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CouBRE: Counterfactual NLI For Low-Resource Biomedical Relation Extraction

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成果类型:
会议论文
作者:
Zhong, Jin;Liu, Yongbin;Ouyang, Chunping;Ren, Lin;Zhu, Chi;...
通讯作者:
Liu, YB
作者机构:
[Ouyang, Chunping; Liu, YB; Ren, Lin; Liu, Yongbin; Zhong, Jin; Zhu, Chi; He, Yidong] Univ South China, Hengyang, Peoples R China.
通讯机构:
[Liu, YB ] U
Univ South China, Hengyang, Peoples R China.
语种:
英文
关键词:
Biomedical Relation Extraction;Natural Language Inference;Counterfactual Inference;Debias
期刊:
Lecture Notes in Computer Science
ISSN:
0302-9743
年:
2025
卷:
15360
页码:
109-121
会议名称:
13th International Conference on Natural Language Processing and Chinese Computing
会议论文集名称:
Lecture Notes in Artificial Intelligence
会议时间:
NOV 01-03, 2024
会议地点:
Westlake University, Hangzhou, PEOPLES R CHINA
会议主办单位:
Westlake University
主编:
Wong, DF Wei, Z Yang, M
出版地:
152 BEACH ROAD, #21-01/04 GATEWAY EAST, SINGAPORE, 189721, SINGAPORE
出版者:
SPRINGER-VERLAG SINGAPORE PTE LTD
ISBN:
978-981-97-9433-1; 978-981-97-9434-8
基金类别:
State Key Program of National Natural Science of China [61533018]; National Natural Science Foundation of China [61402220]; Philosophy and Social Science Foundation of Hunan Province [16YBA323]; Natural Science Foundation of Hunan Province [2020JJ4525,2022JJ30495]; Scientific Research Fund of Hunan Provincial Education Department [18B279, 19A439, 22A0316]
机构署名:
本校为第一且通讯机构
摘要:
Biomedical relation extraction is a core problem in biomedical natural language processing, whose goal is to classify the relations between entity mentions within a classified given text, being modeled as a classification method. There has been some recent work on converting biomedical RE to other auxiliary tasks to deal with it. However, they have all neglected the fact that this form of RE is subject to the inherent bias of the auxiliary task, resulting in the inability to make truly reasonable predictions. In this paper, we propose the CouBRE method, which excludes the direct influence of p...

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