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Oct, 2022
自然语言处理中主动学习的调查
A Survey of Active Learning for Natural Language Processing
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Zhisong Zhang, Emma Strubell, Eduard Hovy
TL;DR
本文介绍了活跃学习在自然语言处理中的应用,并对查询策略、结构化预测任务、注释成本、模型学习和活跃学习的起止等关键问题进行了探讨。结论部分对相关主题和未来方向进行了讨论。
Abstract
In this work, we provide a survey of
active learning
(AL) for its applications in
natural language processing
(NLP). In addition to a fine-grained categorization of
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