Publications by authors named "Shumpei Inoue"

Article Synopsis
  • Biomedical Named Entity Recognition (bio NER) is advanced by a new model that incorporates external contexts for better identification of entities in biomedical texts.
  • The model retrieves relevant sentences from PubMed, ranks them, and combines them with original input sequences to improve feature representation using PubMedBERT and a BiLSTM layer.
  • Experiments show that this approach outperforms existing methods, highlighting that context improves entity recognition, with PubMed being more effective than Google for relevant information.
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