy4 411 10 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 411 11 natural natural JJ work_ifymfqj7jjbv5ldnhyofmazcy4 411 12 language language NN work_ifymfqj7jjbv5ldnhyofmazcy4 411 13 processing processing NN work_ifymfqj7jjbv5ldnhyofmazcy4 411 14 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 412 1 Borovets Borovets NNP work_ifymfqj7jjbv5ldnhyofmazcy4 412 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 412 3 Bulgaria Bulgaria NNP work_ifymfqj7jjbv5ldnhyofmazcy4 412 4 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 413 1 Balahur Balahur NNP work_ifymfqj7jjbv5ldnhyofmazcy4 413 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 413 3 A. A. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 413 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 413 5 Steinberger Steinberger NNP work_ifymfqj7jjbv5ldnhyofmazcy4 413 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 413 7 R. R. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 413 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 413 9 Kabadjov Kabadjov NNP work_ifymfqj7jjbv5ldnhyofmazcy4 413 10 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 413 11 M. M. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 413 12 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 413 13 Zavarella Zavarella NNP work_ifymfqj7jjbv5ldnhyofmazcy4 413 14 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 413 15 V. V. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 413 16 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 413 17 Goot Goot NNP work_ifymfqj7jjbv5ldnhyofmazcy4 413 18 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 413 19 E. E. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 413 20 v. v. IN work_ifymfqj7jjbv5ldnhyofmazcy4 413 21 d. d. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 413 22 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 413 23 Halkia Halkia NNP work_ifymfqj7jjbv5ldnhyofmazcy4 413 24 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 413 25 M. M. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 413 26 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 413 27 Pouliquen Pouliquen NNP work_ifymfqj7jjbv5ldnhyofmazcy4 413 28 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 413 29 B. B. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 413 30 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 413 31 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 413 32 Belyaeva Belyaeva NNP work_ifymfqj7jjbv5ldnhyofmazcy4 413 33 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 413 34 J. J. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 414 1 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 414 2 2010 2010 CD work_ifymfqj7jjbv5ldnhyofmazcy4 414 3 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 414 4 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 415 1 Sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 415 2 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 415 3 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 415 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 415 5 news news NN work_ifymfqj7jjbv5ldnhyofmazcy4 415 6 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 416 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 416 2 Proceedings Proceedings NNP work_ifymfqj7jjbv5ldnhyofmazcy4 416 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 416 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 416 5 international international JJ work_ifymfqj7jjbv5ldnhyofmazcy4 416 6 conference conference NN work_ifymfqj7jjbv5ldnhyofmazcy4 416 7 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 416 8 language language NN work_ifymfqj7jjbv5ldnhyofmazcy4 416 9 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 416 10 resources resource NNS work_ifymfqj7jjbv5ldnhyofmazcy4 416 11 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 416 12 evaluation evaluation NN work_ifymfqj7jjbv5ldnhyofmazcy4 416 13 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 416 14 pp pp NNP work_ifymfqj7jjbv5ldnhyofmazcy4 416 15 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 417 1 2216–2220 2216–2220 LS work_ifymfqj7jjbv5ldnhyofmazcy4 417 2 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 417 3 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 418 1 Valletta Valletta NNP work_ifymfqj7jjbv5ldnhyofmazcy4 418 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 418 3 Malta Malta NNP work_ifymfqj7jjbv5ldnhyofmazcy4 418 4 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 419 1 Beigman Beigman NNP work_ifymfqj7jjbv5ldnhyofmazcy4 419 2 Klebanov Klebanov NNP work_ifymfqj7jjbv5ldnhyofmazcy4 419 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 419 4 B. B. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 419 5 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 419 6 Burstein Burstein NNP work_ifymfqj7jjbv5ldnhyofmazcy4 419 7 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 419 8 J. J. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 419 9 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 419 10 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 419 11 Madnani Madnani NNP work_ifymfqj7jjbv5ldnhyofmazcy4 419 12 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 419 13 N. N. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 419 14 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 419 15 2013 2013 CD work_ifymfqj7jjbv5ldnhyofmazcy4 419 16 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 419 17 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 420 1 Sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 420 2 profiles profile NNS work_ifymfqj7jjbv5ldnhyofmazcy4 420 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 420 4 multiword multiword JJ work_ifymfqj7jjbv5ldnhyofmazcy4 420 5 expressions expression NNS work_ifymfqj7jjbv5ldnhyofmazcy4 420 6 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 420 7 test test NN work_ifymfqj7jjbv5ldnhyofmazcy4 420 8 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 420 9 taker taker NN work_ifymfqj7jjbv5ldnhyofmazcy4 420 10 essays essay NNS work_ifymfqj7jjbv5ldnhyofmazcy4 420 11 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 420 12 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 420 13 case case NN work_ifymfqj7jjbv5ldnhyofmazcy4 420 14 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 420 15 noun noun NNP work_ifymfqj7jjbv5ldnhyofmazcy4 420 16 – – : work_ifymfqj7jjbv5ldnhyofmazcy4 420 17 noun noun NNP work_ifymfqj7jjbv5ldnhyofmazcy4 420 18 compounds compound NNS work_ifymfqj7jjbv5ldnhyofmazcy4 420 19 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 421 1 ACM ACM NNP work_ifymfqj7jjbv5ldnhyofmazcy4 421 2 Transactions Transactions NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 421 3 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 421 4 Speech Speech NNP work_ifymfqj7jjbv5ldnhyofmazcy4 421 5 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 421 6 Language Language NNP work_ifymfqj7jjbv5ldnhyofmazcy4 421 7 Processing Processing NNP work_ifymfqj7jjbv5ldnhyofmazcy4 421 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 421 9 10 10 CD work_ifymfqj7jjbv5ldnhyofmazcy4 421 10 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 421 11 12 12 CD work_ifymfqj7jjbv5ldnhyofmazcy4 421 12 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 422 1 Bethard Bethard NNP work_ifymfqj7jjbv5ldnhyofmazcy4 422 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 422 3 S. S. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 422 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 422 5 Yu Yu NNP work_ifymfqj7jjbv5ldnhyofmazcy4 422 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 422 7 H. H. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 422 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 422 9 Thornton Thornton NNP work_ifymfqj7jjbv5ldnhyofmazcy4 422 10 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 422 11 A. A. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 422 12 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 422 13 Hatzivassiloglou Hatzivassiloglou NNP work_ifymfqj7jjbv5ldnhyofmazcy4 422 14 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 422 15 V. V. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 422 16 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 422 17 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 422 18 Jurafsky Jurafsky NNP work_ifymfqj7jjbv5ldnhyofmazcy4 422 19 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 422 20 D. D. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 422 21 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 422 22 2004 2004 CD work_ifymfqj7jjbv5ldnhyofmazcy4 422 23 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 422 24 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 423 1 Automatic automatic JJ work_ifymfqj7jjbv5ldnhyofmazcy4 423 2 extraction extraction NN work_ifymfqj7jjbv5ldnhyofmazcy4 423 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 423 4 opinion opinion NN work_ifymfqj7jjbv5ldnhyofmazcy4 423 5 propositions proposition NNS work_ifymfqj7jjbv5ldnhyofmazcy4 423 6 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 423 7 their -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 423 8 holders holder NNS work_ifymfqj7jjbv5ldnhyofmazcy4 423 9 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 424 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 424 2 Association Association NNP work_ifymfqj7jjbv5ldnhyofmazcy4 424 3 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 424 4 artificial artificial JJ work_ifymfqj7jjbv5ldnhyofmazcy4 424 5 intelligence intelligence NN work_ifymfqj7jjbv5ldnhyofmazcy4 424 6 spring spring NN work_ifymfqj7jjbv5ldnhyofmazcy4 424 7 symposium symposium NN work_ifymfqj7jjbv5ldnhyofmazcy4 424 8 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 424 9 exploring explore VBG work_ifymfqj7jjbv5ldnhyofmazcy4 424 10 attitude attitude NN work_ifymfqj7jjbv5ldnhyofmazcy4 424 11 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 424 12 affect affect VB work_ifymfqj7jjbv5ldnhyofmazcy4 424 13 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 424 14 text text NN work_ifymfqj7jjbv5ldnhyofmazcy4 424 15 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 424 16 p. p. NN work_ifymfqj7jjbv5ldnhyofmazcy4 424 17 2224 2224 CD work_ifymfqj7jjbv5ldnhyofmazcy4 424 18 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 424 19 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 425 1 Palo Palo NNP work_ifymfqj7jjbv5ldnhyofmazcy4 425 2 Alto Alto NNP work_ifymfqj7jjbv5ldnhyofmazcy4 425 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 425 4 California California NNP work_ifymfqj7jjbv5ldnhyofmazcy4 425 5 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 425 6 USA USA NNP work_ifymfqj7jjbv5ldnhyofmazcy4 425 7 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 425 8 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 425 9 AAAI AAAI NNP work_ifymfqj7jjbv5ldnhyofmazcy4 425 10 Press Press NNP work_ifymfqj7jjbv5ldnhyofmazcy4 425 11 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 426 1 BNC BNC NNP work_ifymfqj7jjbv5ldnhyofmazcy4 426 2 Consortium Consortium NNP work_ifymfqj7jjbv5ldnhyofmazcy4 426 3 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 427 1 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 427 2 2014 2014 CD work_ifymfqj7jjbv5ldnhyofmazcy4 427 3 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 427 4 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 428 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 428 2 British British NNP work_ifymfqj7jjbv5ldnhyofmazcy4 428 3 National National NNP work_ifymfqj7jjbv5ldnhyofmazcy4 428 4 Corpus Corpus NNP work_ifymfqj7jjbv5ldnhyofmazcy4 428 5 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 428 6 version version NN work_ifymfqj7jjbv5ldnhyofmazcy4 428 7 3 3 CD work_ifymfqj7jjbv5ldnhyofmazcy4 428 8 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 428 9 BNC BNC NNP work_ifymfqj7jjbv5ldnhyofmazcy4 428 10 XML XML NNP work_ifymfqj7jjbv5ldnhyofmazcy4 428 11 Edition Edition NNP work_ifymfqj7jjbv5ldnhyofmazcy4 428 12 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 428 13 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 428 14 URL url NN work_ifymfqj7jjbv5ldnhyofmazcy4 428 15 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 428 16 < < XX work_ifymfqj7jjbv5ldnhyofmazcy4 428 17 http://www.natcorp.ox.ac.uk/ http://www.natcorp.ox.ac.uk/ XX work_ifymfqj7jjbv5ldnhyofmazcy4 428 18 > > XX work_ifymfqj7jjbv5ldnhyofmazcy4 428 19 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 429 1 Breck Breck NNP work_ifymfqj7jjbv5ldnhyofmazcy4 429 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 429 3 E. E. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 429 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 429 5 Choi Choi NNP work_ifymfqj7jjbv5ldnhyofmazcy4 429 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 429 7 Y. Y. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 429 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 429 9 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 429 10 Cardie Cardie NNP work_ifymfqj7jjbv5ldnhyofmazcy4 429 11 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 429 12 C. C. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 429 13 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 429 14 2007 2007 CD work_ifymfqj7jjbv5ldnhyofmazcy4 429 15 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 429 16 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 430 1 Identifying identify VBG work_ifymfqj7jjbv5ldnhyofmazcy4 430 2 expressions expression NNS work_ifymfqj7jjbv5ldnhyofmazcy4 430 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 430 4 opinion opinion NN work_ifymfqj7jjbv5ldnhyofmazcy4 430 5 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 430 6 context context NN work_ifymfqj7jjbv5ldnhyofmazcy4 430 7 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 431 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 431 2 Proceedings proceeding NNS work_ifymfqj7jjbv5ldnhyofmazcy4 431 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 431 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 431 5 20th 20th JJ work_ifymfqj7jjbv5ldnhyofmazcy4 431 6 international international NNP work_ifymfqj7jjbv5ldnhyofmazcy4 431 7 joint joint JJ work_ifymfqj7jjbv5ldnhyofmazcy4 431 8 conference conference NN work_ifymfqj7jjbv5ldnhyofmazcy4 431 9 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 431 10 artificial artificial JJ work_ifymfqj7jjbv5ldnhyofmazcy4 431 11 intelligence intelligence NN work_ifymfqj7jjbv5ldnhyofmazcy4 431 12 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 431 13 pp pp NNP work_ifymfqj7jjbv5ldnhyofmazcy4 431 14 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 432 1 2683–2688 2683–2688 CD work_ifymfqj7jjbv5ldnhyofmazcy4 432 2 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 432 3 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 433 1 Hyderabad Hyderabad NNP work_ifymfqj7jjbv5ldnhyofmazcy4 433 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 433 3 India India NNP work_ifymfqj7jjbv5ldnhyofmazcy4 433 4 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 434 1 Buczynski Buczynski NNP work_ifymfqj7jjbv5ldnhyofmazcy4 434 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 434 3 A. A. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 434 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 434 5 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 434 6 Wawer Wawer NNP work_ifymfqj7jjbv5ldnhyofmazcy4 434 7 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 434 8 A. a. NN work_ifymfqj7jjbv5ldnhyofmazcy4 435 1 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 435 2 2008 2008 CD work_ifymfqj7jjbv5ldnhyofmazcy4 435 3 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 435 4 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 436 1 Shallow shallow JJ work_ifymfqj7jjbv5ldnhyofmazcy4 436 2 parsing parsing NN work_ifymfqj7jjbv5ldnhyofmazcy4 436 3 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 436 4 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 436 5 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 436 6 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 436 7 product product NN work_ifymfqj7jjbv5ldnhyofmazcy4 436 8 reviews review NNS work_ifymfqj7jjbv5ldnhyofmazcy4 436 9 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 437 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 437 2 Proceedings Proceedings NNP work_ifymfqj7jjbv5ldnhyofmazcy4 437 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 437 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 437 5 LREC LREC NNP work_ifymfqj7jjbv5ldnhyofmazcy4 437 6 workshop workshop NN work_ifymfqj7jjbv5ldnhyofmazcy4 437 7 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 437 8 partial partial JJ work_ifymfqj7jjbv5ldnhyofmazcy4 437 9 parsing parsing NN work_ifymfqj7jjbv5ldnhyofmazcy4 437 10 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 437 11 between between IN work_ifymfqj7jjbv5ldnhyofmazcy4 437 12 chunking chunk VBG work_ifymfqj7jjbv5ldnhyofmazcy4 437 13 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 437 14 deep deep JJ work_ifymfqj7jjbv5ldnhyofmazcy4 437 15 parsing parsing NN work_ifymfqj7jjbv5ldnhyofmazcy4 437 16 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 437 17 pp pp NNP work_ifymfqj7jjbv5ldnhyofmazcy4 437 18 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 438 1 14–18 14–18 LS work_ifymfqj7jjbv5ldnhyofmazcy4 438 2 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 438 3 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 439 1 Marrakech Marrakech NNP work_ifymfqj7jjbv5ldnhyofmazcy4 439 2 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 440 1 Cohen Cohen NNP work_ifymfqj7jjbv5ldnhyofmazcy4 440 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 440 3 W. W. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 440 4 W. W. