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Architecture of the hybrid system. This system consists of a knowledge-based entity system using Unified Medical Language System (UMLS) and Unstructured Information Management Architecture framework, and a deep learning relation system based on attention-based bidirectional long short-term memory (Att-BiLSTM). ADE: adverse drug event; NER: named entity recognition; WSD: word sense disambiguation.
