Publication:
Named Entity Recognition in Electronic Health Records Using Transfer Learning Bootstrapped Neural Networks
Luka Gligic, A. Kormilitzin, Paul W Goldberg, A. Nevado-Holgado • @arXiv • 06 January 2019
TLDR: This study develops an approach that solves problems for named entity recognition in I2B2 2009 Medical Extraction Challenge and achieves 82.4 F1 on extracting relationships between medical terms using attention-based seq2seq models bootstrapped in the same manner.
Citations: 70
Abstract:
GraphsLanguage Models & Neural NetworksReasoningStructured Data in NLPInformation RetrievalKnowledge RepresentationInformation Extraction & Text MiningKnowledge BasesSemantic Text ProcessingKnowledge GraphsNatural Language ProcessingText ClassificationNamed Entity RecognitionMultimodalityKnowledge Graph Reasoning
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