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 3,4; Zhuge, Hai 1,2,5,6
刊名	IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING
	2021
卷号	33 期号:1 页码:43-54
关键词	Abstractive summarization information extraction multi-document summarization semantic link network
ISSN号	1041-4347
DOI	10.1109/TKDE.2019.2922957
英文摘要	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.
资助项目	National Science Foundation of China[61876048]
WOS研究方向	Computer Science ; Engineering
语种	英语
出版者	IEEE COMPUTER SOC
WOS记录号	WOS:000597150000004
内容类型	期刊论文
源URL	[http://119.78.100.204/handle/2XEOYT63/16499]
专题	中国科学院计算技术研究所
通讯作者	Zhuge, Hai
作者单位	1.Aston Univ, Syst Analyt Res Inst, Beijing 101408, Peoples R China 2.Univ Chinese Acad Sci, Beijing 101408, Peoples R China 3.Chinese Acad Sci, Inst Comp Technol, Beijing 100190, Peoples R China 4.Univ Chinese Acad Sci, Sch Comp & Control Engn, Beijing 101408, Peoples R China 5.Guangzhou Univ, Int Res Network Cyber Phys Social Intelligence, Beijing 101408, Peoples R China 6.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, 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.