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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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From Small-scale to Large-scale Text Classification #219

Closed shunk031 closed 5 years ago

shunk031 commented 5 years ago

https://dl.acm.org/citation.cfm?id=3313563

shunk031 commented 5 years ago

[WWW19] カテゴリ数が非常に多いテキスト分類と比較的少ないテキスト分類を同時に行うことで困難に対処するマルチタスクなアーキテクチャを提案。タスク不変な特徴を捉えるShared layerとタスク固有の特徴を捉えるPrivate layer、これらのタスクの関係を捉えるGate構造の導入を行い精度向上を確認。

From Small-scale to Large-scale Text Classification - Paper Survey