Biomedical word sense disambiguation with bidirectional long short-term memory and attention-based neural networks

Abstract Background In recent years, deep learning methods have been applied to many natural language processing tasks to achieve state-of-the-art performance. However, in the biomedical domain, they have not out-performed supervised word sense disambiguation (WSD) methods based on support vector ma...

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Bibliographic Details
Main Authors: Canlin Zhang, Daniel Biś, Xiuwen Liu, Zhe He
Format: Article
Language:English
Published: BMC 2019-12-01
Series:BMC Bioinformatics
Subjects:
Online Access:https://doi.org/10.1186/s12859-019-3079-8