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 440 5 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 440 6 2014 2014 CD work_ifymfqj7jjbv5ldnhyofmazcy4 440 7 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 440 8 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 441 1 MinorThird MinorThird NNP work_ifymfqj7jjbv5ldnhyofmazcy4 441 2 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 441 3 Methods method NNS work_ifymfqj7jjbv5ldnhyofmazcy4 441 4 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 441 5 identifying identify VBG work_ifymfqj7jjbv5ldnhyofmazcy4 441 6 names name NNS work_ifymfqj7jjbv5ldnhyofmazcy4 441 7 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 441 8 ontological ontological JJ work_ifymfqj7jjbv5ldnhyofmazcy4 441 9 relations relation NNS work_ifymfqj7jjbv5ldnhyofmazcy4 441 10 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 441 11 text text NN work_ifymfqj7jjbv5ldnhyofmazcy4 441 12 using use VBG work_ifymfqj7jjbv5ldnhyofmazcy4 441 13 heuristics heuristic NNS work_ifymfqj7jjbv5ldnhyofmazcy4 441 14 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 441 15 inducing induce VBG work_ifymfqj7jjbv5ldnhyofmazcy4 441 16 regularities regularity NNS work_ifymfqj7jjbv5ldnhyofmazcy4 441 17 from from IN work_ifymfqj7jjbv5ldnhyofmazcy4 441 18 data datum NNS work_ifymfqj7jjbv5ldnhyofmazcy4 441 19 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 442 1 URL url NN work_ifymfqj7jjbv5ldnhyofmazcy4 442 2 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 442 3 < < XX work_ifymfqj7jjbv5ldnhyofmazcy4 442 4 http://www.minorthird.sourceforge.net http://www.minorthird.sourceforge.net NN work_ifymfqj7jjbv5ldnhyofmazcy4 442 5 > > XX work_ifymfqj7jjbv5ldnhyofmazcy4 442 6 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 443 1 Damasio Damasio NNP work_ifymfqj7jjbv5ldnhyofmazcy4 443 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 443 3 A. a. NN work_ifymfqj7jjbv5ldnhyofmazcy4 443 4 R. R. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 443 5 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 443 6 1999 1999 CD work_ifymfqj7jjbv5ldnhyofmazcy4 443 7 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 443 8 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 444 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 444 2 feeling feeling NN work_ifymfqj7jjbv5ldnhyofmazcy4 444 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 444 4 what what WP work_ifymfqj7jjbv5ldnhyofmazcy4 444 5 happens happen VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 444 6 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 444 7 Body body NN work_ifymfqj7jjbv5ldnhyofmazcy4 444 8 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 444 9 emotion emotion NN work_ifymfqj7jjbv5ldnhyofmazcy4 444 10 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 444 11 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 444 12 making making NN work_ifymfqj7jjbv5ldnhyofmazcy4 444 13 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 444 14 consciousness consciousness NN work_ifymfqj7jjbv5ldnhyofmazcy4 444 15 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 445 1 New New NNP work_ifymfqj7jjbv5ldnhyofmazcy4 445 2 York York NNP work_ifymfqj7jjbv5ldnhyofmazcy4 445 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 445 4 USA USA NNP work_ifymfqj7jjbv5ldnhyofmazcy4 445 5 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 445 6 Harcourt Harcourt NNP work_ifymfqj7jjbv5ldnhyofmazcy4 445 7 Incorporated Incorporated NNP work_ifymfqj7jjbv5ldnhyofmazcy4 445 8 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 446 1 Darwin Darwin NNP work_ifymfqj7jjbv5ldnhyofmazcy4 446 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 446 3 C. C. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 446 4 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 446 5 1872 1872 CD work_ifymfqj7jjbv5ldnhyofmazcy4 446 6 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 446 7 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 447 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 447 2 expression expression NN work_ifymfqj7jjbv5ldnhyofmazcy4 447 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 447 4 emotions emotion NNS work_ifymfqj7jjbv5ldnhyofmazcy4 447 5 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 447 6 man man NN work_ifymfqj7jjbv5ldnhyofmazcy4 447 7 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 447 8 animals animal NNS work_ifymfqj7jjbv5ldnhyofmazcy4 447 9 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 448 1 London London NNP work_ifymfqj7jjbv5ldnhyofmazcy4 448 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 448 3 UK UK NNP work_ifymfqj7jjbv5ldnhyofmazcy4 448 4 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 448 5 John John NNP work_ifymfqj7jjbv5ldnhyofmazcy4 448 6 Murray Murray NNP work_ifymfqj7jjbv5ldnhyofmazcy4 448 7 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 449 1 Dave Dave NNP work_ifymfqj7jjbv5ldnhyofmazcy4 449 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 449 3 K. K. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 449 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 449 5 Lawrence Lawrence NNP work_ifymfqj7jjbv5ldnhyofmazcy4 449 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 449 7 S. S. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 449 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 449 9 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 449 10 Pennock Pennock NNP work_ifymfqj7jjbv5ldnhyofmazcy4 449 11 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 449 12 D. D. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 449 13 M. M. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 449 14 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 449 15 2003 2003 CD work_ifymfqj7jjbv5ldnhyofmazcy4 449 16 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 449 17 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 450 1 Mining mine VBG work_ifymfqj7jjbv5ldnhyofmazcy4 450 2 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 450 3 peanut peanut NN work_ifymfqj7jjbv5ldnhyofmazcy4 450 4 gallery gallery NN work_ifymfqj7jjbv5ldnhyofmazcy4 450 5 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 450 6 Opinion opinion NN work_ifymfqj7jjbv5ldnhyofmazcy4 450 7 extraction extraction NN work_ifymfqj7jjbv5ldnhyofmazcy4 450 8 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 450 9 semantic semantic JJ work_ifymfqj7jjbv5ldnhyofmazcy4 450 10 classification classification NN work_ifymfqj7jjbv5ldnhyofmazcy4 450 11 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 450 12 product product NN work_ifymfqj7jjbv5ldnhyofmazcy4 450 13 reviews review NNS work_ifymfqj7jjbv5ldnhyofmazcy4 450 14 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 451 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 451 2 Proceedings proceeding NNS work_ifymfqj7jjbv5ldnhyofmazcy4 451 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 451 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 451 5 12th 12th JJ work_ifymfqj7jjbv5ldnhyofmazcy4 451 6 international international JJ work_ifymfqj7jjbv5ldnhyofmazcy4 451 7 world world NN work_ifymfqj7jjbv5ldnhyofmazcy4 451 8 wide wide JJ work_ifymfqj7jjbv5ldnhyofmazcy4 451 9 web web NN work_ifymfqj7jjbv5ldnhyofmazcy4 451 10 conference conference NN work_ifymfqj7jjbv5ldnhyofmazcy4 451 11 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 452 1 Budapest Budapest NNP work_ifymfqj7jjbv5ldnhyofmazcy4 452 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 452 3 Hungary Hungary NNP work_ifymfqj7jjbv5ldnhyofmazcy4 452 4 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 453 1 Dietterich Dietterich NNP work_ifymfqj7jjbv5ldnhyofmazcy4 453 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 453 3 T. T. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 453 4 G. G. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 453 5 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 453 6 1998 1998 CD work_ifymfqj7jjbv5ldnhyofmazcy4 453 7 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 453 8 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 454 1 Approximate approximate JJ work_ifymfqj7jjbv5ldnhyofmazcy4 454 2 statistical statistical JJ work_ifymfqj7jjbv5ldnhyofmazcy4 454 3 tests test NNS work_ifymfqj7jjbv5ldnhyofmazcy4 454 4 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 454 5 comparing compare VBG work_ifymfqj7jjbv5ldnhyofmazcy4 454 6 supervised supervised JJ work_ifymfqj7jjbv5ldnhyofmazcy4 454 7 classification classification NN work_ifymfqj7jjbv5ldnhyofmazcy4 454 8 learning learn VBG work_ifymfqj7jjbv5ldnhyofmazcy4 454 9 algorithms algorithm NNS work_ifymfqj7jjbv5ldnhyofmazcy4 454 10 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 455 1 Neural Neural NNP work_ifymfqj7jjbv5ldnhyofmazcy4 455 2 Computation Computation NNP work_ifymfqj7jjbv5ldnhyofmazcy4 455 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 455 4 10 10 CD work_ifymfqj7jjbv5ldnhyofmazcy4 455 5 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 455 6 1895–1923 1895–1923 CD work_ifymfqj7jjbv5ldnhyofmazcy4 455 7 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 456 1 Domingos Domingos NNP work_ifymfqj7jjbv5ldnhyofmazcy4 456 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 456 3 P. P. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 456 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 456 5 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 456 6 Pazzani Pazzani NNP work_ifymfqj7jjbv5ldnhyofmazcy4 456 7 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 456 8 M. M. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 456 9 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 456 10 1997 1997 CD work_ifymfqj7jjbv5ldnhyofmazcy4 456 11 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 456 12 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 457 1 On on IN work_ifymfqj7jjbv5ldnhyofmazcy4 457 2 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 457 3 optimality optimality NN work_ifymfqj7jjbv5ldnhyofmazcy4 457 4 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 457 5 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 457 6 simple simple JJ work_ifymfqj7jjbv5ldnhyofmazcy4 457 7 Bayesian bayesian JJ work_ifymfqj7jjbv5ldnhyofmazcy4 457 8 classifier classifier NN work_ifymfqj7jjbv5ldnhyofmazcy4 457 9 under under IN work_ifymfqj7jjbv5ldnhyofmazcy4 457 10 zero zero CD work_ifymfqj7jjbv5ldnhyofmazcy4 457 11 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 457 12 one one CD work_ifymfqj7jjbv5ldnhyofmazcy4 457 13 loss loss NN work_ifymfqj7jjbv5ldnhyofmazcy4 457 14 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 458 1 Machine Machine NNP work_ifymfqj7jjbv5ldnhyofmazcy4 458 2 Learning Learning NNP work_ifymfqj7jjbv5ldnhyofmazcy4 458 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 458 4 29 29 CD work_ifymfqj7jjbv5ldnhyofmazcy4 458 5 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 459 1 Ekman Ekman NNP work_ifymfqj7jjbv5ldnhyofmazcy4 459 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 459 3 P. P. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 459 4 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 459 5 1972 1972 CD work_ifymfqj7jjbv5ldnhyofmazcy4 459 6 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 459 7 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 460 1 Universals universal NNS work_ifymfqj7jjbv5ldnhyofmazcy4 460 2 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 460 3 cultural cultural JJ work_ifymfqj7jjbv5ldnhyofmazcy4 460 4 differences difference NNS work_ifymfqj7jjbv5ldnhyofmazcy4 460 5 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 460 6 facial facial JJ work_ifymfqj7jjbv5ldnhyofmazcy4 460 7 expressions expression NNS work_ifymfqj7jjbv5ldnhyofmazcy4 460 8 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 460 9 emotions emotion NNS work_ifymfqj7jjbv5ldnhyofmazcy4 460 10 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 461 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 461 2 J. J. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 461 3 Cole Cole NNP work_ifymfqj7jjbv5ldnhyofmazcy4 461 4 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 461 5 Ed Ed NNP work_ifymfqj7jjbv5ldnhyofmazcy4 461 6 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 461 7 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 461 8 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 462 1 Nebraska Nebraska NNP work_ifymfqj7jjbv5ldnhyofmazcy4 462 2 Symposium Symposium NNP work_ifymfqj7jjbv5ldnhyofmazcy4 462 3 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 462 4 Motivation Motivation NNP work_ifymfqj7jjbv5ldnhyofmazcy4 462 5 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 462 6 1971 1971 CD work_ifymfqj7jjbv5ldnhyofmazcy4 462 7 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 462 8 Vol Vol NNP work_ifymfqj7jjbv5ldnhyofmazcy4 462 9 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 463 1 19 19 CD work_ifymfqj7jjbv5ldnhyofmazcy4 463 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 463 3 pp pp NNP work_ifymfqj7jjbv5ldnhyofmazcy4 463 4 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 464 1 207–283 207–283 CD work_ifymfqj7jjbv5ldnhyofmazcy4 464 2 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 464 3 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 465 1 Lincoln Lincoln NNP work_ifymfqj7jjbv5ldnhyofmazcy4 465 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 465 3 Nebrasca Nebrasca NNP work_ifymfqj7jjbv5ldnhyofmazcy4 465 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 465 5 USA USA NNP work_ifymfqj7jjbv5ldnhyofmazcy4 465 6 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 465 7 University University NNP work_ifymfqj7jjbv5ldnhyofmazcy4 465 8 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 465 9 Nebraska Nebraska NNP work_ifymfqj7jjbv5ldnhyofmazcy4 465 10 Press Press NNP work_ifymfqj7jjbv5ldnhyofmazcy4 465 11 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 466 1 Ekman Ekman NNP work_ifymfqj7jjbv5ldnhyofmazcy4 466 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 466 3 P. P. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 466 4 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 466 5 1992 1992 CD work_ifymfqj7jjbv5ldnhyofmazcy4 466 6 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 466 7 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 467 1 An an DT work_ifymfqj7jjbv5ldnhyofmazcy4 467 2 argument argument NN work_ifymfqj7jjbv5ldnhyofmazcy4 467 3 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 467 4 basic basic JJ work_ifymfqj7jjbv5ldnhyofmazcy4 467 5 emotions emotion NNS work_ifymfqj7jjbv5ldnhyofmazcy4 467 6 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 468 1 Cognition Cognition NNP work_ifymfqj7jjbv5ldnhyofmazcy4 468 2 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 468 3 Emotion Emotion NNP work_ifymfqj7jjbv5ldnhyofmazcy4 468 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 468 5 6 6 CD work_ifymfqj7jjbv5ldnhyofmazcy4 468 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 468 7 169–200 169–200 CD work_ifymfqj7jjbv5ldnhyofmazcy4 468 8 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 469 1 Esuli Esuli NNP work_ifymfqj7jjbv5ldnhyofmazcy4 469 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 469 3 A. a. NN work_ifymfqj7jjbv5ldnhyofmazcy4 469 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 469 5 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 469 6 Sebastiani Sebastiani NNP work_ifymfqj7jjbv5ldnhyofmazcy4 469 7 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 469 8 F. F. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 469 9 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 469 10 2006 2006 CD work_ifymfqj7jjbv5ldnhyofmazcy4 469 11 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 469 12 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 470 1 SentiWordNet sentiwordnet LS work_ifymfqj7jjbv5ldnhyofmazcy4 470 2 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 470 3 A a DT work_ifymfqj7jjbv5ldnhyofmazcy4 470 4 publicly publicly RB work_ifymfqj7jjbv5ldnhyofmazcy4 470 5 available available JJ work_ifymfqj7jjbv5ldnhyofmazcy4 470 6 lexical lexical JJ work_ifymfqj7jjbv5ldnhyofmazcy4 470 7 resource resource NN work_ifymfqj7jjbv5ldnhyofmazcy4 470 8 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 470 9 opinion opinion NN work_ifymfqj7jjbv5ldnhyofmazcy4 470 10 mining mining NN work_ifymfqj7jjbv5ldnhyofmazcy4 470 11 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 471 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 471 2 proceedings proceeding NNS work_ifymfqj7jjbv5ldnhyofmazcy4 471 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 471 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 471 5 international international JJ work_ifymfqj7jjbv5ldnhyofmazcy4 471 6 conference conference NN work_ifymfqj7jjbv5ldnhyofmazcy4 471 7 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 471 8 language language NN work_ifymfqj7jjbv5ldnhyofmazcy4 471 9 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 471 10 resources resource NNS work_ifymfqj7jjbv5ldnhyofmazcy4 471 11 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 471 12 evaluation evaluation NN work_ifymfqj7jjbv5ldnhyofmazcy4 471 13 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 471 14 pp pp NNP work_ifymfqj7jjbv5ldnhyofmazcy4 471 15 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 472 1 417–422 417–422 CD work_ifymfqj7jjbv5ldnhyofmazcy4 472 2 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 472 3 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 473 1 Genoa Genoa NNP work_ifymfqj7jjbv5ldnhyofmazcy4 473 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 473 3 Italy Italy NNP work_ifymfqj7jjbv5ldnhyofmazcy4 473 4 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 474 1 Everitt Everitt NNP work_ifymfqj7jjbv5ldnhyofmazcy4 474 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 474 3 B. B. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 474 4 S. S. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 474 5 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 474 6 1977 1977 CD work_ifymfqj7jjbv5ldnhyofmazcy4 474 7 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 474 8 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 475 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 475 2 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 475 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 475 4 contingency contingency NN work_ifymfqj7jjbv5ldnhyofmazcy4 475 5 tables table NNS work_ifymfqj7jjbv5ldnhyofmazcy4 475 6 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 476 1 London London NNP work_ifymfqj7jjbv5ldnhyofmazcy4 476 2 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 476 3 Chapman Chapman NNP work_ifymfqj7jjbv5ldnhyofmazcy4 476 4 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 476 5 Hall Hall NNP work_ifymfqj7jjbv5ldnhyofmazcy4 476 6 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 477 1 Fraser Fraser NNP work_ifymfqj7jjbv5ldnhyofmazcy4 477 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 477 3 B. B. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 478 1 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 478 2 1970 1970 CD work_ifymfqj7jjbv5ldnhyofmazcy4 478 3 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 478 4 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 479 1 Idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 479 2 within within IN work_ifymfqj7jjbv5ldnhyofmazcy4 479 3 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 479 4 transformational transformational JJ work_ifymfqj7jjbv5ldnhyofmazcy4 479 5 grammar grammar NN work_ifymfqj7jjbv5ldnhyofmazcy4 479 6 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 480 1 Foundations foundation NNS work_ifymfqj7jjbv5ldnhyofmazcy4 480 2 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 480 3 Language Language NNP work_ifymfqj7jjbv5ldnhyofmazcy4 480 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 480 5 6 6 CD work_ifymfqj7jjbv5ldnhyofmazcy4 480 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 480 7 22–42 22–42 CD work_ifymfqj7jjbv5ldnhyofmazcy4 480 8 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 481 1 Ganesan Ganesan NNP work_ifymfqj7jjbv5ldnhyofmazcy4 481 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 481 3 K. K. