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EMNLP-2020-Cold-start Active Learning through Self-supervised Language Modeling #321

Open BrambleXu opened 3 years ago

BrambleXu commented 3 years ago

Summary:

对于active learning的cold start问题，效果不好的原因在于模型的不稳定和数据的稀缺。但是现在的预训练语言模型可能带来不同。基于BERT的masked language modeling loss来代表分类的不确定性。

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