The use of MMR, diversity-based reranking for reordering documents and producing summaries

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The use of MMR, diversity-based reranking for reordering documents and producing summaries

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Annual ACM Conference on Research and Development in Information Retrieval archive
Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval table of contents

Melbourne, Australia

Pages: 335 - 336

Year of Publication: 1998

ISBN:1-58113-015-5

Authors

Jaime Carbonell	Language Technologies Institute, Carnegie Mellon University
Jade Goldstein	Language Technologies Institute, Carnegie Mellon University

Sponsors

University of Melbourne : University of Melbourne
SIGIR: ACM Special Interest Group on Information Retrieval

Publisher

ACM New York, NY, USA

Bibliometrics

Downloads (6 Weeks): 32, Downloads (12 Months): 337, Citation Count: 136

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references cited by index terms collaborative colleagues

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REFERENCES

Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.

	1	Chris Buckley, Implementation of the SMART Information Retrieval System, Cornell University, Ithaca, NY, 1985
	2	J.G.Carbonell, Y. Geng, and J. Goldstein. Automated query-relevant summarization and diversity-based reranking. In 15th International Joint ConJerence on Artificial Intelligence, Workshop: AI in Digital Libraries, pages 9- 14, Nagoya, Japan, August 1997.
	3	Julian Kupiec , Jan Pedersen , Francine Chen, A trainable document summarizer, Proceedings of the 18th annual international ACM SIGIR conference on Research and development in information retrieval, p.68-73, July 09-13, 1995, Seattle, Washington, United States [doi>10.1145/215206.215333]
	4	P.H. Luhn. Automatic creation of literature abstracts. IBM Journal, pages 159-165, 1958.
	5	Gerard Salton, Automatic text processing: the transformation, analysis, and retrieval of information by computer, Addison-Wesley Longman Publishing Co., Inc., Boston, MA, 1989
	6	In TIPSTER Text Phase 11I 18-Month Workshop, Fairfax, VA, May 1998.

