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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...

Ausführliche Beschreibung

Gespeichert in:
Hauptverfasser: Cong Sun, Zhihao Yang, Lei Wang, Yin Zhang, Hongfei Lin, Jian Wang
Format: Artigo
Sprache:Inglês
Veröffentlicht: BMC 2021-12-01
Schriftenreihe:BMC Bioinformatics
Schlagworte:
Named entity recognition
NER
Language model
BERT
Text mining
Online-Zugang:https://doi.org/10.1186/s12859-021-04260-y
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