Deep learning with language models improves named entity recognition for PharmaCoNER

Deep learning with language models improves named entity recognition for PharmaCoNER

Abstract Background The recognition of pharmacological substances, compounds and proteins is essential for biomedical relation extraction, knowledge graph construction, drug discovery, as well as medical question answering. Although considerable efforts have been made to recognize biomedical entitie...

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Bibliographic Details
Main Authors: Cong Sun, Zhihao Yang, Lei Wang, Yin Zhang, Hongfei Lin, Jian Wang
Format: Article
Language:English
Published: BMC 2021-12-01
Series:BMC Bioinformatics
Subjects:
Named entity recognition
NER
Language model
BERT
Text mining
Online Access:https://doi.org/10.1186/s12859-021-04260-y

Internet

https://doi.org/10.1186/s12859-021-04260-y

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