CITED BY 138

	Jade Goldstein , Vibhu Mittal , Jaime Carbonell , Mark Kantrowitz, Multi-document summarization by sentence extraction, NAACL-ANLP 2000 Workshop on Automatic summarization, p.40-48, April 30-30, 2000, Seattle, Washington
	Klaus Zechner, Automatic generation of concise summaries of spoken dialogues in unrestricted domains, Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval, p.199-207, September 2001, New Orleans, Louisiana, United States
	Jade Goldstein , Vibhu Mittal , Jaime Carbonell , Jamie Callan, Creating and evaluating multi-document sentence extract summaries, Proceedings of the ninth international conference on Information and knowledge management, p.165-172, November 06-11, 2000, McLean, Virginia, United States
	Hilda Hardy , Nobuyuki Shimizu , Tomek Strzalkowski , Liu Ting , Xinyang Zhang , G. Bowden Wise, Cross-document summarization by concept classification, Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval, August 11-15, 2002, Tampere, Finland
	Dawn Lawrie , W. Bruce Croft , Arnold Rosenberg, Finding topic words for hierarchical summarization, Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval, p.349-357, September 2001, New Orleans, Louisiana, United States
	Tadashi Nomoto , Yuji Matsumoto, A new approach to unsupervised text summarization, Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval, p.26-34, September 2001, New Orleans, Louisiana, United States
	James Allan , Rahul Gupta , Vikas Khandelwal, Temporal summaries of new topics, Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval, p.10-18, September 2001, New Orleans, Louisiana, United States
	Massih-Reza Amini , Patrick Gallinari, The use of unlabeled data to improve supervised learning for text summarization, Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval, August 11-15, 2002, Tampere, Finland
	Jade Goldstein , Mark Kantrowitz , Vibhu Mittal , Jaime Carbonell, Summarizing text documents: sentence selection and evaluation metrics, Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval, p.121-128, August 15-19, 1999, Berkeley, California, United States
	Klaus Zechner, Automatic summarization of open-domain multiparty dialogues in diverse genres, Computational Linguistics, v.28 n.4, p.447-485, December 2002
	Daniel McDonald , Hsinchun Chen, Using sentence-selection heuristics to rank text segments in TXTRACTOR, Proceedings of the 2nd ACM/IEEE-CS joint conference on Digital libraries, July 14-18, 2002, Portland, Oregon, USA
	James Allan , Courtney Wade , Alvaro Bolivar, Retrieval and novelty detection at the sentence level, Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval, July 28-August 01, 2003, Toronto, Canada
	Cheng Xiang Zhai , William W. Cohen , John Lafferty, Beyond independent relevance: methods and evaluation metrics for subtopic retrieval, Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval, July 28-August 01, 2003, Toronto, Canada
	Dragomir R. Radev , Weiguo Fan, Automatic summarization of search engine hit lists, Proceedings of the ACL-2000 workshop on Recent advances in natural language processing and information retrieval: held in conjunction with the 38th Annual Meeting of the Association for Computational Linguistics, October 08-08, 2000, Hong Kong
	Xiaoyan Li , W. Bruce Croft, Novelty detection based on sentence level patterns, Proceedings of the 14th ACM international conference on Information and knowledge management, October 31-November 05, 2005, Bremen, Germany
	Hsin-Hsi Chen , June-Jei Kuo , Sheng-Jie Huang , Chuan-Jie Lin , Hung-Chia Wung, A summarization system for Chinese news from multiple sources, Journal of the American Society for Information Science and Technology, v.54 n.13, p.1224-1236, November 2003
	Tadashi Nomoto , Yuji Matsumoto, The diversity-based approach to open-domain text summarization, Information Processing and Management: an International Journal, v.39 n.3, p.363-389, May 2003
	Evgeniy Gabrilovich , Susan Dumais , Eric Horvitz, Newsjunkie: providing personalized newsfeeds via analysis of information novelty, Proceedings of the 13th international conference on World Wide Web, May 17-20, 2004, New York, NY, USA
	Udo Hahn , Inderjeet Mani, The Challenges of Automatic Summarization, Computer, v.33 n.11, p.29-36, November 2000
	Tatsunori Mori , Masanori Nozawa , Yoshiaki Asada, Multi-answer-focused multi-document summarization using a question-answering engine, ACM Transactions on Asian Language Information Processing (TALIP), v.4 n.3, p.305-320, September 2005
	Regina Barzilay , Kathleen R. McKeown , Michael Elhadad, Information fusion in the context of multi-document summarization, Proceedings of the 37th annual meeting of the Association for Computational Linguistics on Computational Linguistics, p.550-557, June 20-26, 1999, College Park, Maryland
	Dragomir R. Radev , Eduard Hovy , Kathleen McKeown, Introduction to the special issue on summarization, Computational Linguistics, v.28 n.4, p.399-408, December 2002
	Hang Cui , Min-Yen Kan , Tat-Seng Chua, Unsupervised learning of soft patterns for generating definitions from online news, Proceedings of the 13th international conference on World Wide Web, May 17-20, 2004, New York, NY, USA
	Nikhil Vats , David B. Skillicorn, Information discovery within organizations using the Athens system, Proceedings of the 2004 conference of the Centre for Advanced Studies on Collaborative research, p.282-292, October 04-07, 2004, Markham, Ontario, Canada
	Klaus Zechner , Alex Waibel, DiaSumm: flexible summarization of spontaneous dialogues in unrestricted domains, Proceedings of the 18th conference on Computational linguistics, July 31-August 04, 2000, Saarbrücken, Germany
