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Double Graph Attention Network Reasoning Method Based on Filtering and Program-Like Evidence for Table-Based Fact Verification

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成果类型:
期刊论文
作者:
Gong, Hongfang;Wang, Can;Huang, Xiaofei
通讯作者:
Wang, C
作者机构:
[Huang, Xiaofei; Wang, C; Wang, Can; Gong, Hongfang] Changsha Univ Sci & Technol, Sch Math & Stat, Changsha 410114, Peoples R China.
通讯机构:
[Wang, C ] C
Changsha Univ Sci & Technol, Sch Math & Stat, Changsha 410114, Peoples R China.
语种:
英文
关键词:
filtering evidence;GAT;Natural language inference;program-like evidence;table-based fact verification
期刊:
IEEE ACCESS
ISSN:
2169-3536
年:
2023
卷:
11
页码:
86859-86871
基金类别:
10.13039/501100001809-National Natural Science Foundation of China (Grant Number: 61972055) 10.13039/501100004735-Natural Science Foundation of Hunan Province (Grant Number: 2021JJ30734)
机构署名:
本校为第一且通讯机构
院系归属:
数学与统计学院
摘要:
Table-based fact verification requests parsing table and statement structure and performing numerical and logical reasoning. Previous methods may select erroneous programs and ignore the interpretability of table-based fact verification. Thus, we propose a double graph attention network reasoning method based on filtering and program-like evidence (DGMFP). In detail, we initially obtain the filtering evidence based on tables and the program-like evidence based on logical forms to incorporate the semantic and symbolic information of evidence. Then, we construct an evidence graph with statement-...

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