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Aug, 2019
利用知识图谱将领域知识融入医疗自然语言推理
Incorporating Domain Knowledge into Medical NLI using Knowledge Graphs
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Soumya Sharma, Bishal Santra, Abhik Jana, T. Y. S. S. Santosh, Niloy Ganguly...
TL;DR
本文研究如何将医学语言模型(BioELMo)的结构与医学任务中可用的知识图谱(UMLS)进行融合,通过实验验证结论表明融合策略不仅仅是可以改善MedNLI数据集上的BioELMo模型的基线表现,而且在医疗领域的任务中也导致了最前沿的结果。
Abstract
Recently,
biomedical
version of
embeddings
obtained from language models such as BioELMo have shown state-of-the-art results for the textual inference task in the medical domain. In this paper, we explore how to
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