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Improving deep learning method for biomedical named entity recognition by using entity definition information.

Ying XiongShuai ChenBuzhou TangQingcai ChenXiaolong WangJun YanYi Zhou
Published in: BMC bioinformatics (2021)
Our entity definition information enhanced models achieve the state-of-the-art micro-average F1 score of 0.9137, which implies that entity definition information has a positive impact on biomedical NER detection. In the future, we will explore more entity definition information from knowledge graph.
Keyphrases
  • health information
  • deep learning
  • convolutional neural network