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 481 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 481 5 Zhai Zhai NNP work_ifymfqj7jjbv5ldnhyofmazcy4 481 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 481 7 C. C. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 481 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 481 9 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 481 10 Han Han NNP work_ifymfqj7jjbv5ldnhyofmazcy4 481 11 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 481 12 J. J. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 482 1 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 482 2 2010 2010 CD work_ifymfqj7jjbv5ldnhyofmazcy4 482 3 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 482 4 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 483 1 Opinosis opinosis NN work_ifymfqj7jjbv5ldnhyofmazcy4 483 2 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 483 3 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 483 4 graph graph NN work_ifymfqj7jjbv5ldnhyofmazcy4 483 5 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 483 6 based base VBN work_ifymfqj7jjbv5ldnhyofmazcy4 483 7 approach approach NN work_ifymfqj7jjbv5ldnhyofmazcy4 483 8 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 483 9 abstractive abstractive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 483 10 summarization summarization NN work_ifymfqj7jjbv5ldnhyofmazcy4 483 11 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 483 12 highly highly RB work_ifymfqj7jjbv5ldnhyofmazcy4 483 13 redundant redundant JJ work_ifymfqj7jjbv5ldnhyofmazcy4 483 14 opinions opinion NNS work_ifymfqj7jjbv5ldnhyofmazcy4 483 15 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 484 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 484 2 Proceedings proceeding NNS work_ifymfqj7jjbv5ldnhyofmazcy4 484 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 484 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 484 5 23rd 23rd JJ work_ifymfqj7jjbv5ldnhyofmazcy4 484 6 international international JJ work_ifymfqj7jjbv5ldnhyofmazcy4 484 7 conference conference NN work_ifymfqj7jjbv5ldnhyofmazcy4 484 8 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 484 9 computational computational JJ work_ifymfqj7jjbv5ldnhyofmazcy4 484 10 linguistics linguistic NNS work_ifymfqj7jjbv5ldnhyofmazcy4 484 11 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 484 12 pp pp NNP work_ifymfqj7jjbv5ldnhyofmazcy4 484 13 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 485 1 340–348 340–348 CD work_ifymfqj7jjbv5ldnhyofmazcy4 485 2 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 485 3 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 486 1 Beijing Beijing NNP work_ifymfqj7jjbv5ldnhyofmazcy4 486 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 486 3 China China NNP work_ifymfqj7jjbv5ldnhyofmazcy4 486 4 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 487 1 Ganesan Ganesan NNP work_ifymfqj7jjbv5ldnhyofmazcy4 487 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 487 3 K. K. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 487 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 487 5 Zhai Zhai NNP work_ifymfqj7jjbv5ldnhyofmazcy4 487 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 487 7 C. C. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 487 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 487 9 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 487 10 Viegas Viegas NNP work_ifymfqj7jjbv5ldnhyofmazcy4 487 11 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 487 12 E. E. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 487 13 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 487 14 2012 2012 CD work_ifymfqj7jjbv5ldnhyofmazcy4 487 15 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 487 16 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 488 1 Micropinion micropinion NN work_ifymfqj7jjbv5ldnhyofmazcy4 488 2 generation generation NN work_ifymfqj7jjbv5ldnhyofmazcy4 488 3 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 488 4 An an DT work_ifymfqj7jjbv5ldnhyofmazcy4 488 5 unsupervised unsupervised JJ work_ifymfqj7jjbv5ldnhyofmazcy4 488 6 approach approach NN work_ifymfqj7jjbv5ldnhyofmazcy4 488 7 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 488 8 generating generate VBG work_ifymfqj7jjbv5ldnhyofmazcy4 488 9 ultra ultra JJ work_ifymfqj7jjbv5ldnhyofmazcy4 488 10 - - JJ work_ifymfqj7jjbv5ldnhyofmazcy4 488 11 concise concise JJ work_ifymfqj7jjbv5ldnhyofmazcy4 488 12 summaries summary NNS work_ifymfqj7jjbv5ldnhyofmazcy4 488 13 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 488 14 opinions opinion NNS work_ifymfqj7jjbv5ldnhyofmazcy4 488 15 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 489 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 489 2 Proceedings proceeding NNS work_ifymfqj7jjbv5ldnhyofmazcy4 489 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 489 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 489 5 21st 21st JJ work_ifymfqj7jjbv5ldnhyofmazcy4 489 6 international international JJ work_ifymfqj7jjbv5ldnhyofmazcy4 489 7 conference conference NN work_ifymfqj7jjbv5ldnhyofmazcy4 489 8 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 489 9 World World NNP work_ifymfqj7jjbv5ldnhyofmazcy4 489 10 Wide Wide NNP work_ifymfqj7jjbv5ldnhyofmazcy4 489 11 Web Web NNP work_ifymfqj7jjbv5ldnhyofmazcy4 489 12 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 489 13 pp pp NNP work_ifymfqj7jjbv5ldnhyofmazcy4 489 14 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 490 1 869–878 869–878 LS work_ifymfqj7jjbv5ldnhyofmazcy4 490 2 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 490 3 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 491 1 Geertzen Geertzen NNP work_ifymfqj7jjbv5ldnhyofmazcy4 491 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 491 3 J. J. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 492 1 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 492 2 2012 2012 CD work_ifymfqj7jjbv5ldnhyofmazcy4 492 3 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 492 4 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 493 1 Inter inter JJ work_ifymfqj7jjbv5ldnhyofmazcy4 493 2 - - JJ work_ifymfqj7jjbv5ldnhyofmazcy4 493 3 rater rater JJ work_ifymfqj7jjbv5ldnhyofmazcy4 493 4 agreement agreement NN work_ifymfqj7jjbv5ldnhyofmazcy4 493 5 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 493 6 multiple multiple JJ work_ifymfqj7jjbv5ldnhyofmazcy4 493 7 raters rater NNS work_ifymfqj7jjbv5ldnhyofmazcy4 493 8 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 493 9 variable variable JJ work_ifymfqj7jjbv5ldnhyofmazcy4 493 10 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 493 11 URL url NN work_ifymfqj7jjbv5ldnhyofmazcy4 493 12 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 493 13 < < XX work_ifymfqj7jjbv5ldnhyofmazcy4 493 14 https://mlnl.net/jg/software/ira/ https://mlnl.net/jg/software/ira/ NNP work_ifymfqj7jjbv5ldnhyofmazcy4 493 15 > > XX work_ifymfqj7jjbv5ldnhyofmazcy4 493 16 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 493 17 Retrieved Retrieved NNP work_ifymfqj7jjbv5ldnhyofmazcy4 493 18 May May NNP work_ifymfqj7jjbv5ldnhyofmazcy4 493 19 8 8 CD work_ifymfqj7jjbv5ldnhyofmazcy4 493 20 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 493 21 2014 2014 CD work_ifymfqj7jjbv5ldnhyofmazcy4 493 22 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 494 1 Gibbs Gibbs NNP work_ifymfqj7jjbv5ldnhyofmazcy4 494 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 494 3 R. R. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 494 4 W. W. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 494 5 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 494 6 Jr. Jr. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 494 7 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 494 8 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 494 9 Nayak Nayak NNP work_ifymfqj7jjbv5ldnhyofmazcy4 494 10 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 494 11 N. N. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 494 12 P. P. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 494 13 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 494 14 1989 1989 CD work_ifymfqj7jjbv5ldnhyofmazcy4 494 15 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 494 16 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 495 1 Psycholinguistic psycholinguistic JJ work_ifymfqj7jjbv5ldnhyofmazcy4 495 2 studies study NNS work_ifymfqj7jjbv5ldnhyofmazcy4 495 3 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 495 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 495 5 syntactic syntactic JJ work_ifymfqj7jjbv5ldnhyofmazcy4 495 6 behavior behavior NN work_ifymfqj7jjbv5ldnhyofmazcy4 495 7 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 495 8 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 495 9 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 496 1 Cognitive Cognitive NNP work_ifymfqj7jjbv5ldnhyofmazcy4 496 2 Psychology Psychology NNP work_ifymfqj7jjbv5ldnhyofmazcy4 496 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 496 4 21 21 CD work_ifymfqj7jjbv5ldnhyofmazcy4 496 5 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 496 6 100–138 100–138 CD work_ifymfqj7jjbv5ldnhyofmazcy4 496 7 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 497 1 Go go VB work_ifymfqj7jjbv5ldnhyofmazcy4 497 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 497 3 A. a. NN work_ifymfqj7jjbv5ldnhyofmazcy4 497 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 497 5 Bhayani Bhayani NNP work_ifymfqj7jjbv5ldnhyofmazcy4 497 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 497 7 R. R. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 497 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 497 9 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 497 10 Huang Huang NNP work_ifymfqj7jjbv5ldnhyofmazcy4 497 11 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 497 12 L. L. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 497 13 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 497 14 2009 2009 CD work_ifymfqj7jjbv5ldnhyofmazcy4 497 15 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 497 16 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 498 1 Twitter twitter NN work_ifymfqj7jjbv5ldnhyofmazcy4 498 2 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 498 3 classification classification NN work_ifymfqj7jjbv5ldnhyofmazcy4 498 4 using use VBG work_ifymfqj7jjbv5ldnhyofmazcy4 498 5 distant distant JJ work_ifymfqj7jjbv5ldnhyofmazcy4 498 6 supervision supervision NN work_ifymfqj7jjbv5ldnhyofmazcy4 498 7 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 499 1 Technical technical JJ work_ifymfqj7jjbv5ldnhyofmazcy4 499 2 report report NN work_ifymfqj7jjbv5ldnhyofmazcy4 499 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 499 4 CS224N cs224n ADD work_ifymfqj7jjbv5ldnhyofmazcy4 499 5 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 499 6 pp pp NNP work_ifymfqj7jjbv5ldnhyofmazcy4 499 7 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 500 1 1–12 1–12 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 500 2 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 500 3 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 501 1 Stanford Stanford NNP work_ifymfqj7jjbv5ldnhyofmazcy4 501 2 Digital Digital NNP work_ifymfqj7jjbv5ldnhyofmazcy4 501 3 Library Library NNP work_ifymfqj7jjbv5ldnhyofmazcy4 501 4 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 502 1 Grant Grant NNP work_ifymfqj7jjbv5ldnhyofmazcy4 502 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 502 3 L. L. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 502 4 E. E. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 502 5 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 502 6 2005 2005 CD work_ifymfqj7jjbv5ldnhyofmazcy4 502 7 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 502 8 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 503 1 Frequency frequency NN work_ifymfqj7jjbv5ldnhyofmazcy4 503 2 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 503 3 ‘ ' `` work_ifymfqj7jjbv5ldnhyofmazcy4 503 4 core core NN work_ifymfqj7jjbv5ldnhyofmazcy4 503 5 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 503 6 ’ ' '' work_ifymfqj7jjbv5ldnhyofmazcy4 503 7 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 503 8 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 503 9 British British NNP work_ifymfqj7jjbv5ldnhyofmazcy4 503 10 National National NNP work_ifymfqj7jjbv5ldnhyofmazcy4 503 11 Corpus Corpus NNP work_ifymfqj7jjbv5ldnhyofmazcy4 503 12 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 503 13 BNC BNC NNP work_ifymfqj7jjbv5ldnhyofmazcy4 503 14 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 503 15 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 504 1 International International NNP work_ifymfqj7jjbv5ldnhyofmazcy4 504 2 Journal Journal NNP work_ifymfqj7jjbv5ldnhyofmazcy4 504 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 504 4 Corpus Corpus NNP work_ifymfqj7jjbv5ldnhyofmazcy4 504 5 Linguistics Linguistics NNP work_ifymfqj7jjbv5ldnhyofmazcy4 504 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 504 7 10 10 CD work_ifymfqj7jjbv5ldnhyofmazcy4 504 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 504 9 429–451 429–451 CD work_ifymfqj7jjbv5ldnhyofmazcy4 504 10 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 505 1 Greenwood Greenwood NNP work_ifymfqj7jjbv5ldnhyofmazcy4 505 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 505 3 M. M. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 505 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 505 5 Elwyn Elwyn NNP work_ifymfqj7jjbv5ldnhyofmazcy4 505 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 505 7 G. G. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 505 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 505 9 Francis Francis NNP work_ifymfqj7jjbv5ldnhyofmazcy4 505 10 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 505 11 N. N. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 505 12 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 505 13 Preece Preece NNP work_ifymfqj7jjbv5ldnhyofmazcy4 505 14 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 505 15 A. a. NN work_ifymfqj7jjbv5ldnhyofmazcy4 505 16 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 505 17 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 505 18 Spasić Spasić NNP work_ifymfqj7jjbv5ldnhyofmazcy4 505 19 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 505 20 I. I. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 506 1 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 506 2 2013 2013 CD work_ifymfqj7jjbv5ldnhyofmazcy4 506 3 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 506 4 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 507 1 Automatic automatic JJ work_ifymfqj7jjbv5ldnhyofmazcy4 507 2 extraction extraction NN work_ifymfqj7jjbv5ldnhyofmazcy4 507 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 507 4 personal personal JJ work_ifymfqj7jjbv5ldnhyofmazcy4 507 5 experiences experience NNS work_ifymfqj7jjbv5ldnhyofmazcy4 507 6 from from IN work_ifymfqj7jjbv5ldnhyofmazcy4 507 7 patients patient NNS work_ifymfqj7jjbv5ldnhyofmazcy4 507 8 ’ ’ POS work_ifymfqj7jjbv5ldnhyofmazcy4 507 9 blogs blog NNS work_ifymfqj7jjbv5ldnhyofmazcy4 507 10 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 507 11 A a DT work_ifymfqj7jjbv5ldnhyofmazcy4 507 12 case case NN work_ifymfqj7jjbv5ldnhyofmazcy4 507 13 study study NN work_ifymfqj7jjbv5ldnhyofmazcy4 507 14 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 507 15 chronic chronic JJ work_ifymfqj7jjbv5ldnhyofmazcy4 507 16 obstructive obstructive JJ work_ifymfqj7jjbv5ldnhyofmazcy4 507 17 pulmonary pulmonary JJ work_ifymfqj7jjbv5ldnhyofmazcy4 507 18 disease disease NN work_ifymfqj7jjbv5ldnhyofmazcy4 507 19 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 508 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 508 2 Proceedings Proceedings NNP work_ifymfqj7jjbv5ldnhyofmazcy4 508 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 508 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 508 5 third third JJ work_ifymfqj7jjbv5ldnhyofmazcy4 508 6 international international JJ work_ifymfqj7jjbv5ldnhyofmazcy4 508 7 conference conference NN work_ifymfqj7jjbv5ldnhyofmazcy4 508 8 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 508 9 social social JJ work_ifymfqj7jjbv5ldnhyofmazcy4 508 10 computing computing NN work_ifymfqj7jjbv5ldnhyofmazcy4 508 11 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 508 12 its -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 508 13 applications application NNS work_ifymfqj7jjbv5ldnhyofmazcy4 508 14 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 508 15 pp pp NNP work_ifymfqj7jjbv5ldnhyofmazcy4 508 16 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 509 1 377–382 377–382 CD work_ifymfqj7jjbv5ldnhyofmazcy4 509 2 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 509 3 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 510 1 Karlsruhe Karlsruhe NNP work_ifymfqj7jjbv5ldnhyofmazcy4 510 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 510 3 Germany Germany NNP work_ifymfqj7jjbv5ldnhyofmazcy4 510 4 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 511 1 Gross Gross NNP work_ifymfqj7jjbv5ldnhyofmazcy4 511 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 511 3 M. M. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 511 4 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 511 5 1997 1997 CD work_ifymfqj7jjbv5ldnhyofmazcy4 511 6 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 511 7 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 512 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 512 2 construction construction NN work_ifymfqj7jjbv5ldnhyofmazcy4 512 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 512 4 local local JJ work_ifymfqj7jjbv5ldnhyofmazcy4 512 5 grammars grammar NNS work_ifymfqj7jjbv5ldnhyofmazcy4 512 6 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 513 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 513 2 E. E. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 513 3 Roche Roche NNP work_ifymfqj7jjbv5ldnhyofmazcy4 513 4 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 513 5 Y. Y. