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Cascade Decoding for Antibiotic Resistance Event Extraction Based on Contrastive Learning

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成果类型:
会议论文
作者:
Yanan Yao;Tian Yu;Huanghan Zhan;Weizhong Zhao;Tingting He;...
作者机构:
School of Computer, Central China Normal University, WuHan, PR China
Hubei Provincial Key Laboratory of Artificial Intelligence and Smart Learning, Central China Normal University, WuHan, PR China
National Language Resources Monitoring & Research Center for Network Media, Central China Normal University, WuHan, PR China
[Yanan Yao; Tian Yu; Huanghan Zhan; Weizhong Zhao; Tingting He; Xingpeng Jiang] School of Computer, Central China Normal University, WuHan, PR China<&wdkj&>Hubei Provincial Key Laboratory of Artificial Intelligence and Smart Learning, Central China Normal University, WuHan, PR China<&wdkj&>National Language Resources Monitoring & Research Center for Network Media, Central China Normal University, WuHan, PR China
语种:
英文
关键词:
antibiotic resistance;event extraction;contrastive learning;cascade decoding
年:
2023
页码:
4465-4472
会议名称:
2023 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)
会议论文集名称:
2023 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)
会议时间:
05 December 2023
会议地点:
Istanbul, Turkiye
出版者:
IEEE
ISBN:
979-8-3503-3749-5
基金类别:
10.13039/501100001809-National Natural Science Foundation of China 10.13039/501100003819-Natural Science Foundation of Hubei Province
机构署名:
本校为第一机构
院系归属:
计算机学院
摘要:
Antibiotic resistance event extraction involves the automated extraction of information related to antibiotic resistance mechanisms from a vast amount of biomedical literature. This can be achieved by utilizing natural language processing techniques. However, the distinctive characteristics of the biomedical field lead to various challenges for existing antibiotic resistance event extraction methods, such as limited labeling data, complex names of biomedical entities, and nesting and overlapping event structures. These factors make it challenging to apply the current processing methods for bio...

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