Attentional Encoder Network for Targeted Sentiment Classification

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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Attentional Encoder Network for Targeted Sentiment Classification #212

Closed shunk031 closed 5 years ago

shunk031 commented 5 years ago

https://arxiv.org/abs/1902.09314

shunk031 commented 5 years ago

ターゲットに対する感情分析で使われてきたLSTMに変わるself-attentionベースの attentional encoder network (AEN) を提案した。また付与されている感情ラベルに対する非信頼性に対して label smoothing を行う損失関数を導入した。BidirectionalLSTMにくらべ半数程度のパラメータ数で同等精度を達成

Attentional Encoder Network for Targeted Sentiment Classification - Paper Survey