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 513 6 Schabes Schabes NNP work_ifymfqj7jjbv5ldnhyofmazcy4 513 7 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 513 8 Eds Eds NNP work_ifymfqj7jjbv5ldnhyofmazcy4 513 9 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 514 1 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 514 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 514 3 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 514 4 pp pp NNP work_ifymfqj7jjbv5ldnhyofmazcy4 514 5 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 515 1 329–354 329–354 CD work_ifymfqj7jjbv5ldnhyofmazcy4 515 2 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 515 3 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 516 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 516 2 MIT MIT NNP work_ifymfqj7jjbv5ldnhyofmazcy4 516 3 Press Press NNP work_ifymfqj7jjbv5ldnhyofmazcy4 516 4 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 517 1 Hall Hall NNP work_ifymfqj7jjbv5ldnhyofmazcy4 517 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 517 3 M. M. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 517 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 517 5 Frank Frank NNP work_ifymfqj7jjbv5ldnhyofmazcy4 517 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 517 7 E. E. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 517 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 517 9 Holmes Holmes NNP work_ifymfqj7jjbv5ldnhyofmazcy4 517 10 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 517 11 G. G. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 517 12 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 517 13 Pfahringer Pfahringer NNP work_ifymfqj7jjbv5ldnhyofmazcy4 517 14 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 517 15 B. B. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 517 16 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 517 17 Reutemann Reutemann NNP work_ifymfqj7jjbv5ldnhyofmazcy4 517 18 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 517 19 P. P. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 517 20 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 517 21 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 517 22 Witten Witten NNP work_ifymfqj7jjbv5ldnhyofmazcy4 517 23 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 517 24 I. I. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 517 25 H. h. NN work_ifymfqj7jjbv5ldnhyofmazcy4 517 26 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 517 27 2009 2009 CD work_ifymfqj7jjbv5ldnhyofmazcy4 517 28 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 517 29 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 518 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 518 2 Weka Weka NNP work_ifymfqj7jjbv5ldnhyofmazcy4 518 3 data data NN work_ifymfqj7jjbv5ldnhyofmazcy4 518 4 mining mining NN work_ifymfqj7jjbv5ldnhyofmazcy4 518 5 software software NN work_ifymfqj7jjbv5ldnhyofmazcy4 518 6 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 518 7 An an DT work_ifymfqj7jjbv5ldnhyofmazcy4 518 8 update update NN work_ifymfqj7jjbv5ldnhyofmazcy4 518 9 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 519 1 ACM ACM NNP work_ifymfqj7jjbv5ldnhyofmazcy4 519 2 SIGKDD SIGKDD NNP work_ifymfqj7jjbv5ldnhyofmazcy4 519 3 Explorations Explorations NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 519 4 Newsletter Newsletter NNP work_ifymfqj7jjbv5ldnhyofmazcy4 519 5 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 519 6 11 11 CD work_ifymfqj7jjbv5ldnhyofmazcy4 519 7 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 519 8 10–18 10–18 CD work_ifymfqj7jjbv5ldnhyofmazcy4 519 9 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 520 1 Jackendoff Jackendoff NNP work_ifymfqj7jjbv5ldnhyofmazcy4 520 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 520 3 R. R. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 520 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 520 5 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 520 6 Pinker Pinker NNP work_ifymfqj7jjbv5ldnhyofmazcy4 520 7 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 520 8 S. S. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 520 9 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 520 10 2005 2005 CD work_ifymfqj7jjbv5ldnhyofmazcy4 520 11 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 520 12 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 521 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 521 2 nature nature NN work_ifymfqj7jjbv5ldnhyofmazcy4 521 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 521 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 521 5 language language NN work_ifymfqj7jjbv5ldnhyofmazcy4 521 6 faculty faculty NN work_ifymfqj7jjbv5ldnhyofmazcy4 521 7 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 521 8 its -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 521 9 implications implication NNS work_ifymfqj7jjbv5ldnhyofmazcy4 521 10 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 521 11 evolution evolution NN work_ifymfqj7jjbv5ldnhyofmazcy4 521 12 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 521 13 language language NN work_ifymfqj7jjbv5ldnhyofmazcy4 521 14 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 521 15 Reply Reply NNP work_ifymfqj7jjbv5ldnhyofmazcy4 521 16 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 521 17 Fitch Fitch NNP work_ifymfqj7jjbv5ldnhyofmazcy4 521 18 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 521 19 Hauser Hauser NNP work_ifymfqj7jjbv5ldnhyofmazcy4 521 20 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 521 21 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 521 22 Chomsky Chomsky NNP work_ifymfqj7jjbv5ldnhyofmazcy4 521 23 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 521 24 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 522 1 Cognition cognition NN work_ifymfqj7jjbv5ldnhyofmazcy4 522 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 522 3 97 97 CD work_ifymfqj7jjbv5ldnhyofmazcy4 522 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 522 5 211–225 211–225 CD work_ifymfqj7jjbv5ldnhyofmazcy4 522 6 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 523 1 http://www.cs.cf.ac.uk/idioment http://www.cs.cf.ac.uk/idioment NNP work_ifymfqj7jjbv5ldnhyofmazcy4 523 2 http://www.cs.cf.ac.uk/idioment http://www.cs.cf.ac.uk/idioment NNP work_ifymfqj7jjbv5ldnhyofmazcy4 523 3 http://www.crowdflower.com/ http://www.crowdflower.com/ NN work_ifymfqj7jjbv5ldnhyofmazcy4 523 4 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0020 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0020 NN work_ifymfqj7jjbv5ldnhyofmazcy4 523 5 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0020 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0020 NN work_ifymfqj7jjbv5ldnhyofmazcy4 523 6 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0020 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0020 NN work_ifymfqj7jjbv5ldnhyofmazcy4 523 7 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0025 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0025 NN work_ifymfqj7jjbv5ldnhyofmazcy4 523 8 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0025 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0025 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 523 9 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0025 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0025 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 523 10 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0025 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0025 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 523 11 http://www.natcorp.ox.ac.uk/ http://www.natcorp.ox.ac.uk/ NNP work_ifymfqj7jjbv5ldnhyofmazcy4 523 12 http://www.minorthird.sourceforge.net http://www.minorthird.sourceforge.net NN work_ifymfqj7jjbv5ldnhyofmazcy4 523 13 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0050 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0050 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 523 14 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0050 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0050 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 523 15 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0055 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0055 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 523 16 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0055 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0055 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 523 17 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0065 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0065 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 523 18 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0065 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0065 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 523 19 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0070 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0070 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 523 20 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0070 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0070 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 523 21 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0075 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0075 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 523 22 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0075 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0075 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 523 23 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0075 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0075 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 523 24 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0080 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0080 VB work_ifymfqj7jjbv5ldnhyofmazcy4 523 25 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0080 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0080 VB work_ifymfqj7jjbv5ldnhyofmazcy4 523 26 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0090 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0090 NN work_ifymfqj7jjbv5ldnhyofmazcy4 523 27 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0095 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0095 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 523 28 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0095 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0095 CD work_ifymfqj7jjbv5ldnhyofmazcy4 523 29 https://mlnl.net/jg/software/ira/ https://mlnl.net/jg/software/ira/ NN work_ifymfqj7jjbv5ldnhyofmazcy4 523 30 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0115 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0115 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 523 31 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0115 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0115 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 523 32 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0125 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0125 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 523 33 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0125 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0125 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 523 34 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0140 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0140 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 523 35 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0140 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0140 RB work_ifymfqj7jjbv5ldnhyofmazcy4 523 36 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0140 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0140 RB work_ifymfqj7jjbv5ldnhyofmazcy4 523 37 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0145 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0145 NN work_ifymfqj7jjbv5ldnhyofmazcy4 523 38 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0145 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0145 NN work_ifymfqj7jjbv5ldnhyofmazcy4 523 39 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0145 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0145 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 523 40 L. L. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 523 41 Williams Williams NNP work_ifymfqj7jjbv5ldnhyofmazcy4 523 42 et et NNP work_ifymfqj7jjbv5ldnhyofmazcy4 523 43 al al NNP work_ifymfqj7jjbv5ldnhyofmazcy4 523 44 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 524 1 / / SYM work_ifymfqj7jjbv5ldnhyofmazcy4 524 2 Expert expert NN work_ifymfqj7jjbv5ldnhyofmazcy4 524 3 Systems system NNS work_ifymfqj7jjbv5ldnhyofmazcy4 524 4 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 524 5 Applications Applications NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 524 6 42 42 CD work_ifymfqj7jjbv5ldnhyofmazcy4 524 7 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 524 8 2015 2015 CD work_ifymfqj7jjbv5ldnhyofmazcy4 524 9 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 524 10 7375–7385 7375–7385 CD work_ifymfqj7jjbv5ldnhyofmazcy4 524 11 7385 7385 CD work_ifymfqj7jjbv5ldnhyofmazcy4 524 12 Krippendorff Krippendorff NNP work_ifymfqj7jjbv5ldnhyofmazcy4 524 13 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 524 14 K. K. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 524 15 H. H. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 524 16 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 524 17 1980 1980 CD work_ifymfqj7jjbv5ldnhyofmazcy4 524 18 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 524 19 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 525 1 Content content JJ work_ifymfqj7jjbv5ldnhyofmazcy4 525 2 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 525 3 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 525 4 An an DT work_ifymfqj7jjbv5ldnhyofmazcy4 525 5 introduction introduction NN work_ifymfqj7jjbv5ldnhyofmazcy4 525 6 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 525 7 its -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 525 8 methodology methodology NN work_ifymfqj7jjbv5ldnhyofmazcy4 525 9 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 526 1 Beverly Beverly NNP work_ifymfqj7jjbv5ldnhyofmazcy4 526 2 Hills Hills NNP work_ifymfqj7jjbv5ldnhyofmazcy4 526 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 526 4 CA CA NNP work_ifymfqj7jjbv5ldnhyofmazcy4 526 5 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 526 6 SAGE SAGE NNP work_ifymfqj7jjbv5ldnhyofmazcy4 526 7 Publications Publications NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 526 8 Inc. Inc. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 526 9 Krippendorff Krippendorff NNP work_ifymfqj7jjbv5ldnhyofmazcy4 526 10 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 526 11 K. K. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 526 12 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 526 13 2004 2004 CD work_ifymfqj7jjbv5ldnhyofmazcy4 526 14 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 526 15 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 527 1 Reliability reliability NN work_ifymfqj7jjbv5ldnhyofmazcy4 527 2 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 527 3 content content NN work_ifymfqj7jjbv5ldnhyofmazcy4 527 4 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 527 5 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 527 6 Some some DT work_ifymfqj7jjbv5ldnhyofmazcy4 527 7 common common JJ work_ifymfqj7jjbv5ldnhyofmazcy4 527 8 misconceptions misconception NNS work_ifymfqj7jjbv5ldnhyofmazcy4 527 9 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 527 10 recommendations recommendation NNS work_ifymfqj7jjbv5ldnhyofmazcy4 527 11 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 528 1 Human Human NNP work_ifymfqj7jjbv5ldnhyofmazcy4 528 2 Communication Communication NNP work_ifymfqj7jjbv5ldnhyofmazcy4 528 3 Research Research NNP work_ifymfqj7jjbv5ldnhyofmazcy4 528 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 528 5 30 30 CD work_ifymfqj7jjbv5ldnhyofmazcy4 528 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 528 7 411–433 411–433 CD work_ifymfqj7jjbv5ldnhyofmazcy4 528 8 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 529 1 Learn learn VB work_ifymfqj7jjbv5ldnhyofmazcy4 529 2 English English NNP work_ifymfqj7jjbv5ldnhyofmazcy4 529 3 Today Today NNP work_ifymfqj7jjbv5ldnhyofmazcy4 529 4 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 530 1 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 530 2 2013 2013 CD work_ifymfqj7jjbv5ldnhyofmazcy4 530 3 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 530 4 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 531 1 URL url NN work_ifymfqj7jjbv5ldnhyofmazcy4 531 2 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 531 3 < < XX work_ifymfqj7jjbv5ldnhyofmazcy4 531 4 http://www.learn-english-today.com/idioms/ http://www.learn-english-today.com/idioms/ NNP work_ifymfqj7jjbv5ldnhyofmazcy4 531 5 idioms_proverbs.html idioms_proverbs.html NNP work_ifymfqj7jjbv5ldnhyofmazcy4 531 6 > > XX work_ifymfqj7jjbv5ldnhyofmazcy4 531 7 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 532 1 LeDoux ledoux VB work_ifymfqj7jjbv5ldnhyofmazcy4 532 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 532 3 J. J. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 532 4 E. E. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 532 5 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 532 6 1996 1996 CD work_ifymfqj7jjbv5ldnhyofmazcy4 532 7 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 532 8 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 533 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 533 2 emotional emotional JJ work_ifymfqj7jjbv5ldnhyofmazcy4 533 3 brain brain NN work_ifymfqj7jjbv5ldnhyofmazcy4 533 4 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 534 1 New New NNP work_ifymfqj7jjbv5ldnhyofmazcy4 534 2 York York NNP work_ifymfqj7jjbv5ldnhyofmazcy4 534 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 534 4 USA USA NNP work_ifymfqj7jjbv5ldnhyofmazcy4 534 5 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 534 6 Simon Simon NNP work_ifymfqj7jjbv5ldnhyofmazcy4 534 7 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 534 8 Schuster Schuster NNP work_ifymfqj7jjbv5ldnhyofmazcy4 534 9 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 535 1 Leech Leech NNP work_ifymfqj7jjbv5ldnhyofmazcy4 535 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 535 3 G. G. