Abstractive Multi-Document Summarization Based on Semantic Link Network

doi:10.1109/TKDE.2019.2922957

	Abstractive Multi-Document Summarization Based on Semantic Link Network
	Li, Wei 1,2; Zhuge, Hai 3,4,5,6
	2021
发表期刊	IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING
ISSN	1041-4347
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
DOI	10.1109/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：15[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
推荐引用方式 GB/T 7714	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.