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Deep contextualized word representations

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Junya Kamura

2018/03/30 arXivtimes論文輪講資料

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Deep contextualized word representations arXivtimes Kamujun
• Abstract • ELMo • • • • 

Abstract • (syntax semantics) (polysemy) (ELMo:Embeddings from Language Models) • bidirectional language model (biLM) • NLP
ELMo
ELMo:Embeddings from Language Models • biLM biLSTM cat biLSTMbiLSTM biLSTM biLSTMbiLSTM small is ELMo
biLM: Bidirectional language models • • •biLSTM biLSTMbiLSTM •
• ELMo
 biLSTM biLSTMbiLSTM biLSTM biLSTMbiLSTM tk
ELMo
 • L2 heavy
 weight light weight :ELMoγ task stask : (softmax)
ELMo
• ELMo RNN ELMo Word Embedding RNN ELMo hidden layer output ELMo ELMo
• 6 SOTA ELMo 
 ELMo 
 

L2 • ELMo L2 
 1
ELMo • ELMo 
 SQuAD SNLI biRNN ELMo SRL
ELMo 
 • GloVe • biLM (ELMo)
• ELMo
• ELMo biLSTM biLSTM 

• (syntax semantics) (polysemy) (ELMo:Embeddings from Language Models) • bidirectional language model (biLM) • NLP

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