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 535 4 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 535 5 1993 1993 CD work_ifymfqj7jjbv5ldnhyofmazcy4 535 6 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 535 7 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 536 1 100 100 CD work_ifymfqj7jjbv5ldnhyofmazcy4 536 2 million million CD work_ifymfqj7jjbv5ldnhyofmazcy4 536 3 words word NNS work_ifymfqj7jjbv5ldnhyofmazcy4 536 4 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 536 5 English English NNP work_ifymfqj7jjbv5ldnhyofmazcy4 536 6 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 537 1 English English NNP work_ifymfqj7jjbv5ldnhyofmazcy4 537 2 Today Today NNP work_ifymfqj7jjbv5ldnhyofmazcy4 537 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 537 4 9 9 CD work_ifymfqj7jjbv5ldnhyofmazcy4 537 5 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 537 6 9–15 9–15 CD work_ifymfqj7jjbv5ldnhyofmazcy4 537 7 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 538 1 Liu Liu NNP work_ifymfqj7jjbv5ldnhyofmazcy4 538 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 538 3 D. D. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 538 4 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 538 5 2003 2003 CD work_ifymfqj7jjbv5ldnhyofmazcy4 538 6 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 538 7 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 539 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 539 2 most most RBS work_ifymfqj7jjbv5ldnhyofmazcy4 539 3 frequently frequently RB work_ifymfqj7jjbv5ldnhyofmazcy4 539 4 used use VBN work_ifymfqj7jjbv5ldnhyofmazcy4 539 5 spoken spoken JJ work_ifymfqj7jjbv5ldnhyofmazcy4 539 6 American american JJ work_ifymfqj7jjbv5ldnhyofmazcy4 539 7 English English NNP work_ifymfqj7jjbv5ldnhyofmazcy4 539 8 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 539 9 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 539 10 A a DT work_ifymfqj7jjbv5ldnhyofmazcy4 539 11 corpus corpus NN work_ifymfqj7jjbv5ldnhyofmazcy4 539 12 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 539 13 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 539 14 its -PRON- PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 539 15 implications implication NNS work_ifymfqj7jjbv5ldnhyofmazcy4 539 16 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 540 1 TESOL TESOL NNP work_ifymfqj7jjbv5ldnhyofmazcy4 540 2 Quarterly Quarterly NNP work_ifymfqj7jjbv5ldnhyofmazcy4 540 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 540 4 37 37 CD work_ifymfqj7jjbv5ldnhyofmazcy4 540 5 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 540 6 671–700 671–700 CD work_ifymfqj7jjbv5ldnhyofmazcy4 540 7 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 541 1 Liu Liu NNP work_ifymfqj7jjbv5ldnhyofmazcy4 541 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 541 3 B. B. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 542 1 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 542 2 2010 2010 CD work_ifymfqj7jjbv5ldnhyofmazcy4 542 3 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 542 4 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 543 1 Sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 543 2 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 543 3 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 543 4 subjectivity subjectivity NN work_ifymfqj7jjbv5ldnhyofmazcy4 543 5 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 544 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 544 2 N. N. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 544 3 Indurkhya Indurkhya NNP work_ifymfqj7jjbv5ldnhyofmazcy4 544 4 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 544 5 F. F. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 544 6 J. J. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 544 7 Damerau Damerau NNP work_ifymfqj7jjbv5ldnhyofmazcy4 544 8 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 544 9 Eds Eds NNP work_ifymfqj7jjbv5ldnhyofmazcy4 544 10 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 545 1 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 545 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 545 3 Handbook Handbook NNP work_ifymfqj7jjbv5ldnhyofmazcy4 545 4 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 545 5 Natural Natural NNP work_ifymfqj7jjbv5ldnhyofmazcy4 545 6 Language Language NNP work_ifymfqj7jjbv5ldnhyofmazcy4 545 7 Processing Processing NNP work_ifymfqj7jjbv5ldnhyofmazcy4 545 8 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 545 9 2nd 2nd JJ work_ifymfqj7jjbv5ldnhyofmazcy4 545 10 ed ed NNP work_ifymfqj7jjbv5ldnhyofmazcy4 545 11 .. .. . work_ifymfqj7jjbv5ldnhyofmazcy4 545 12 Boca Boca NNP work_ifymfqj7jjbv5ldnhyofmazcy4 545 13 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 545 14 CRC CRC NNP work_ifymfqj7jjbv5ldnhyofmazcy4 545 15 Press Press NNP work_ifymfqj7jjbv5ldnhyofmazcy4 545 16 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 545 17 Taylor Taylor NNP work_ifymfqj7jjbv5ldnhyofmazcy4 545 18 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 545 19 Francis Francis NNP work_ifymfqj7jjbv5ldnhyofmazcy4 545 20 Group Group NNP work_ifymfqj7jjbv5ldnhyofmazcy4 545 21 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 546 1 Maas Maas NNP work_ifymfqj7jjbv5ldnhyofmazcy4 546 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 546 3 A. a. NN work_ifymfqj7jjbv5ldnhyofmazcy4 546 4 L. L. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 546 5 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 546 6 Daly Daly NNP work_ifymfqj7jjbv5ldnhyofmazcy4 546 7 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 546 8 R. R. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 546 9 E. E. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 546 10 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 546 11 Pham Pham NNP work_ifymfqj7jjbv5ldnhyofmazcy4 546 12 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 546 13 P. P. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 546 14 T. T. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 546 15 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 546 16 Huang Huang NNP work_ifymfqj7jjbv5ldnhyofmazcy4 546 17 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 546 18 D. D. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 546 19 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 546 20 Ng Ng NNP work_ifymfqj7jjbv5ldnhyofmazcy4 546 21 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 546 22 A. a. NN work_ifymfqj7jjbv5ldnhyofmazcy4 546 23 Y. Y. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 546 24 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 546 25 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 546 26 Potts Potts NNP work_ifymfqj7jjbv5ldnhyofmazcy4 546 27 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 546 28 C. C. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 546 29 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 546 30 2011 2011 CD work_ifymfqj7jjbv5ldnhyofmazcy4 546 31 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 546 32 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 547 1 Learning learn VBG work_ifymfqj7jjbv5ldnhyofmazcy4 547 2 word word NN work_ifymfqj7jjbv5ldnhyofmazcy4 547 3 vectors vector NNS work_ifymfqj7jjbv5ldnhyofmazcy4 547 4 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 547 5 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 547 6 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 547 7 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 548 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 548 2 Proceedings proceeding NNS work_ifymfqj7jjbv5ldnhyofmazcy4 548 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 548 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 548 5 49th 49th JJ work_ifymfqj7jjbv5ldnhyofmazcy4 548 6 annual annual JJ work_ifymfqj7jjbv5ldnhyofmazcy4 548 7 meeting meeting NN work_ifymfqj7jjbv5ldnhyofmazcy4 548 8 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 548 9 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 548 10 association association NN work_ifymfqj7jjbv5ldnhyofmazcy4 548 11 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 548 12 computational computational JJ work_ifymfqj7jjbv5ldnhyofmazcy4 548 13 linguistics linguistic NNS work_ifymfqj7jjbv5ldnhyofmazcy4 548 14 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 548 15 Human human JJ work_ifymfqj7jjbv5ldnhyofmazcy4 548 16 language language NN work_ifymfqj7jjbv5ldnhyofmazcy4 548 17 technologies technology NNS work_ifymfqj7jjbv5ldnhyofmazcy4 548 18 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 548 19 pp pp NNP work_ifymfqj7jjbv5ldnhyofmazcy4 548 20 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 549 1 142–150 142–150 CD work_ifymfqj7jjbv5ldnhyofmazcy4 549 2 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 549 3 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 550 1 Portland Portland NNP work_ifymfqj7jjbv5ldnhyofmazcy4 550 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 550 3 Oregon Oregon NNP work_ifymfqj7jjbv5ldnhyofmazcy4 550 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 550 5 USA USA NNP work_ifymfqj7jjbv5ldnhyofmazcy4 550 6 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 550 7 Association Association NNP work_ifymfqj7jjbv5ldnhyofmazcy4 550 8 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 550 9 Computational Computational NNP work_ifymfqj7jjbv5ldnhyofmazcy4 550 10 Linguistics Linguistics NNP work_ifymfqj7jjbv5ldnhyofmazcy4 550 11 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 551 1 Mohammad Mohammad NNP work_ifymfqj7jjbv5ldnhyofmazcy4 551 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 551 3 S. S. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 551 4 M. M. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 551 5 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 551 6 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 551 7 Turney Turney NNP work_ifymfqj7jjbv5ldnhyofmazcy4 551 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 551 9 P. P. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 551 10 D. D. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 551 11 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 551 12 2010 2010 CD work_ifymfqj7jjbv5ldnhyofmazcy4 551 13 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 551 14 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 552 1 Emotions emotion NNS work_ifymfqj7jjbv5ldnhyofmazcy4 552 2 evoked evoke VBN work_ifymfqj7jjbv5ldnhyofmazcy4 552 3 by by IN work_ifymfqj7jjbv5ldnhyofmazcy4 552 4 common common JJ work_ifymfqj7jjbv5ldnhyofmazcy4 552 5 words word NNS work_ifymfqj7jjbv5ldnhyofmazcy4 552 6 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 552 7 phrases phrase NNS work_ifymfqj7jjbv5ldnhyofmazcy4 552 8 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 552 9 using use VBG work_ifymfqj7jjbv5ldnhyofmazcy4 552 10 mechanical mechanical JJ work_ifymfqj7jjbv5ldnhyofmazcy4 552 11 Turk Turk NNP work_ifymfqj7jjbv5ldnhyofmazcy4 552 12 to to TO work_ifymfqj7jjbv5ldnhyofmazcy4 552 13 create create VB work_ifymfqj7jjbv5ldnhyofmazcy4 552 14 an an DT work_ifymfqj7jjbv5ldnhyofmazcy4 552 15 emotion emotion NN work_ifymfqj7jjbv5ldnhyofmazcy4 552 16 lexicon lexicon NN work_ifymfqj7jjbv5ldnhyofmazcy4 552 17 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 553 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 553 2 Proceedings proceeding NNS work_ifymfqj7jjbv5ldnhyofmazcy4 553 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 553 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 553 5 NAACL NAACL NNP work_ifymfqj7jjbv5ldnhyofmazcy4 553 6 HLT HLT NNP work_ifymfqj7jjbv5ldnhyofmazcy4 553 7 workshop workshop NN work_ifymfqj7jjbv5ldnhyofmazcy4 553 8 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 553 9 computational computational JJ work_ifymfqj7jjbv5ldnhyofmazcy4 553 10 approaches approach NNS work_ifymfqj7jjbv5ldnhyofmazcy4 553 11 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 553 12 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 553 13 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 553 14 generation generation NN work_ifymfqj7jjbv5ldnhyofmazcy4 553 15 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 553 16 emotion emotion NN work_ifymfqj7jjbv5ldnhyofmazcy4 553 17 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 553 18 text text NN work_ifymfqj7jjbv5ldnhyofmazcy4 553 19 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 553 20 pp pp NNP work_ifymfqj7jjbv5ldnhyofmazcy4 553 21 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 554 1 26–34 26–34 LS work_ifymfqj7jjbv5ldnhyofmazcy4 554 2 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 554 3 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 555 1 Los Los NNP work_ifymfqj7jjbv5ldnhyofmazcy4 555 2 Angeles Angeles NNP work_ifymfqj7jjbv5ldnhyofmazcy4 555 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 555 4 California California NNP work_ifymfqj7jjbv5ldnhyofmazcy4 555 5 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 555 6 USA USA NNP work_ifymfqj7jjbv5ldnhyofmazcy4 555 7 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 556 1 Munezero Munezero NNP work_ifymfqj7jjbv5ldnhyofmazcy4 556 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 556 3 M. M. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 556 4 D. D. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 556 5 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 556 6 Montero Montero NNP work_ifymfqj7jjbv5ldnhyofmazcy4 556 7 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 556 8 C. C. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 556 9 S. S. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 556 10 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 556 11 Sutinen Sutinen NNP work_ifymfqj7jjbv5ldnhyofmazcy4 556 12 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 556 13 E. E. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 556 14 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 556 15 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 556 16 Pajunen Pajunen NNP work_ifymfqj7jjbv5ldnhyofmazcy4 556 17 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 556 18 J. J. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 557 1 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 557 2 2014 2014 CD work_ifymfqj7jjbv5ldnhyofmazcy4 557 3 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 557 4 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 558 1 Are be VBP work_ifymfqj7jjbv5ldnhyofmazcy4 558 2 they -PRON- PRP work_ifymfqj7jjbv5ldnhyofmazcy4 558 3 different different JJ work_ifymfqj7jjbv5ldnhyofmazcy4 558 4 ? ? . work_ifymfqj7jjbv5ldnhyofmazcy4 559 1 Affect affect VB work_ifymfqj7jjbv5ldnhyofmazcy4 559 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 559 3 feeling feeling NN work_ifymfqj7jjbv5ldnhyofmazcy4 559 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 559 5 emotion emotion NN work_ifymfqj7jjbv5ldnhyofmazcy4 559 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 559 7 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 559 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 559 9 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 559 10 opinion opinion NN work_ifymfqj7jjbv5ldnhyofmazcy4 559 11 detection detection NN work_ifymfqj7jjbv5ldnhyofmazcy4 559 12 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 559 13 text text NN work_ifymfqj7jjbv5ldnhyofmazcy4 559 14 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 560 1 IEEE IEEE NNP work_ifymfqj7jjbv5ldnhyofmazcy4 560 2 Transactions transaction NNS work_ifymfqj7jjbv5ldnhyofmazcy4 560 3 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 560 4 Affective Affective NNP work_ifymfqj7jjbv5ldnhyofmazcy4 560 5 Computing Computing NNP work_ifymfqj7jjbv5ldnhyofmazcy4 560 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 560 7 5 5 CD work_ifymfqj7jjbv5ldnhyofmazcy4 560 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 560 9 101–111 101–111 CD work_ifymfqj7jjbv5ldnhyofmazcy4 560 10 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 561 1 Nippold Nippold NNP work_ifymfqj7jjbv5ldnhyofmazcy4 561 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 561 3 M. M. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 561 4 A. A. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 561 5 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 561 6 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 561 7 Martin Martin NNP work_ifymfqj7jjbv5ldnhyofmazcy4 561 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 561 9 S. S. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 561 10 T. T. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 561 11 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 561 12 1989 1989 CD work_ifymfqj7jjbv5ldnhyofmazcy4 561 13 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 561 14 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 562 1 Idiom idiom VB work_ifymfqj7jjbv5ldnhyofmazcy4 562 2 interpretation interpretation NN work_ifymfqj7jjbv5ldnhyofmazcy4 562 3 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 562 4 isolation isolation NN work_ifymfqj7jjbv5ldnhyofmazcy4 562 5 versus versus IN work_ifymfqj7jjbv5ldnhyofmazcy4 562 6 context context NN work_ifymfqj7jjbv5ldnhyofmazcy4 562 7 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 562 8 A a DT work_ifymfqj7jjbv5ldnhyofmazcy4 562 9 developmental developmental JJ work_ifymfqj7jjbv5ldnhyofmazcy4 562 10 study study NN work_ifymfqj7jjbv5ldnhyofmazcy4 562 11 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 562 12 adolescents adolescent NNS work_ifymfqj7jjbv5ldnhyofmazcy4 562 13 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 563 1 Journal Journal NNP work_ifymfqj7jjbv5ldnhyofmazcy4 563 2 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 563 3 Speech Speech NNP work_ifymfqj7jjbv5ldnhyofmazcy4 563 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 563 5 Language Language NNP work_ifymfqj7jjbv5ldnhyofmazcy4 563 6 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 563 7 Hearing Hearing NNP work_ifymfqj7jjbv5ldnhyofmazcy4 563 8 Research Research NNP work_ifymfqj7jjbv5ldnhyofmazcy4 563 9 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 563 10 32 32 CD work_ifymfqj7jjbv5ldnhyofmazcy4 563 11 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 563 12 59–66 59–66 CD work_ifymfqj7jjbv5ldnhyofmazcy4 563 13 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 564 1 Nunberg Nunberg NNP work_ifymfqj7jjbv5ldnhyofmazcy4 564 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 564 3 G. G. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 564 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 564 5 Sag Sag NNP work_ifymfqj7jjbv5ldnhyofmazcy4 564 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 564 7 I. I. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 565 1 A. A. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 565 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 565 3 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 565 4 Wasow Wasow NNP work_ifymfqj7jjbv5ldnhyofmazcy4 565 5 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 565 6 T. T. