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第8回最先端NLP勉強会 EMNLP2015 Guosh et al Sarcastic or Not
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Shuntaro Yada
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第8回最先端NLP勉強会で発表担当になった論文の紹介用スライドです。
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第8回最先端NLP勉強会 EMNLP2015 Guosh et al Sarcastic or Not
1.
Sarcastic or Not: Word
Embeddings to Predict the Literal or Sarcastic Meaning of Words Debanjan Ghosh, Weiwei Guo, and Smaranda Muresan EMNLP2015 1
2.
Abstract 2
3.
2 Collection of
Target Words 3
4.
2 Collection of
Target Words 4
5.
2 Collection of
Target Words 4
6.
2 Collection of
Target Words 4
7.
2 Collection of
Target Words 4
8.
2 Collection of
Target Words 4
9.
2 Collection of
Target Words 4
10.
2 Collection of
Target Words X
11.
2 Collection of
Target Words 5 t φ ≥ 0.8
12.
2 Collection of
Target Words X
13.
2 Collection of
Target Words X
14.
2 Collection of
Target Words X
15.
3 Literal/Sarcastic Sense
Disambiguation t t S L t S L 6
16.
3.1 Data Collection S
L L Lsent S Lsent 7
17.
3.1 Data Collection t 8
18.
3.2 Learning Approaches t t
S L 9
19.
3.2.1 Distributional Approaches t
S L vs vl u u t vu vu vs vl 10
20.
3.2.1 Distributional Approaches 11
21.
3.2.1 Distributional Approaches t
S L cos 12
22.
13
23.
3.2.1 Distributional Approaches 14
24.
3.2.1 Distributional Approaches • 15
25.
3.2.1 Distributional Approaches t
vs vu Sim vs vu ck wj M Mjk ck wj cos X
26.
3.2.1 Distributional Approaches M
max Sim max Mjk max = 0 M Sim vs vu vl S L X
27.
suppose: u t ck
S wju Sim = 0 M repeat until max = 0 or size(M) = (0, 0) 16
28.
suppose: u t ck
S wju Sim = 0 M repeat until max = 0 or size(M) = (0, 0) 16
29.
suppose: u t ck
S wju M Sim = 0.8 repeat until max = 0 or size(M) = (0, 0) 16
30.
suppose: u t ck
S wju M Sim = 0.8 repeat until max = 0 or size(M) = (0, 0) 16
31.
suppose: u t ck
S wju M Sim = 0.8 repeat until max = 0 or size(M) = (0, 0) 16
32.
3.2.2 Classification Approaches S
L S Lsent 17
33.
3.2.2 Classification Approaches 18
34.
3.2.2 Classification Approaches 19
35.
3.2.2 Classification Approaches kernelwe • • 20
36.
4 Results and
Discussions 21
37.
4 Results and
Discussions 22
38.
23
39.
6 Conclusion and
Future Work X
40.
6 Conclusion and
Future Work X
41.
Presenter’s Comments 24
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