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Exploring news intent and its application: A theory-driven approach
Wang, Zhengjia1,2; Wang, Danding1; Sheng, Qiang1; Cao, Juan1,2; Ma, Siyuan3; Cheng, Haonan4
2025-11-01
发表期刊INFORMATION PROCESSING & MANAGEMENT
ISSN0306-4573
卷号62期号:6页码:19
摘要Understanding the intent behind information is crucial. However, news as a medium of public discourse still lacks a structured investigation of perceived news intent and its application. To advance this field, this paper reviews interdisciplinary studies on intentional action and introduces a conceptual deconstruction-based news intent understanding framework (NINT). This framework identifies the components of intent, facilitating a structured representation of news intent and its applications. Building upon NINT, we contribute a new intent perception dataset. Moreover, we investigate the potential of intent assistance on news-related tasks, such as significant improvement (+2.2% macF1) in the task of fake news detection. We hope that our findings will provide valuable insights into action-based intent cognition and computational social science.
关键词Intent mining News media Social computing
DOI10.1016/j.ipm.2025.104229
收录类别SCI
语种英语
资助项目Strategic Priority Research Program of the Chinese Academy of Sciences[XDB0680202] ; National Natural Science Foundation of China[62406310] ; China Postdoctoral Science Foundation, China[2024M763336]
WOS研究方向Computer Science ; Information Science & Library Science
WOS类目Computer Science, Information Systems ; Information Science & Library Science
WOS记录号WOS:001513349000005
出版者ELSEVIER SCI LTD
引用统计
文献类型期刊论文
条目标识符http://119.78.100.204/handle/2XEOYT63/42284
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Cao, Juan
作者单位1.Chinese Acad Sci, Inst Comp Technol, Beijing 100190, Peoples R China
2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China
3.Univ Macau, Taipa 999078, Macao, Peoples R China
4.Commun Univ China, Beijing 100024, Peoples R China
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Wang, Zhengjia,Wang, Danding,Sheng, Qiang,et al. Exploring news intent and its application: A theory-driven approach[J]. INFORMATION PROCESSING & MANAGEMENT,2025,62(6):19.
APA Wang, Zhengjia,Wang, Danding,Sheng, Qiang,Cao, Juan,Ma, Siyuan,&Cheng, Haonan.(2025).Exploring news intent and its application: A theory-driven approach.INFORMATION PROCESSING & MANAGEMENT,62(6),19.
MLA Wang, Zhengjia,et al."Exploring news intent and its application: A theory-driven approach".INFORMATION PROCESSING & MANAGEMENT 62.6(2025):19.
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