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 565 7 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 565 8 1994 1994 CD work_ifymfqj7jjbv5ldnhyofmazcy4 565 9 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 565 10 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 566 1 Idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 566 2 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 567 1 Language language NN work_ifymfqj7jjbv5ldnhyofmazcy4 567 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 567 3 70 70 CD work_ifymfqj7jjbv5ldnhyofmazcy4 567 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 567 5 491–538 491–538 CD work_ifymfqj7jjbv5ldnhyofmazcy4 567 6 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 568 1 Pang Pang NNP work_ifymfqj7jjbv5ldnhyofmazcy4 568 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 568 3 B. B. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 568 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 568 5 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 568 6 Lee Lee NNP work_ifymfqj7jjbv5ldnhyofmazcy4 568 7 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 568 8 L. L. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 568 9 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 568 10 2004 2004 CD work_ifymfqj7jjbv5ldnhyofmazcy4 568 11 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 568 12 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 569 1 A a DT work_ifymfqj7jjbv5ldnhyofmazcy4 569 2 sentimental sentimental JJ work_ifymfqj7jjbv5ldnhyofmazcy4 569 3 education education NN work_ifymfqj7jjbv5ldnhyofmazcy4 569 4 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 569 5 Sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 569 6 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 569 7 using use VBG work_ifymfqj7jjbv5ldnhyofmazcy4 569 8 subjectivity subjectivity NN work_ifymfqj7jjbv5ldnhyofmazcy4 569 9 summarization summarization NN work_ifymfqj7jjbv5ldnhyofmazcy4 569 10 based base VBN work_ifymfqj7jjbv5ldnhyofmazcy4 569 11 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 569 12 minimum minimum JJ work_ifymfqj7jjbv5ldnhyofmazcy4 569 13 cuts cut NNS work_ifymfqj7jjbv5ldnhyofmazcy4 569 14 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 570 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 570 2 Proceedings Proceedings NNP work_ifymfqj7jjbv5ldnhyofmazcy4 570 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 570 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 570 5 42nd 42nd JJ work_ifymfqj7jjbv5ldnhyofmazcy4 570 6 annual annual JJ work_ifymfqj7jjbv5ldnhyofmazcy4 570 7 meeting meeting NN work_ifymfqj7jjbv5ldnhyofmazcy4 570 8 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 570 9 association association NN work_ifymfqj7jjbv5ldnhyofmazcy4 570 10 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 570 11 computational computational JJ work_ifymfqj7jjbv5ldnhyofmazcy4 570 12 linguistics linguistic NNS work_ifymfqj7jjbv5ldnhyofmazcy4 570 13 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 571 1 Pang Pang NNP work_ifymfqj7jjbv5ldnhyofmazcy4 571 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 571 3 B. B. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 571 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 571 5 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 571 6 Lee Lee NNP work_ifymfqj7jjbv5ldnhyofmazcy4 571 7 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 571 8 L. L. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 571 9 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 571 10 2005 2005 CD work_ifymfqj7jjbv5ldnhyofmazcy4 571 11 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 571 12 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 572 1 Seeing see VBG work_ifymfqj7jjbv5ldnhyofmazcy4 572 2 stars star NNS work_ifymfqj7jjbv5ldnhyofmazcy4 572 3 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 572 4 Exploiting exploit VBG work_ifymfqj7jjbv5ldnhyofmazcy4 572 5 class class NN work_ifymfqj7jjbv5ldnhyofmazcy4 572 6 relationships relationship NNS work_ifymfqj7jjbv5ldnhyofmazcy4 572 7 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 572 8 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 572 9 categorization categorization NN work_ifymfqj7jjbv5ldnhyofmazcy4 572 10 with with IN work_ifymfqj7jjbv5ldnhyofmazcy4 572 11 respect respect NN work_ifymfqj7jjbv5ldnhyofmazcy4 572 12 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 572 13 rating rating NN work_ifymfqj7jjbv5ldnhyofmazcy4 572 14 scales scale NNS work_ifymfqj7jjbv5ldnhyofmazcy4 572 15 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 573 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 573 2 Proceedings Proceedings NNP work_ifymfqj7jjbv5ldnhyofmazcy4 573 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 573 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 573 5 43rd 43rd JJ work_ifymfqj7jjbv5ldnhyofmazcy4 573 6 annual annual JJ work_ifymfqj7jjbv5ldnhyofmazcy4 573 7 meeting meeting NN work_ifymfqj7jjbv5ldnhyofmazcy4 573 8 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 573 9 association association NN work_ifymfqj7jjbv5ldnhyofmazcy4 573 10 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 573 11 computational computational NNP work_ifymfqj7jjbv5ldnhyofmazcy4 573 12 linguistics linguistics NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 573 13 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 573 14 pp pp NNP work_ifymfqj7jjbv5ldnhyofmazcy4 573 15 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 574 1 115–124 115–124 CD work_ifymfqj7jjbv5ldnhyofmazcy4 574 2 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 574 3 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 575 1 Pang Pang NNP work_ifymfqj7jjbv5ldnhyofmazcy4 575 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 575 3 B. B. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 575 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 575 5 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 575 6 Lee Lee NNP work_ifymfqj7jjbv5ldnhyofmazcy4 575 7 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 575 8 L. L. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 575 9 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 575 10 2008 2008 CD work_ifymfqj7jjbv5ldnhyofmazcy4 575 11 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 575 12 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 576 1 Opinion opinion NN work_ifymfqj7jjbv5ldnhyofmazcy4 576 2 mining mining NN work_ifymfqj7jjbv5ldnhyofmazcy4 576 3 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 576 4 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 576 5 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 576 6 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 577 1 Foundations foundation NNS work_ifymfqj7jjbv5ldnhyofmazcy4 577 2 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 577 3 Trends Trends NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 577 4 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 577 5 Information Information NNP work_ifymfqj7jjbv5ldnhyofmazcy4 577 6 Retrieval Retrieval NNP work_ifymfqj7jjbv5ldnhyofmazcy4 577 7 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 577 8 2 2 CD work_ifymfqj7jjbv5ldnhyofmazcy4 577 9 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 577 10 1–135 1–135 NNS work_ifymfqj7jjbv5ldnhyofmazcy4 577 11 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 578 1 Rentoumi Rentoumi NNP work_ifymfqj7jjbv5ldnhyofmazcy4 578 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 578 3 V. V. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 578 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 578 5 Vouros Vouros NNP work_ifymfqj7jjbv5ldnhyofmazcy4 578 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 578 7 G. G. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 578 8 A. A. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 578 9 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 578 10 Karkaletsis Karkaletsis NNP work_ifymfqj7jjbv5ldnhyofmazcy4 578 11 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 578 12 V. V. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 578 13 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 578 14 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 578 15 Moser Moser NNP work_ifymfqj7jjbv5ldnhyofmazcy4 578 16 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 578 17 A. a. NN work_ifymfqj7jjbv5ldnhyofmazcy4 579 1 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 579 2 2012 2012 CD work_ifymfqj7jjbv5ldnhyofmazcy4 579 3 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 579 4 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 580 1 Investigating investigate VBG work_ifymfqj7jjbv5ldnhyofmazcy4 580 2 metaphorical metaphorical JJ work_ifymfqj7jjbv5ldnhyofmazcy4 580 3 language language NN work_ifymfqj7jjbv5ldnhyofmazcy4 580 4 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 580 5 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 580 6 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 580 7 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 580 8 A a DT work_ifymfqj7jjbv5ldnhyofmazcy4 580 9 sense sense NN work_ifymfqj7jjbv5ldnhyofmazcy4 580 10 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 580 11 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 580 12 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 580 13 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 580 14 perspective perspective NN work_ifymfqj7jjbv5ldnhyofmazcy4 580 15 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 581 1 ACM ACM NNP work_ifymfqj7jjbv5ldnhyofmazcy4 581 2 Transactions Transactions NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 581 3 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 581 4 Speech Speech NNP work_ifymfqj7jjbv5ldnhyofmazcy4 581 5 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 581 6 Language Language NNP work_ifymfqj7jjbv5ldnhyofmazcy4 581 7 Processing Processing NNP work_ifymfqj7jjbv5ldnhyofmazcy4 581 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 581 9 9 9 CD work_ifymfqj7jjbv5ldnhyofmazcy4 581 10 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 581 11 6 6 CD work_ifymfqj7jjbv5ldnhyofmazcy4 581 12 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 582 1 Rubin Rubin NNP work_ifymfqj7jjbv5ldnhyofmazcy4 582 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 582 3 D. D. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 582 4 C. C. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 582 5 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 582 6 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 582 7 Talarico Talarico NNP work_ifymfqj7jjbv5ldnhyofmazcy4 582 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 582 9 J. J. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 582 10 M. M. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 582 11 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 582 12 2009 2009 CD work_ifymfqj7jjbv5ldnhyofmazcy4 582 13 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 582 14 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 583 1 A a DT work_ifymfqj7jjbv5ldnhyofmazcy4 583 2 comparison comparison NN work_ifymfqj7jjbv5ldnhyofmazcy4 583 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 583 4 dimensional dimensional JJ work_ifymfqj7jjbv5ldnhyofmazcy4 583 5 models model NNS work_ifymfqj7jjbv5ldnhyofmazcy4 583 6 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 583 7 emotion emotion NN work_ifymfqj7jjbv5ldnhyofmazcy4 583 8 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 583 9 Evidence evidence NN work_ifymfqj7jjbv5ldnhyofmazcy4 583 10 from from IN work_ifymfqj7jjbv5ldnhyofmazcy4 583 11 emotions emotion NNS work_ifymfqj7jjbv5ldnhyofmazcy4 583 12 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 583 13 prototypical prototypical JJ work_ifymfqj7jjbv5ldnhyofmazcy4 583 14 events event NNS work_ifymfqj7jjbv5ldnhyofmazcy4 583 15 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 583 16 autobiographical autobiographical JJ work_ifymfqj7jjbv5ldnhyofmazcy4 583 17 memories memory NNS work_ifymfqj7jjbv5ldnhyofmazcy4 583 18 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 583 19 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 583 20 words word NNS work_ifymfqj7jjbv5ldnhyofmazcy4 583 21 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 584 1 Memory memory NN work_ifymfqj7jjbv5ldnhyofmazcy4 584 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 584 3 17 17 CD work_ifymfqj7jjbv5ldnhyofmazcy4 584 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 584 5 802–808 802–808 CD work_ifymfqj7jjbv5ldnhyofmazcy4 584 6 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 585 1 Russell Russell NNP work_ifymfqj7jjbv5ldnhyofmazcy4 585 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 585 3 J. J. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 586 1 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 586 2 2003 2003 CD work_ifymfqj7jjbv5ldnhyofmazcy4 586 3 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 586 4 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 587 1 Core core NN work_ifymfqj7jjbv5ldnhyofmazcy4 587 2 affect affect NN work_ifymfqj7jjbv5ldnhyofmazcy4 587 3 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 587 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 587 5 psychological psychological JJ work_ifymfqj7jjbv5ldnhyofmazcy4 587 6 construction construction NN work_ifymfqj7jjbv5ldnhyofmazcy4 587 7 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 587 8 emotion emotion NN work_ifymfqj7jjbv5ldnhyofmazcy4 587 9 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 588 1 Psychological Psychological NNP work_ifymfqj7jjbv5ldnhyofmazcy4 588 2 Review Review NNP work_ifymfqj7jjbv5ldnhyofmazcy4 588 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 588 4 110 110 CD work_ifymfqj7jjbv5ldnhyofmazcy4 588 5 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 588 6 145–172 145–172 CD work_ifymfqj7jjbv5ldnhyofmazcy4 588 7 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 589 1 Shastri Shastri NNP work_ifymfqj7jjbv5ldnhyofmazcy4 589 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 589 3 L. L. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 589 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 589 5 Parvathy Parvathy NNP work_ifymfqj7jjbv5ldnhyofmazcy4 589 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 589 7 A. a. NN work_ifymfqj7jjbv5ldnhyofmazcy4 589 8 G. G. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 589 9 K. K. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 589 10 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 589 11 Abhishek Abhishek NNP work_ifymfqj7jjbv5ldnhyofmazcy4 589 12 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 589 13 Wesley Wesley NNP work_ifymfqj7jjbv5ldnhyofmazcy4 589 14 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 589 15 J. J. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 589 16 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 589 17 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 589 18 Blakrishnan Blakrishnan NNP work_ifymfqj7jjbv5ldnhyofmazcy4 589 19 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 589 20 R. R. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 589 21 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 589 22 2010 2010 CD work_ifymfqj7jjbv5ldnhyofmazcy4 589 23 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 589 24 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 590 1 Sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 590 2 extraction extraction NN work_ifymfqj7jjbv5ldnhyofmazcy4 590 3 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 590 4 Integrating integrate VBG work_ifymfqj7jjbv5ldnhyofmazcy4 590 5 statistical statistical JJ work_ifymfqj7jjbv5ldnhyofmazcy4 590 6 parsing parsing JJ work_ifymfqj7jjbv5ldnhyofmazcy4 590 7 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 590 8 semantic semantic JJ work_ifymfqj7jjbv5ldnhyofmazcy4 590 9 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 590 10 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 590 11 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 590 12 common common JJ work_ifymfqj7jjbv5ldnhyofmazcy4 590 13 sense sense NN work_ifymfqj7jjbv5ldnhyofmazcy4 590 14 reasoning reason VBG work_ifymfqj7jjbv5ldnhyofmazcy4 590 15 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 591 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 591 2 Proceedings proceeding NNS work_ifymfqj7jjbv5ldnhyofmazcy4 591 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 591 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 591 5 twenty twenty CD work_ifymfqj7jjbv5ldnhyofmazcy4 591 6 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 591 7 second second NN work_ifymfqj7jjbv5ldnhyofmazcy4 591 8 conference conference NN work_ifymfqj7jjbv5ldnhyofmazcy4 591 9 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 591 10 innovative innovative JJ work_ifymfqj7jjbv5ldnhyofmazcy4 591 11 applications application NNS work_ifymfqj7jjbv5ldnhyofmazcy4 591 12 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 591 13 artificial artificial JJ work_ifymfqj7jjbv5ldnhyofmazcy4 591 14 intelligence intelligence NN work_ifymfqj7jjbv5ldnhyofmazcy4 591 15 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 592 1 Atlanta Atlanta NNP work_ifymfqj7jjbv5ldnhyofmazcy4 592 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 592 3 Georgia Georgia NNP work_ifymfqj7jjbv5ldnhyofmazcy4 592 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 592 5 USA USA NNP work_ifymfqj7jjbv5ldnhyofmazcy4 592 6 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 593 1 Socher Socher NNP work_ifymfqj7jjbv5ldnhyofmazcy4 593 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 593 3 R. R. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 593 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 593 5 Perelygin Perelygin NNP work_ifymfqj7jjbv5ldnhyofmazcy4 593 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 593 7 A. A. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 593 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 593 9 Wu Wu NNP work_ifymfqj7jjbv5ldnhyofmazcy4 593 10 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 593 11 J. J. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 593 12 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 593 13 Chuang Chuang NNP work_ifymfqj7jjbv5ldnhyofmazcy4 593 14 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 593 15 J. J. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 593 16 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 593 17 Manning Manning NNP work_ifymfqj7jjbv5ldnhyofmazcy4 593 18 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 593 19 C. C. