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对深度主动学习方法的研究,以减少生物医学关系提取中的标签努力

Charlotte Nachtegael1,2, Jacopo De Stefani2,3, Tom Lenaerts1,2,4

  • 1Interuniversity Institute of Bioinformatics in Brussels, Université Libre de Bruxelles-Vrije Universiteit Brussel, Bruxelles, Belgium.

PloS one
|December 15, 2023
PubMed
概括

积极学习 (AL) 显著减少了对生物医学关系提取 (bioRE) 数据集的注释需求. 基于不确定性的AL策略,如最不确定和边际采样,可以提高F1得分,准确性和精确性,用于生物RE任务.

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