Journal of Guangxi Normal University(Natural Science Edition) ›› 2010, Vol. 28 ›› Issue (1): 135-138.

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Literature Retrieval System Implementation and Impact-based Summarization

CHEN Chong1, LI Feng2, MAO Xian-ling2, HE Jing2, YAN Hong-fei2   

  1. 1. School of Management,Beijing Normal University,Beijing 100875,China;
    2. School of EECS,Peking University,Beijing 100871,China
  • Received:2009-12-15 Online:2010-03-20 Published:2023-02-07

Abstract: A new literature retrieval system is built to returnthe summary of a paper based on its literature impact.It can also returnthe comments given by other papers.The summary and the comments help readers quickly understand both the value of the paper and its inadequacy,whichmay not be found in the paper's abstract.The comments found in citing papers are virtualized as “query” generated by uni-gram language model,and thesentences of original paper are treated as a set of “document”.Using KL-divergence scoring approach to find the similarity between the query and the documents,the top-scored impact sentences of the original paper are selected and returned as summary.The corresponding comments in the citing papers are also returned.The System isbased on the Platform for Applying,Researching And Developing Intelligent Search Engine (PARADISE) developed by Peking University.It has the advantage of quick-to-start and good scalability.

Key words: literature retrieval, comment context, impact-based summarization, PARADISE, KL-divergence scoring

CLC Number: 

  • TP391.1
[1] MOHAMMAD S,DORR B,EGAN M,et al.Using citations to generate surveysof scientific paradigms[C]//Proceedings of Human Language Technologies:The 2009 Annual Conference of the North American Chapter of the ACL.Morristown,NJ:Association for Computational Linguistics,2009:584-592.
[2] CHUANG W T,YANG J.Extracting sentence segments for text summarization:a machine learning approach[C]//Proceedings of 23rd ACM SIGIR Conference.New York,NY:ACM,2000:152-159.
[3] NAKEV P I,SCHWARTZ A S,HEARST M A.Citances:citation sentences forsemantic analysis of bioscience text[C]//Proceedings of ACM SIGIR'04 Workshopon Search and Discovery in Bioinformatics,New York,NY:ACM,2004.
[4] NANBA H,OKUMURA M.Towards multi-paper summarization using reference information[C]//Proceedings of the Sixteenth International Joint Conference on Artificial Intelligence.San Francisco,CA:Morgan Kaufmann Publishers Inc,1999:926-931.
[5] MEI Q,ZHAI C.Generating impact-based summaries for scientific literature[C]//Proceedings of ACL-08:HLT.Morristom,NJ,USA:Association for Computational Linguistics,2008:816-824.
[6] CROFT B,METZLER D,STROHMAN T.Search engines:information retrievalin practice[M].Boston,MA:Addison Wesley,2009:261-266.
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