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shunk031 / paper-survey

📚 Survey of previous research and related works on machine learning (especially Deep Learning) in Japanese
https://shunk031.github.io/paper-survey/
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Joint Embedding of Words and Labels for Text Classification #184

Closed shunk031 closed 6 years ago

shunk031 commented 6 years ago

https://arxiv.org/abs/1805.04174

shunk031 commented 6 years ago

テキスト分類の際に教師ラベルのembeddingと単語のembeddingを組み合わせたattentionの枠組みを用いる、Label-Embedding Attentive Model (LEAM) を提案。テスト時には既存のCNNやRNNなどのモデルと比べ、少ないパラメータ数・短い学習時間でSoTAを達成している。

Joint Embedding of Words and Labels for Text Classification - Paper Survey