UmlsBERT: Clinical Domain Knowledge Augmentation of Contextual Embeddings Using the Unified Medical Language System Metathesaurus

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Knowledge Triples

Source Entity	Relationship	Target Entity
BioBERT Material	appliesTo	Named Entity Recognition Task
Bio+Clinical BERT Method	appliesTo	clinical natural language inference Task
UmlsBERT Method	augmentedWith	UMLS Metathesaurus Material
UmlsBERT Method	outperforms	clinical natural language inference Task
UmlsBERT Method	outperforms	Named Entity Recognition Task