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Feb, 2024
ActiveDP: 桥接主动学习和数据编程
ActiveDP: Bridging Active Learning and Data Programming
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Naiqing Guan, Nick Koudas
TL;DR
提出ActiveDP框架,结合主动学习和数据编程,生成高准确性和覆盖率的标签,优于以往弱监督和主动学习方法,在不同标注预算下表现稳定。
Abstract
Modern
machine learning models
require large
labelled datasets
to achieve good performance, but manually labelling large datasets is expensive and time-consuming. The
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