UmlsBERT: Clinical Domain Knowledge Augmentation of Contextual Embeddings Using the Unified Medical Language System Metathesaurus
George Michalopoulos, Yuanxin Wang, Hussam Kaka, Helen Chen, Alexander Wong
Abstract
George Michalopoulos, Yuanxin Wang, Hussam Kaka, Helen Chen, Alexander Wong. Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies. 2021.
Topics & Concepts
Unified Medical Language SystemComputer scienceNatural language processingDomain (mathematical analysis)Artificial intelligenceEmbeddingInferenceProcess (computing)Domain knowledgeWord (group theory)Word embeddingNamed-entity recognitionENCODELinguisticsProgramming languageChemistryPhilosophyMathematicsBiochemistryEconomicsTask (project management)Mathematical analysisManagementGeneTopic ModelingNatural Language Processing TechniquesBiomedical Text Mining and Ontologies