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 593 20 D. D. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 593 21 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 593 22 Ng Ng NNP work_ifymfqj7jjbv5ldnhyofmazcy4 593 23 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 593 24 A. A. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 593 25 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 593 26 et et NNP work_ifymfqj7jjbv5ldnhyofmazcy4 593 27 al al NNP work_ifymfqj7jjbv5ldnhyofmazcy4 593 28 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 594 1 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 594 2 2013 2013 CD work_ifymfqj7jjbv5ldnhyofmazcy4 594 3 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 594 4 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 595 1 Recursive recursive VB work_ifymfqj7jjbv5ldnhyofmazcy4 595 2 deep deep JJ work_ifymfqj7jjbv5ldnhyofmazcy4 595 3 models model NNS work_ifymfqj7jjbv5ldnhyofmazcy4 595 4 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 595 5 semantic semantic JJ work_ifymfqj7jjbv5ldnhyofmazcy4 595 6 compositionality compositionality NN work_ifymfqj7jjbv5ldnhyofmazcy4 595 7 over over IN work_ifymfqj7jjbv5ldnhyofmazcy4 595 8 a a DT work_ifymfqj7jjbv5ldnhyofmazcy4 595 9 Sentiment Sentiment NNP work_ifymfqj7jjbv5ldnhyofmazcy4 595 10 Treebank Treebank NNP work_ifymfqj7jjbv5ldnhyofmazcy4 595 11 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 596 1 In in IN work_ifymfqj7jjbv5ldnhyofmazcy4 596 2 Proceedings proceeding NNS work_ifymfqj7jjbv5ldnhyofmazcy4 596 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 596 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 596 5 conference conference NN work_ifymfqj7jjbv5ldnhyofmazcy4 596 6 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 596 7 empirical empirical JJ work_ifymfqj7jjbv5ldnhyofmazcy4 596 8 methods method NNS work_ifymfqj7jjbv5ldnhyofmazcy4 596 9 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 596 10 natural natural JJ work_ifymfqj7jjbv5ldnhyofmazcy4 596 11 language language NN work_ifymfqj7jjbv5ldnhyofmazcy4 596 12 processing processing NN work_ifymfqj7jjbv5ldnhyofmazcy4 596 13 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 596 14 pp pp NNP work_ifymfqj7jjbv5ldnhyofmazcy4 596 15 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 597 1 1631–1642 1631–1642 CD work_ifymfqj7jjbv5ldnhyofmazcy4 597 2 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 597 3 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 598 1 Seattle Seattle NNP work_ifymfqj7jjbv5ldnhyofmazcy4 598 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 598 3 Washington Washington NNP work_ifymfqj7jjbv5ldnhyofmazcy4 598 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 598 5 USA USA NNP work_ifymfqj7jjbv5ldnhyofmazcy4 598 6 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 598 7 Association Association NNP work_ifymfqj7jjbv5ldnhyofmazcy4 598 8 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 598 9 Computational Computational NNP work_ifymfqj7jjbv5ldnhyofmazcy4 598 10 Linguistics Linguistics NNP work_ifymfqj7jjbv5ldnhyofmazcy4 598 11 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 599 1 Spasić Spasić NNP work_ifymfqj7jjbv5ldnhyofmazcy4 599 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 599 3 I. I. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 599 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 599 5 Burnap Burnap NNP work_ifymfqj7jjbv5ldnhyofmazcy4 599 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 599 7 P. P. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 599 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 599 9 Greenwood Greenwood NNP work_ifymfqj7jjbv5ldnhyofmazcy4 599 10 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 599 11 M. M. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 599 12 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 599 13 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 599 14 Arribas Arribas NNP work_ifymfqj7jjbv5ldnhyofmazcy4 599 15 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 599 16 Ayllon Ayllon NNP work_ifymfqj7jjbv5ldnhyofmazcy4 599 17 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 599 18 M. M. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 599 19 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 599 20 2012 2012 CD work_ifymfqj7jjbv5ldnhyofmazcy4 599 21 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 599 22 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 600 1 A a DT work_ifymfqj7jjbv5ldnhyofmazcy4 600 2 naïve naïve JJ work_ifymfqj7jjbv5ldnhyofmazcy4 600 3 Bayes Bayes NNP work_ifymfqj7jjbv5ldnhyofmazcy4 600 4 approach approach VBP work_ifymfqj7jjbv5ldnhyofmazcy4 600 5 to to IN work_ifymfqj7jjbv5ldnhyofmazcy4 600 6 topic topic NN work_ifymfqj7jjbv5ldnhyofmazcy4 600 7 classification classification NN work_ifymfqj7jjbv5ldnhyofmazcy4 600 8 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 600 9 suicide suicide NN work_ifymfqj7jjbv5ldnhyofmazcy4 600 10 notes note NNS work_ifymfqj7jjbv5ldnhyofmazcy4 600 11 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 601 1 Biomedical Biomedical NNP work_ifymfqj7jjbv5ldnhyofmazcy4 601 2 Informatics Informatics NNP work_ifymfqj7jjbv5ldnhyofmazcy4 601 3 Insights Insights NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 601 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 601 5 5 5 CD work_ifymfqj7jjbv5ldnhyofmazcy4 601 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 601 7 87–97 87–97 CD work_ifymfqj7jjbv5ldnhyofmazcy4 601 8 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 602 1 Straessler Straessler NNP work_ifymfqj7jjbv5ldnhyofmazcy4 602 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 602 3 J. J. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 603 1 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 603 2 1982 1982 CD work_ifymfqj7jjbv5ldnhyofmazcy4 603 3 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 603 4 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 604 1 Idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 604 2 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 604 3 English English NNP work_ifymfqj7jjbv5ldnhyofmazcy4 604 4 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 604 5 A a DT work_ifymfqj7jjbv5ldnhyofmazcy4 604 6 pragmatic pragmatic JJ work_ifymfqj7jjbv5ldnhyofmazcy4 604 7 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 604 8 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 605 1 John John NNP work_ifymfqj7jjbv5ldnhyofmazcy4 605 2 Benjamins Benjamins NNP work_ifymfqj7jjbv5ldnhyofmazcy4 605 3 Pub Pub NNP work_ifymfqj7jjbv5ldnhyofmazcy4 605 4 Co. Co. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 606 1 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 606 2 Association Association NNP work_ifymfqj7jjbv5ldnhyofmazcy4 606 3 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 606 4 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 606 5 Advancement Advancement NNP work_ifymfqj7jjbv5ldnhyofmazcy4 606 6 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 606 7 Affective Affective NNP work_ifymfqj7jjbv5ldnhyofmazcy4 606 8 Computing Computing NNP work_ifymfqj7jjbv5ldnhyofmazcy4 606 9 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 607 1 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 607 2 2014 2014 CD work_ifymfqj7jjbv5ldnhyofmazcy4 607 3 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 607 4 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 608 1 Emotion emotion NN work_ifymfqj7jjbv5ldnhyofmazcy4 608 2 annotation annotation NN work_ifymfqj7jjbv5ldnhyofmazcy4 608 3 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 608 4 representation representation NN work_ifymfqj7jjbv5ldnhyofmazcy4 608 5 language language NN work_ifymfqj7jjbv5ldnhyofmazcy4 608 6 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 608 7 EARL EARL NNP work_ifymfqj7jjbv5ldnhyofmazcy4 608 8 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 608 9 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 608 10 Version Version NNP work_ifymfqj7jjbv5ldnhyofmazcy4 608 11 0.4.0 0.4.0 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 608 12 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 608 13 30 30 CD work_ifymfqj7jjbv5ldnhyofmazcy4 608 14 June June NNP work_ifymfqj7jjbv5ldnhyofmazcy4 608 15 2006 2006 CD work_ifymfqj7jjbv5ldnhyofmazcy4 608 16 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 608 17 URL url NN work_ifymfqj7jjbv5ldnhyofmazcy4 608 18 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 608 19 < < XX work_ifymfqj7jjbv5ldnhyofmazcy4 608 20 http://emotion-research.net/projects/humaine/earl http://emotion-research.net/projects/humaine/earl NNP work_ifymfqj7jjbv5ldnhyofmazcy4 608 21 > > XX work_ifymfqj7jjbv5ldnhyofmazcy4 608 22 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 609 1 Thelwall Thelwall NNP work_ifymfqj7jjbv5ldnhyofmazcy4 609 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 609 3 M. M. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 609 4 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 609 5 2014 2014 CD work_ifymfqj7jjbv5ldnhyofmazcy4 609 6 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 609 7 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 610 1 SentiStrength SentiStrength NNP work_ifymfqj7jjbv5ldnhyofmazcy4 610 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 610 3 URL url NN work_ifymfqj7jjbv5ldnhyofmazcy4 610 4 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 610 5 < < XX work_ifymfqj7jjbv5ldnhyofmazcy4 610 6 http://sentistrength.wlv.ac.uk/ http://sentistrength.wlv.ac.uk/ NNP work_ifymfqj7jjbv5ldnhyofmazcy4 610 7 > > XX work_ifymfqj7jjbv5ldnhyofmazcy4 610 8 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 611 1 Thelwall Thelwall NNP work_ifymfqj7jjbv5ldnhyofmazcy4 611 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 611 3 M. M. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 611 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 611 5 Buckley Buckley NNP work_ifymfqj7jjbv5ldnhyofmazcy4 611 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 611 7 K. K. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 611 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 611 9 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 611 10 Paltoglou Paltoglou NNP work_ifymfqj7jjbv5ldnhyofmazcy4 611 11 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 611 12 G. G. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 611 13 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 611 14 2012 2012 CD work_ifymfqj7jjbv5ldnhyofmazcy4 611 15 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 611 16 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 612 1 Sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 612 2 strength strength NN work_ifymfqj7jjbv5ldnhyofmazcy4 612 3 detection detection NN work_ifymfqj7jjbv5ldnhyofmazcy4 612 4 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 612 5 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 612 6 social social JJ work_ifymfqj7jjbv5ldnhyofmazcy4 612 7 web web NN work_ifymfqj7jjbv5ldnhyofmazcy4 612 8 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 613 1 Journal Journal NNP work_ifymfqj7jjbv5ldnhyofmazcy4 613 2 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 613 3 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 613 4 American American NNP work_ifymfqj7jjbv5ldnhyofmazcy4 613 5 Society Society NNP work_ifymfqj7jjbv5ldnhyofmazcy4 613 6 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 613 7 Information Information NNP work_ifymfqj7jjbv5ldnhyofmazcy4 613 8 Science Science NNP work_ifymfqj7jjbv5ldnhyofmazcy4 613 9 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 613 10 Technology Technology NNP work_ifymfqj7jjbv5ldnhyofmazcy4 613 11 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 613 12 63 63 CD work_ifymfqj7jjbv5ldnhyofmazcy4 613 13 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 613 14 163–173 163–173 CD work_ifymfqj7jjbv5ldnhyofmazcy4 613 15 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 614 1 Thelwall Thelwall NNP work_ifymfqj7jjbv5ldnhyofmazcy4 614 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 614 3 M. M. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 614 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 614 5 Buckley Buckley NNP work_ifymfqj7jjbv5ldnhyofmazcy4 614 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 614 7 K. K. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 614 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 614 9 Paltoglou Paltoglou NNP work_ifymfqj7jjbv5ldnhyofmazcy4 614 10 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 614 11 G. G. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 614 12 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 614 13 Cai Cai NNP work_ifymfqj7jjbv5ldnhyofmazcy4 614 14 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 614 15 D. D. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 614 16 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 614 17 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 614 18 Kappas Kappas NNP work_ifymfqj7jjbv5ldnhyofmazcy4 614 19 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 614 20 A. A. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 615 1 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 615 2 2010 2010 CD work_ifymfqj7jjbv5ldnhyofmazcy4 615 3 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 615 4 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 616 1 Sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 616 2 strength strength NN work_ifymfqj7jjbv5ldnhyofmazcy4 616 3 detection detection NN work_ifymfqj7jjbv5ldnhyofmazcy4 616 4 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 616 5 short short JJ work_ifymfqj7jjbv5ldnhyofmazcy4 616 6 informal informal JJ work_ifymfqj7jjbv5ldnhyofmazcy4 616 7 text text NN work_ifymfqj7jjbv5ldnhyofmazcy4 616 8 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 617 1 Journal Journal NNP work_ifymfqj7jjbv5ldnhyofmazcy4 617 2 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 617 3 the the DT work_ifymfqj7jjbv5ldnhyofmazcy4 617 4 American American NNP work_ifymfqj7jjbv5ldnhyofmazcy4 617 5 Society Society NNP work_ifymfqj7jjbv5ldnhyofmazcy4 617 6 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 617 7 Information Information NNP work_ifymfqj7jjbv5ldnhyofmazcy4 617 8 Science Science NNP work_ifymfqj7jjbv5ldnhyofmazcy4 617 9 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 617 10 Technology Technology NNP work_ifymfqj7jjbv5ldnhyofmazcy4 617 11 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 617 12 61 61 CD work_ifymfqj7jjbv5ldnhyofmazcy4 617 13 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 617 14 2544–2558 2544–2558 CD work_ifymfqj7jjbv5ldnhyofmazcy4 617 15 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 618 1 Turney Turney NNP work_ifymfqj7jjbv5ldnhyofmazcy4 618 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 618 3 P. P. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 618 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 618 5 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 618 6 Littman Littman NNP work_ifymfqj7jjbv5ldnhyofmazcy4 618 7 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 618 8 M. M. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 618 9 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 618 10 2003 2003 CD work_ifymfqj7jjbv5ldnhyofmazcy4 618 11 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 618 12 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 619 1 Measuring measure VBG work_ifymfqj7jjbv5ldnhyofmazcy4 619 2 praise praise NN work_ifymfqj7jjbv5ldnhyofmazcy4 619 3 and and CC work_ifymfqj7jjbv5ldnhyofmazcy4 619 4 criticism criticism NN work_ifymfqj7jjbv5ldnhyofmazcy4 619 5 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 619 6 Inference inference NN work_ifymfqj7jjbv5ldnhyofmazcy4 619 7 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 619 8 semantic semantic JJ work_ifymfqj7jjbv5ldnhyofmazcy4 619 9 orientation orientation NN work_ifymfqj7jjbv5ldnhyofmazcy4 619 10 from from IN work_ifymfqj7jjbv5ldnhyofmazcy4 619 11 association association NN work_ifymfqj7jjbv5ldnhyofmazcy4 619 12 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 620 1 ACM ACM NNP work_ifymfqj7jjbv5ldnhyofmazcy4 620 2 Transactions Transactions NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 620 3 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 620 4 Information Information NNP work_ifymfqj7jjbv5ldnhyofmazcy4 620 5 Systems Systems NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 620 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 620 7 21 21 CD work_ifymfqj7jjbv5ldnhyofmazcy4 620 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 620 9 315–346 315–346 CD work_ifymfqj7jjbv5ldnhyofmazcy4 620 10 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 621 1 Valitutti Valitutti NNP work_ifymfqj7jjbv5ldnhyofmazcy4 621 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 621 3 A. A. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 621 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 621 5 Strapparava Strapparava NNP work_ifymfqj7jjbv5ldnhyofmazcy4 621 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 621 7 C. C. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 621 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 621 9 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 621 10 Stock Stock NNP work_ifymfqj7jjbv5ldnhyofmazcy4 621 11 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 621 12 O. O. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 622 1 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 622 2 2004 2004 CD work_ifymfqj7jjbv5ldnhyofmazcy4 622 3 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 622 4 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 623 1 Developing develop VBG work_ifymfqj7jjbv5ldnhyofmazcy4 623 2 affective affective JJ work_ifymfqj7jjbv5ldnhyofmazcy4 623 3 lexical lexical JJ work_ifymfqj7jjbv5ldnhyofmazcy4 623 4 resources resource NNS work_ifymfqj7jjbv5ldnhyofmazcy4 623 5 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 624 1 Psychology psychology NN work_ifymfqj7jjbv5ldnhyofmazcy4 624 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 624 3 2 2 CD work_ifymfqj7jjbv5ldnhyofmazcy4 624 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 624 5 61–83 61–83 CD work_ifymfqj7jjbv5ldnhyofmazcy4 624 6 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 625 1 Wilson Wilson NNP work_ifymfqj7jjbv5ldnhyofmazcy4 625 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 625 3 T. T. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 625 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 625 5 Wiebe Wiebe NNP work_ifymfqj7jjbv5ldnhyofmazcy4 625 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 625 7 J. J. