ABSTRACT
Quickly moving to a new area of research is painful for researchers due to the vast amount of scientific literature in each field of study. One possible way to overcome this problem is to summarize a scientific topic. In this paper, we propose a model of summarizing a single article, which can be further used to summarize an entire topic. Our model is based on analyzing others' viewpoint of the target article's contributions and the study of its citation summary network using a clustering approach.
- Barzilay, Regina, Kathleen R. McKeown, and Michael Elhadad. 1999. Information fusion in the context of multi-document summarization. In ACL'99, pages 550--557. Google ScholarDigital Library
- Bradshaw, Shannon. 2002. Reference Directed Indexing: Indexing Scientific Literature in the Context of Its Use. Ph.D. thesis, Northwestern University. Google ScholarDigital Library
- Bradshaw, Shannon. 2003. Reference directed indexing: Redeeming relevance for subject search in citation indexes. In Proceedings of the 7th European Conference on Research and Advanced Technology for Digital Libraries.Google ScholarCross Ref
- Carbonell, Jaime G. and Jade Goldstein. 1998. The use of MMR, diversity-based reranking for reordering documents and producing summaries. In SIGIR'98, pages 335--336. Google ScholarDigital Library
- Clauset, Aaron, Mark E. J. Newman, and Cristopher Moore. 2004. Finding community structure in very large networks. Phys. Rev. E, 70(6):066111, Dec.Google ScholarCross Ref
- Elkiss, Aaron, Siwei Shen, Anthony Fader, Güneş. Erkan, David States, and Dragomir R. Radev. 2008. Blind men and elephants: What do citation summaries tell us about a research article? Journal of the American Society for Information Science and Technology, 59(1):51--62. Google ScholarDigital Library
- Erkan, Güneş and Dragomir R. Radev. 2004. Lexrank: Graph-based centrality as salience in text summarization. Journal of Artificial Intelligence Research (JAIR). Google ScholarDigital Library
- Erkan, Güneş. 2006. Language model-based document clustering using random walks. In Proceedings of the HLT-NAACL conference, pages 479--486, New York City, USA, June. Association for Computational Linguistics. Google ScholarDigital Library
- Joseph, Mark T. and Dragomir R. Radev. 2007. Citation analysis, centrality, and the ACL Anthology. Technical Report CSE-TR-535-07, University of Michigan. Department of Electrical Engineering and Computer Science.Google Scholar
- Kan, Min-Yen, Judith L. Klavans, and Kathleen R. McKeown. 2002. Using the Annotated Bibliography as a Resource for Indicative Summarization. In Proceedings of LREC 2002, Las Palmas, Spain.Google Scholar
- Kupiec, Julian, Jan Pedersen, and Francine Chen. 1995. A trainable document summarizer. In SIGIR'95, pages 68--73, New York, NY, USA. ACM. Google ScholarDigital Library
- Levenshtein, Vladimir I. 1966. Binary Codes Capable of Correcting Deletions, Insertions and Reversals. Soviet Physics Doklady, 10:707.Google Scholar
- Lin, Jimmy J. and Dina Demner-Fushman. 2006. Methods for automatically evaluating answers to complex questions. Information Retrieval, 9(5):565--587. Google ScholarDigital Library
- Manning, Christopher D., Prabhakar Raghavan, and Hinrich Schütze. 2008. Introduction to Information Retrieval. Cambridge University Press. Google ScholarDigital Library
- Marton, Gregory and Alexey Radul. 2006. Nuggeteer: Automatic nugget-based evaluation using descriptions and judgements. In Proceedings of NAAC/HLT. Google ScholarDigital Library
- Nanba, Hidetsugu and Manabu Okumura. 1999. Towards multi-paper summarization using reference information. In IJCAI1999, pages 926--931. Google ScholarDigital Library
- Nanba, Hidetsugu, Takeshi Abekawa, Manabu Okumura, and Suguru Saito. 2004a. Bilingual presri: Integration of multiple research paper databases. In Proceedings of RIAO 2004, pages 195--211, Avignon, France.Google Scholar
- Nanba, Hidetsugu, Noriko Kando, and Manabu Okumura. 2004b. Classification of research papers using citation links and citation types: Towards automatic review article generation. In Proceedings of the 11th SIG Classification Research Workshop, pages 117--134, Chicago, USA.Google Scholar
- Nenkova, Ani and Rebecca Passonneau. 2004. Evaluating content selection in summarization: The pyramid method. Proceedings of the HLT-NAACL conference.Google Scholar
- Newman, Mark E. J. 2001. The structure of scientific collaboration networks. PNAS, 98(2):404--409.Google ScholarCross Ref
- Radev, Dragomir, Timothy Allison, Sasha Blair-Goldensohn, John Blitzer, Arda Çelebi, Stanko Dimitrov, Elliott Drabek, Ali Hakim, Wai Lam, Danyu Liu, Jahna Otterbacher, Hong Qi, Horacio Saggion, Simone Teufel, Michael Topper, Adam Winkel, and Zhu Zhang. 2004. MEAD - a platform for multidocument multilingual text summarization. In LREC 2004, Lisbon, Portugal, May.Google Scholar
- Siddharthan, Advaith and Simone Teufel. 2007. Whose idea was this, and why does it matter? attributing scientific work to citations. In Proceedings of NAACL/HLT-07.Google Scholar
- Teufel, Simone and Marc Moens. 2002. Summarizing scientific articles: experiments with relevance and rhetorical status. Comput. Linguist., 28(4):409--445. Google ScholarDigital Library
- Teufel, Simone, Advaith Siddharthan, and Dan Tidhar. 2006. Automatic classification of citation function. In Proceedings of the EMNLP, Sydney, Australia, July. Google ScholarDigital Library
- Teufel, Simone. 2005. Argumentative Zoning for Improved Citation Indexing. Computing Attitude and Affect in Text: Theory and Applications, pages 159--170.Google Scholar
Index Terms
- Scientific paper summarization using citation summary networks
Recommendations
Scientific document summarization via citation contextualization and scientific discourse
The rapid growth of scientific literature has made it difficult for the researchers to quickly learn about the developments in their respective fields. Scientific summarization addresses this challenge by providing summaries of the important ...
A study on the citation situation within the citing paper: citation distribution of references according to mention frequency
Citation impact indicators play a significant role in evaluating the scientific research activity. Most of citation impact indicators are based on the citation count that the publication is cited as a reference in the other publications, but the ...
Coherent citation-based summarization of scientific papers
HLT '11: Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1In citation-based summarization, text written by several researchers is leveraged to identify the important aspects of a target paper. Previous work on this problem focused almost exclusively on its extraction aspect (i.e. selecting a representative set ...
Comments