内蒙古民族大学学报（自然科学版）2025，Vol.40Issue(1)：28-35,8.DOI:10.14045/j.cnki.15-1220.2025.01.005
融合注意力机制的蒙医药命名实体识别
Named Entity Recognition of Mongolian Medicine with Integrated Attention Mechanism
摘要
Abstract
At present,Mongolian medicine texts are scattered and lack systematic organization.The key solu-tion to solve this problem is to construct Mongolian medicine knowledge map,in which Named Entity Recognition(NER)technology plays a key role.In this paper,a NER model based on BERT-BiGRU-CRF and attention mecha-nism is proposed to solve the entity recognition issue in Mongolian medicine texts.The data sources include the published Mongolian medical texts and Mongolian medical works which have been corrected and improved.Experi-mental results show that the proposed model achieves the F1 value of 87.33%in the Mongolian medicine Named Entity Recognition task.The F1 score represents an improvement of 4.97%,1.82%,and 1.77%compared to the BiL-STM-CRF,BERT-BiLSTM-CRF,and BERT-BiGRU-CRF models,respectively.This research not only enhances the application of NER in the field of Mongolian medicine but also provides important technical support for the con-struction of Mongolian medicine knowledge graphs and cultural heritage preservation.关键词
蒙医药知识图谱/命名实体识别/注意力机制/BERTKey words
Mongolian medicine knowledge graph/Named Entity Recognition/attention mechanism/BERT分类
信息技术与安全科学引用本文复制引用
刘忠博,杨一帆,白青海,周玉新,刁宇峰,张军..融合注意力机制的蒙医药命名实体识别[J].内蒙古民族大学学报（自然科学版）,2025,40(1):28-35,8.基金项目
内蒙古自治区自然科学基金面上项目(2022MS06028) （2022MS06028）
内蒙古民族大学博士科研启动基金项目(BS438) （BS438）
内蒙古民族大学智慧农牧创新团队项目 （）