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 625 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 625 9 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 625 10 Hoffmann Hoffmann NNP work_ifymfqj7jjbv5ldnhyofmazcy4 625 11 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 625 12 P. P. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 625 13 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 625 14 2009 2009 CD work_ifymfqj7jjbv5ldnhyofmazcy4 625 15 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 625 16 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 626 1 Recognizing recognize VBG work_ifymfqj7jjbv5ldnhyofmazcy4 626 2 contextual contextual JJ work_ifymfqj7jjbv5ldnhyofmazcy4 626 3 polarity polarity NN work_ifymfqj7jjbv5ldnhyofmazcy4 626 4 : : : work_ifymfqj7jjbv5ldnhyofmazcy4 626 5 An an DT work_ifymfqj7jjbv5ldnhyofmazcy4 626 6 exploration exploration NN work_ifymfqj7jjbv5ldnhyofmazcy4 626 7 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 626 8 features feature NNS work_ifymfqj7jjbv5ldnhyofmazcy4 626 9 for for IN work_ifymfqj7jjbv5ldnhyofmazcy4 626 10 phrase phrase NN work_ifymfqj7jjbv5ldnhyofmazcy4 626 11 - - HYPH work_ifymfqj7jjbv5ldnhyofmazcy4 626 12 level level NN work_ifymfqj7jjbv5ldnhyofmazcy4 626 13 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 626 14 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 626 15 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 627 1 Computational Computational NNP work_ifymfqj7jjbv5ldnhyofmazcy4 627 2 Linguistics Linguistics NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 627 3 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 627 4 35 35 CD work_ifymfqj7jjbv5ldnhyofmazcy4 627 5 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 627 6 399–433 399–433 CD work_ifymfqj7jjbv5ldnhyofmazcy4 627 7 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 628 1 Xie Xie NNP work_ifymfqj7jjbv5ldnhyofmazcy4 628 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 628 3 S.-X. S.-X. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 628 4 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 628 5 & & CC work_ifymfqj7jjbv5ldnhyofmazcy4 628 6 Wang Wang NNP work_ifymfqj7jjbv5ldnhyofmazcy4 628 7 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 628 8 T. T. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 628 9 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 628 10 2014 2014 CD work_ifymfqj7jjbv5ldnhyofmazcy4 628 11 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 628 12 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 629 1 Construction construction NN work_ifymfqj7jjbv5ldnhyofmazcy4 629 2 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 629 3 unsupervised unsupervised JJ work_ifymfqj7jjbv5ldnhyofmazcy4 629 4 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 629 5 classifier classifier NN work_ifymfqj7jjbv5ldnhyofmazcy4 629 6 on on IN work_ifymfqj7jjbv5ldnhyofmazcy4 629 7 idioms idioms JJ work_ifymfqj7jjbv5ldnhyofmazcy4 629 8 resources resource NNS work_ifymfqj7jjbv5ldnhyofmazcy4 629 9 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 630 1 Journal Journal NNP work_ifymfqj7jjbv5ldnhyofmazcy4 630 2 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 630 3 Central Central NNP work_ifymfqj7jjbv5ldnhyofmazcy4 630 4 South South NNP work_ifymfqj7jjbv5ldnhyofmazcy4 630 5 University University NNP work_ifymfqj7jjbv5ldnhyofmazcy4 630 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 630 7 21 21 CD work_ifymfqj7jjbv5ldnhyofmazcy4 630 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 630 9 1376–1384 1376–1384 CD work_ifymfqj7jjbv5ldnhyofmazcy4 630 10 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 631 1 Yusifova Yusifova NNP work_ifymfqj7jjbv5ldnhyofmazcy4 631 2 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 631 3 G. G. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 631 4 I. I. NNP work_ifymfqj7jjbv5ldnhyofmazcy4 632 1 ( ( -LRB- work_ifymfqj7jjbv5ldnhyofmazcy4 632 2 2013 2013 CD work_ifymfqj7jjbv5ldnhyofmazcy4 632 3 ) ) -RRB- work_ifymfqj7jjbv5ldnhyofmazcy4 632 4 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 633 1 Syntactic syntactic JJ work_ifymfqj7jjbv5ldnhyofmazcy4 633 2 features feature NNS work_ifymfqj7jjbv5ldnhyofmazcy4 633 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 633 4 English english JJ work_ifymfqj7jjbv5ldnhyofmazcy4 633 5 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 633 6 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 634 1 International International NNP work_ifymfqj7jjbv5ldnhyofmazcy4 634 2 Journal Journal NNP work_ifymfqj7jjbv5ldnhyofmazcy4 634 3 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 634 4 English English NNP work_ifymfqj7jjbv5ldnhyofmazcy4 634 5 Linguistics Linguistics NNP work_ifymfqj7jjbv5ldnhyofmazcy4 634 6 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 634 7 3 3 CD work_ifymfqj7jjbv5ldnhyofmazcy4 634 8 , , , work_ifymfqj7jjbv5ldnhyofmazcy4 634 9 133–138 133–138 CD work_ifymfqj7jjbv5ldnhyofmazcy4 634 10 . . . work_ifymfqj7jjbv5ldnhyofmazcy4 635 1 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0150 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0150 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 2 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0150 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0150 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 3 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0155 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0155 RB work_ifymfqj7jjbv5ldnhyofmazcy4 635 4 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0155 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0155 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 5 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0155 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0155 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 6 http://www.learn-english-today.com/idioms/idioms_proverbs.html http://www.learn-english-today.com/idioms/idioms_proverbs.html NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 7 http://www.learn-english-today.com/idioms/idioms_proverbs.html http://www.learn-english-today.com/idioms/idioms_proverbs.html NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 8 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0165 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0165 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 9 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0170 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0170 NN work_ifymfqj7jjbv5ldnhyofmazcy4 635 10 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0175 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0175 NN work_ifymfqj7jjbv5ldnhyofmazcy4 635 11 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0175 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0175 NN work_ifymfqj7jjbv5ldnhyofmazcy4 635 12 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0180 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0180 VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 635 13 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0180 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0180 VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 635 14 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0180 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0180 VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 635 15 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0185 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0185 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 16 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0185 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0185 FW work_ifymfqj7jjbv5ldnhyofmazcy4 635 17 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0185 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0185 JJ work_ifymfqj7jjbv5ldnhyofmazcy4 635 18 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0185 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0185 JJ work_ifymfqj7jjbv5ldnhyofmazcy4 635 19 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0185 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0185 JJ work_ifymfqj7jjbv5ldnhyofmazcy4 635 20 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0195 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0195 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 21 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0195 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0195 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 22 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0195 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0195 NN work_ifymfqj7jjbv5ldnhyofmazcy4 635 23 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0200 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0200 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 24 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0200 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0200 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 25 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0200 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0200 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 26 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0205 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0205 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 27 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0220 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0220 RB work_ifymfqj7jjbv5ldnhyofmazcy4 635 28 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0220 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0220 RB work_ifymfqj7jjbv5ldnhyofmazcy4 635 29 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0225 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0225 JJ work_ifymfqj7jjbv5ldnhyofmazcy4 635 30 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0225 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0225 JJ work_ifymfqj7jjbv5ldnhyofmazcy4 635 31 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0225 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0225 JJ work_ifymfqj7jjbv5ldnhyofmazcy4 635 32 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0230 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0230 NN work_ifymfqj7jjbv5ldnhyofmazcy4 635 33 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0230 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0230 NN work_ifymfqj7jjbv5ldnhyofmazcy4 635 34 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0230 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0230 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 35 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0235 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0235 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 36 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0235 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0235 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 37 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0245 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0245 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 38 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0245 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0245 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 39 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0245 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0245 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 40 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0245 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0245 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 41 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0245 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0245 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 42 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0250 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0250 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 43 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0250 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0250 JJ work_ifymfqj7jjbv5ldnhyofmazcy4 635 44 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0250 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0250 JJ work_ifymfqj7jjbv5ldnhyofmazcy4 635 45 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0255 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0255 NN work_ifymfqj7jjbv5ldnhyofmazcy4 635 46 http://emotion-research.net/projects/humaine/earl http://emotion-research.net/projects/humaine/earl NN work_ifymfqj7jjbv5ldnhyofmazcy4 635 47 http://sentistrength.wlv.ac.uk/ http://sentistrength.wlv.ac.uk/ NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 48 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0270 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0270 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 49 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0270 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0270 PRP$ work_ifymfqj7jjbv5ldnhyofmazcy4 635 50 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0270 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0270 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 51 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0275 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0275 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 52 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0275 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0275 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 53 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0275 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0275 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 54 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0280 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0280 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 55 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0280 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0280 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 56 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0280 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0280 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 57 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0285 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0285 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 58 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0285 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0285 NN work_ifymfqj7jjbv5ldnhyofmazcy4 635 59 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0290 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0290 VBP work_ifymfqj7jjbv5ldnhyofmazcy4 635 60 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0290 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0290 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 61 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0290 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0290 UH work_ifymfqj7jjbv5ldnhyofmazcy4 635 62 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0295 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0295 NN work_ifymfqj7jjbv5ldnhyofmazcy4 635 63 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0295 http://refhub.elsevier.com/s0957-4174(15)00375-9/h0295 VB work_ifymfqj7jjbv5ldnhyofmazcy4 635 64 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0300 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0300 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 65 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0300 http://refhub.elsevier.com/S0957-4174(15)00375-9/h0300 NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 66 The the DT work_ifymfqj7jjbv5ldnhyofmazcy4 635 67 role role NN work_ifymfqj7jjbv5ldnhyofmazcy4 635 68 of of IN work_ifymfqj7jjbv5ldnhyofmazcy4 635 69 idioms idiom NNS work_ifymfqj7jjbv5ldnhyofmazcy4 635 70 in in IN work_ifymfqj7jjbv5ldnhyofmazcy4 635 71 sentiment sentiment NN work_ifymfqj7jjbv5ldnhyofmazcy4 635 72 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 635 73 1 1 CD work_ifymfqj7jjbv5ldnhyofmazcy4 635 74 Introduction introduction NN work_ifymfqj7jjbv5ldnhyofmazcy4 635 75 2 2 CD work_ifymfqj7jjbv5ldnhyofmazcy4 635 76 Data Data NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 77 collection collection NN work_ifymfqj7jjbv5ldnhyofmazcy4 635 78 2.1 2.1 CD work_ifymfqj7jjbv5ldnhyofmazcy4 635 79 Idioms Idioms NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 80 2.2 2.2 CD work_ifymfqj7jjbv5ldnhyofmazcy4 635 81 Corpus Corpus NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 82 3 3 CD work_ifymfqj7jjbv5ldnhyofmazcy4 635 83 Data Data NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 84 annotation annotation NN work_ifymfqj7jjbv5ldnhyofmazcy4 635 85 3.1 3.1 CD work_ifymfqj7jjbv5ldnhyofmazcy4 635 86 Annotation annotation NN work_ifymfqj7jjbv5ldnhyofmazcy4 635 87 scheme scheme NN work_ifymfqj7jjbv5ldnhyofmazcy4 635 88 3.2 3.2 CD work_ifymfqj7jjbv5ldnhyofmazcy4 635 89 Annotation annotation NN work_ifymfqj7jjbv5ldnhyofmazcy4 635 90 process process NN work_ifymfqj7jjbv5ldnhyofmazcy4 635 91 3.3 3.3 CD work_ifymfqj7jjbv5ldnhyofmazcy4 635 92 Annotation annotation NN work_ifymfqj7jjbv5ldnhyofmazcy4 635 93 results result VBZ work_ifymfqj7jjbv5ldnhyofmazcy4 635 94 3.4 3.4 CD work_ifymfqj7jjbv5ldnhyofmazcy4 635 95 Gold gold NN work_ifymfqj7jjbv5ldnhyofmazcy4 635 96 standard standard JJ work_ifymfqj7jjbv5ldnhyofmazcy4 635 97 4 4 CD work_ifymfqj7jjbv5ldnhyofmazcy4 635 98 Sentiment Sentiment NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 99 analysis analysis NN work_ifymfqj7jjbv5ldnhyofmazcy4 635 100 4.1 4.1 CD work_ifymfqj7jjbv5ldnhyofmazcy4 635 101 Idiom Idiom NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 102 recognition recognition NN work_ifymfqj7jjbv5ldnhyofmazcy4 635 103 4.2 4.2 CD work_ifymfqj7jjbv5ldnhyofmazcy4 635 104 Negation negation NN work_ifymfqj7jjbv5ldnhyofmazcy4 635 105 4.3 4.3 CD work_ifymfqj7jjbv5ldnhyofmazcy4 635 106 Feature feature NN work_ifymfqj7jjbv5ldnhyofmazcy4 635 107 selection selection NN work_ifymfqj7jjbv5ldnhyofmazcy4 635 108 4.4 4.4 CD work_ifymfqj7jjbv5ldnhyofmazcy4 635 109 Sentiment Sentiment NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 110 classification classification NN work_ifymfqj7jjbv5ldnhyofmazcy4 635 111 5 5 CD work_ifymfqj7jjbv5ldnhyofmazcy4 635 112 Evaluation Evaluation NNP work_ifymfqj7jjbv5ldnhyofmazcy4 635 113 6 6 CD work_ifymfqj7jjbv5ldnhyofmazcy4 635 114 Discussion discussion NN work_ifymfqj7jjbv5ldnhyofmazcy4 635 115 7 7 CD work_ifymfqj7jjbv5ldnhyofmazcy4 635 116 Conclusions Conclusions NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 635 117 Acknowledgments Acknowledgments NNPS work_ifymfqj7jjbv5ldnhyofmazcy4 635 118 References reference NNS