[go: up one dir, main page]
More Web Proxy on the site http://driver.im/ skip to main content
10.5555/2002472.2002647dlproceedingsArticle/Chapter ViewAbstractPublication PageshltConference Proceedingsconference-collections
research-article
Free access

Improving question recommendation by exploiting information need

Published: 19 June 2011 Publication History

Abstract

In this paper we address the problem of question recommendation from large archives of community question answering data by exploiting the users' information needs. Our experimental results indicate that questions based on the same or similar information need can provide excellent question recommendation. We show that translation model can be effectively utilized to predict the information need given only the user's query question. Experiments show that the proposed information need prediction approach can improve the performance of question recommendation.

References

[1]
Ricardo A. Baeza-Yates and Berthier Ribeiro-Neto. 1999. Modern Information Retrieval. Addison-Wesley Longman Publishing Co., Inc., Boston, MA, USA.
[2]
Peter F. Brown, Vincent J. Della Pietra, Stephen A. Della Pietra, Robert L. Mercer. 1993. The mathematics of statistical machine translation: parameter estimation. Computational Linguistics, v. 19 n. 2, June 1993.
[3]
Razvan Bunescu and Yunfeng Huang. 2010. Learning the Relative Usefulness of Questions in Community QA. Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP), Cambridge, MA.
[4]
Robin D. Burke and Kristian J. Hammond and Vladimir A. Kulyukin and Steven L. Lytinen and Noriko Tomuro and Scott Schoenberg. 1997. Question answering from frequently-asked question files: Experiences with the FAQ Finder system. AI Magazine, 18, 57C66.
[5]
Yunbo Cao, Huizhong Duan, Chin-Yew Lin, Yong Yu, and Hsiao-Wuen Hon. 2008. Recommending Questions Using the MDL-based Tree Cut Model. In: Proc. of the 17th Int. Conf. on World Wide Web, pp. 81--90.
[6]
Asli Celikyilmaz and Dilek Hakkani-Tur and Gokhan Tur. 2010. LDA Based Similarity Modeling for Question Answering. In NAACL 2010 C Workshop on Semantic Search.
[7]
Charibeth Cheng, Cedric Paul Alberto, Ian Anthony Chan, and Vazir Joshua Querol. 2008. SpellCheF: Spelling Checker and Corrector for Filipino. Journal of Research in Science, Computing and Engineering, North America, 4, sep. 2008.
[8]
Lynn Silipigni Connaway and Chandra Prabha. 2005. An overview of the IMLS Project "Sense-making the information confluence: The whys and hows of college and university user satisficing of information needs". Presented at Library of Congress Forum, American Library Association Midwinter Conference, Boston, MA, Jan 16, 2005.
[9]
Huizhong Duan, Yunbo Cao, Chin-Yew Lin, and Yong Yu. 2008. Searching questions by identifying question topic and question focus. In HLT-ACL, pages 156C164.
[10]
Thomas L. Griffiths and Mark Steyvers. 2004. Finding scientific topics. Natl Acad Sci 101:5228C5235.
[11]
Jiwoon Jeon, W. Bruce Croft and Joon Ho Lee. 2005a. Finding semantically similar questions based on their answers. In Proc. of SIGIR05.
[12]
Jiwoon Jeon, W. Bruce Croft and Joon Ho Lee. 2005b. Finding similar questions in large question and answer archives. In CIKM, pages 84C90.
[13]
Jay J. Jiang and David W. Conrath. 1997. Semantic similarity based on corpus statistics and lexical taxonomy. In Proceedings of International Conference on Research in Computational Linguistics, Taiwan.
[14]
Dekang Lin. 1998. An Information-Theoretic Definition of Similarity. In Proceedings of the Fifteenth International Conference on Machine Learning (ICML '98), Jude W. Shavlik (Ed.). Morgan Kaufmann Publishers Inc., San Francisco, CA, USA, 296--304.
[15]
Yandong Liu, Jiang Bian, and Eugene Agichtein. 2008. Predicting information seeker satisfaction in community question answering. In Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval (SIGIR '08). ACM, New York, NY, USA, 483--490.
[16]
Rada Mihalcea, Courtney Corley, and Carlo Strapparava. 2006. Corpus-based and knowledge-based measures of text semantic similarity. In Proceedings of the 21st national conference on Artificial intelligence (AAAI '06), pages 775C780. AAAI Press.
[17]
Raphael Mudge. 2010. The design of a proofreading software service. In Proceedings of the NAACL HLT 2010 Workshop on Computational Linguistics and Writing: Writing Processes and Authoring Aids (CL&W '10). Association for Computational Linguistics, Morristown, NJ, USA, 24--32.
[18]
Franz Josef Och, Hermann Ney. 2000. A comparison of alignment models for statistical machine translation. Proceedings of the 18th conference on Computational linguistics, July 31-August 04, Saarbrucken, Germany.
[19]
Franz Josef Och, Hermann Ney. 2003. A Systematic Comparison of Various Statistical Alignment Models. Computational Linguistics, volume 29, number 1, pp. 19--51 March 2003.
[20]
Jahna Otterbacher, Gunes Erkan, Dragomir R. Radev. 2009. Biased LexRank: Passage retrieval using random walks with question-based priors. Information Processing and Management: an International Journal, v. 45 n. 1, p. 42--54, January, 2009.
[21]
Chandra Prabha, Lynn Silipigni Connaway, Lawrence Olszewski, Lillie R. Jenkins. 2007. What is enough? Satisficing information needs. Journal of Documentation (January, 63,1).
[22]
Ellen Voorhees and Dawn Tice. 2000. The TREC-8 question answering track evaluation. In Text Retrieval Conference TREC-8, Gaithersburg, MD.
[23]
Kai Wang, Yanming Zhao, and Tat-Seng Chua. 2009. A syntactic tree matching approach to finding similar questions in community-based qa services. In SIGIR, pages 187C194.
[24]
Kai Wang and Tat-Seng Chua. 2010. Exploiting salient patterns for question detection and question retrieval in community-based question answering. In Proceedings of the 23rd International Conference on Computational Linguistics (COLING '10). Association for Computational Linguistics, Stroudsburg, PA, USA, 1155--1163.
[25]
Hu Wu, Yongji Wang, and Xiang Cheng. 2008. Incremental probabilistic latent semantic analysis for automatic question recommendation. In RecSys.
[26]
Xiaobing Xue, Jiwoon Jeon, W. Bruce Croft. 2008. Retrieval models for question and answer archives. In SIGIR'08, pages 475C482. ACM.
[27]
Shiqi Zhao, Ming Zhou, and Ting Liu. 2007. Learning Question Paraphrases for QA from Encarta Logs. In Proceedings of International Joint Conferences on Artificial Intelligence (IJCAI), pages 1795--1800.

