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Contextualized Word Embeddings Background

Word embedding 沒辦法表達一字多意的問題~

Word Embedding Ploysemy Issue

  • Words are polysemy
    • An apple a day, keeps the doctor away.
    • Samrtphone companies including apple, …
  • However, their embeddings are NOT ploysemy
  • Issue
    • Multi-senses (ploysemy)
    • Multi-aspects (semantics, syntax)

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RNN LM (Language Model)

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TagLM - “Pre-ELMo”

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TagLM Model Detail

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TagLM on Name Entity Recognition

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CoVe (Contextualized Word Vectors)

  • 借用 MT (machine translation) 資訊
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AI CUP 2019新聞立場檢索競賽課程(蔡宗翰、李宏毅)