Deep contextualized word representations

1. Deep contextualized word representations arXivtimes Kamujun

2. • Abstract • ELMo • • • •  

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

4. ELMo

5. ELMo:Embeddings from Language Models • biLM biLSTM cat biLSTMbiLSTM biLSTM biLSTMbiLSTM small is ELMo

6. biLM: Bidirectional language models • • •biLSTM biLSTMbiLSTM •

7. • ELMo  biLSTM biLSTMbiLSTM biLSTM biLSTMbiLSTM tk

8. ELMo  • L2 heavy  weight light weight :ELMoγ task stask : (softmax)

9. ELMo

10. • ELMo RNN ELMo Word Embedding RNN ELMo hidden layer output ELMo ELMo

12. • 6 SOTA ELMo   ELMo    

14. L2 • ELMo L2   1

15. ELMo • ELMo   SQuAD SNLI biRNN ELMo SRL

16. ELMo   • GloVe • biLM (ELMo)

17. • ELMo

18. • ELMo biLSTM biLSTM  

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

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