Cited By

View all
  • (2016)A Weighted Question Retrieval Model using Descriptive Information in Community Question AnsweringProceedings of the International Conference on Research in Adaptive and Convergent Systems10.1145/2987386.2987434(35-39)Online publication date: 11-Oct-2016
  • (2014)Improving search relevance for short queries in community question answeringProceedings of the 7th ACM international conference on Web search and data mining10.1145/2556195.2556239(43-52)Online publication date: 24-Feb-2014
  • (2014)Instant expert huntingProceedings of the 29th Annual ACM Symposium on Applied Computing10.1145/2554850.2554915(260-265)Online publication date: 24-Mar-2014
  • Show More Cited By

Recommendations

Comments

Please enable JavaScript to view thecomments powered by Disqus.

Information & Contributors

Information

Published In

cover image DL Hosted proceedings
HLT '11: Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
June 2011
1696 pages
ISBN:9781932432879

Publisher

Association for Computational Linguistics

United States

Publication History

Published: 19 June 2011

Qualifiers

  • Research-article

Acceptance Rates

Overall Acceptance Rate 240 of 768 submissions, 31%

Contributors

Other Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

  • Downloads (Last 12 months)31
  • Downloads (Last 6 weeks)4
Reflects downloads up to 12 Jan 2025

Other Metrics

Citations

Cited By

View all
  • (2016)A Weighted Question Retrieval Model using Descriptive Information in Community Question AnsweringProceedings of the International Conference on Research in Adaptive and Convergent Systems10.1145/2987386.2987434(35-39)Online publication date: 11-Oct-2016
  • (2014)Improving search relevance for short queries in community question answeringProceedings of the 7th ACM international conference on Web search and data mining10.1145/2556195.2556239(43-52)Online publication date: 24-Feb-2014
  • (2014)Instant expert huntingProceedings of the 29th Annual ACM Symposium on Applied Computing10.1145/2554850.2554915(260-265)Online publication date: 24-Mar-2014
  • (2013)CQArankProceedings of the 22nd ACM international conference on Information & Knowledge Management10.1145/2505515.2505720(99-108)Online publication date: 27-Oct-2013
  • (2012)A classification-based approach to question routing in community question answeringProceedings of the 21st International Conference on World Wide Web10.1145/2187980.2188201(783-790)Online publication date: 16-Apr-2012
  • (2012)Care to comment?Proceedings of the 21st international conference on World Wide Web10.1145/2187836.2187895(429-438)Online publication date: 16-Apr-2012

View Options

View options

PDF

View or Download as a PDF file.

PDF

eReader

View online with eReader.

eReader

Login options

Media

Figures

Other

Tables

Share

Share

Share this Publication link

Share on social media