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Abstractive Multi-Document Summarization Based on Semantic Link Network
Li, Wei1,2; Zhuge, Hai3,4,5,6
2021
发表期刊IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING
ISSN1041-4347
卷号33期号:1页码:43-54
摘要The key to realize advanced document summarization is semantic representation of documents. This paper investigates the role of Semantic Link Network in representing and understanding documents for multi-document summarization. It proposes a novel abstractive multi-document summarization framework by first transforming documents into a Semantic Link Network of concepts and events and then transforming the Semantic Link Network into the summary of the documents based on the selection of important concepts and events while keeping semantics coherence. Experiments on benchmark datasets show that the proposed summarization approach significantly outperforms relevant state-of-the-art baselines and the Semantic Link Network plays an important role in representing and understanding documents.
关键词Abstractive summarization information extraction multi-document summarization semantic link network
DOI10.1109/TKDE.2019.2922957
收录类别SCI
语种英语
资助项目National Science Foundation of China[61876048]
WOS研究方向Computer Science ; Engineering
WOS类目Computer Science, Artificial Intelligence ; Computer Science, Information Systems ; Engineering, Electrical & Electronic
WOS记录号WOS:000597150000004
出版者IEEE COMPUTER SOC
引用统计
被引频次:22[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://119.78.100.204/handle/2XEOYT63/16500
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Zhuge, Hai
作者单位1.Chinese Acad Sci, Inst Comp Technol, Beijing 100190, Peoples R China
2.Univ Chinese Acad Sci, Sch Comp & Control Engn, Beijing 101408, Peoples R China
3.Guangzhou Univ, Int Res Network Cyber Phys Social Intelligence, Beijing 101408, Peoples R China
4.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing 101408, Peoples R China
5.Aston Univ, Syst Analyt Res Inst, Beijing 101408, Peoples R China
6.Univ Chinese Acad Sci, Beijing 101408, Peoples R China
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Li, Wei,Zhuge, Hai. Abstractive Multi-Document Summarization Based on Semantic Link Network[J]. IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING,2021,33(1):43-54.
APA Li, Wei,&Zhuge, Hai.(2021).Abstractive Multi-Document Summarization Based on Semantic Link Network.IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING,33(1),43-54.
MLA Li, Wei,et al."Abstractive Multi-Document Summarization Based on Semantic Link Network".IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING 33.1(2021):43-54.
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