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文献紹介 5月16日
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gumigumi7
May 16, 2018
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文献紹介 5月16日
gumigumi7
May 16, 2018
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Transcript
() MUSE: Modularizing Unsupervised Sense Embeddings
▪ ▪ Guang-He Lee and Yun-Nung Chen ▪
MUSE: Modularizing Unsupervised Sense Embeddings ▪ Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing ▪ pp. 327-337 ▪ ▪ 2
▪ ▪ A ▪ A 3
▪ *6/4:-,!+*( ▪ Clustering methods ▪ * ) #$/8129;0-
- ▪ MultiSenseSkipGram(Neelakantan et al., 2014) ▪ Probabilistic modeling methods ▪ * - )* -73:) , ▪ MultimodalWordDistributions(Athiwaratkun et al., 2017) ▪ Lexical ontology based methods ▪ *('- $-!%6/4:-, ▪ Sensembed (Iacobacci et al., 2015) 4
▪ g ss rt s ▪ s , e
st s r n r u ( Probabilistic modeling) ▪ s t s t g s t c r n r l (Lexical ontology based) ▪ ▪ n cr 5
▪ ( ) )( ) ) )(( ▪ b
dS U b d ▪ b d ▪ e a E : ▪ U b d ▪ Skipgram M 6
7
8 softmax
9 Word2Vecnegative sampling
10 2
11 ▪ Contextual Word Similarity
▪ Synonym Selection
13
▪ A ▪ A ▪ 14