Summarization of related work through citations

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Abstract

Automatically generating the related work section for a writing paper is useful for researchers as it can save a lot of time and avoid missing related works. The related work section of scientific paper usually introduces other researchers' work published before and makes comparisons with the current author's work. This paper proposes an approach to automatically generating related work by comparing the main text of the writing paper with the citations to the references from other papers. Our approach firstly collects the papers that cite the reference papers of the writing paper and extracts the corresponding citation sentences to form a citation document. It then makes a summarization that makes a comparison between the citation document and the writing paper's abstract, introduction and conclusion. It extracts the representative keywords from the citation document and the writing paper, and constructs a graph of the keywords. The discriminated nodes in the graph are figured out, and then the minimum Steiner tree that covers the nodes is extracted. A summary is generated by extracting the sentences covering the Steiner tree. The experiments show that our approach outperforms three baselines MEAD, ReWoS and ARWG according to ROUGE evaluation results.

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Details

Publication date11 Jan 2017
Publication titleProceedings - 2016 12th International Conference on Semantics, Knowledge and Grids, SKG 2016
EditorsHai Zhuge, Xiaoping Sun
PublisherIEEE
Pages54-61
Number of pages8
ISBN (Electronic)978-1-5090-4795-6
ISBN (Print)Piscataway, NJ (US)
Original languageEnglish
Event12th International Conference on Semantics, Knowledge and Grids, SKG 2016 - Beijing, China

Conference

Conference12th International Conference on Semantics, Knowledge and Grids, SKG 2016
CountryChina
CityBeijing
Period15/08/1617/08/16

Bibliographic note

-

    Keywords

  • citation, related work, summarization

DOI

Research outputs

Employable Graduates; Exploitable Research

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