	Ya Zhang , Chao-Hsien Chu , Xiang Ji , Hongyuan Zha, Correlating summarization of multi-source news with k-way graph bi-clustering, ACM SIGKDD Explorations Newsletter, v.6 n.2, p.34-42, December 2004
	Klaus Zechner , Alex Waibel, Minimizing word error rate in textual summaries of spoken language, Proceedings of the first conference on North American chapter of the Association for Computational Linguistics, p.186-193, April 29-May 04, 2000, Seattle, Washington
	Yiming Yang , Jaime G. Carbonell , Ralf D. Brown , Thomas Pierce , Brian T. Archibald , Xin Liu, Learning Approaches for Detecting and Tracking News Events, IEEE Intelligent Systems, v.14 n.4, p.32-43, July 1999
	Xuehua Shen , ChengXiang Zhai, Active feedback in ad hoc information retrieval, Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval, August 15-19, 2005, Salvador, Brazil
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	Benyu Zhang , Hua Li , Yi Liu , Lei Ji , Wensi Xi , Weiguo Fan , Zheng Chen , Wei-Ying Ma, Improving web search results using affinity graph, Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval, August 15-19, 2005, Salvador, Brazil
	Regina Barzilay , Noemie Elhadad , Kathleen R. McKeown, Sentence ordering in multidocument summarization, Proceedings of the first international conference on Human language technology research, p.1-7, March 18-21, 2001, San Diego
	Wei Dai , Rohini Srihari, Minimal document set retrieval, Proceedings of the 14th ACM international conference on Information and knowledge management, October 31-November 05, 2005, Bremen, Germany
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	Jade Goldstein , Jaime Carbonell, Summarization: (1) using MMR for diversity - based reranking and (2) evaluating summaries, Proceedings of a workshop on held at Baltimore, Maryland: October 13-15, 1998, October 13-15, 1998, Baltimore, Maryland
	Naoaki Okazaki , Yutaka Matsuo , Mitsuru Ishizuka, Improving chronological ordering of sentences extracted from multiple newspaper articles, ACM Transactions on Asian Language Information Processing (TALIP), v.4 n.3, p.321-339, September 2005
	Dragomir R. Radev , Hongyan Jing , Małgorzata Styś , Daniel Tam, Centroid-based summarization of multiple documents, Information Processing and Management: an International Journal, v.40 n.6, p.919-938, November 2004
	Naomi Daniel , Dragomir Radev , Timothy Allison, Sub-event based multi-document summarization, Proceedings of the HLT-NAACL 03 on Text summarization workshop, p.9-16, May 31, 2003
	Amardeep Grewal , Timothy Allison , Stanko Dimitrov , Dragomir Radev, Multi-document summarization using off the shelf compression software, Proceedings of the HLT-NAACL 03 on Text summarization workshop, p.17-24, May 31, 2003
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	Naoaki Okazaki , Yutaka Matsuo , Mitsuru Ishizuka, Improving chronological sentence ordering by precedence relation, Proceedings of the 20th international conference on Computational Linguistics, p.750-es, August 23-27, 2004, Geneva, Switzerland
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	Dong Xin , Hong Cheng , Xifeng Yan , Jiawei Han, Extracting redundancy-aware top-k patterns, Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining, August 20-23, 2006, Philadelphia, PA, USA
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	Xiaoyan Li , W. Bruce Croft, Improving novelty detection for general topics using sentence level information patterns, Proceedings of the 15th ACM international conference on Information and knowledge management, November 06-11, 2006, Arlington, Virginia, USA
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	Yi Zhang , Jamie Callan, Combining multiple forms of evidence while filtering, Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing, p.587-595, October 06-08, 2005, Vancouver, British Columbia, Canada
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	John M. Conroy , Judith D. Schlesinger , Dianne P. O'Leary, Topic-focused multi-document summarization using an approximate oracle score, Proceedings of the COLING/ACL on Main conference poster sessions, p.152-159, July 17-18, 2006, Sydney, Australia
	Margot Mieskes , Christoph Müller , Michael Strube, Improving extractive dialogue summarization by utilizing human feedback, Proceedings of the 25th conference on Proceedings of the 25th IASTED International Multi-Conference: artificial intelligence and applications, p.627-632, February 12-14, 2007, Innsbruck, Austria
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	Hilda Hardy , Nobuyuki Shimizu , Tomek Strzalkowski , Liu Ting , G. Bowden Wise , Xinyang Zhang, Summarizing large document sets using concept-based clustering, Proceedings of the second international conference on Human Language Technology Research, p.235-240, March 24-27, 2002, San Diego, California
	Charles L.A. Clarke , Maheedhar Kolla , Gordon V. Cormack , Olga Vechtomova , Azin Ashkan , Stefan Büttcher , Ian MacKinnon, Novelty and diversity in information retrieval evaluation, Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval, July 20-24, 2008, Singapore, Singapore
	Youngjoong Ko , Jungyun Seo, An effective sentence-extraction technique using contextual information and statistical approaches for text summarization, Pattern Recognition Letters, v.29 n.9, p.1366-1371, July, 2008
	Xiang Zhang , Gong Cheng , Yuzhong Qu, Ontology summarization based on rdf sentence graph, Proceedings of the 16th international conference on World Wide Web, May 08-12, 2007, Banff, Alberta, Canada
	Qiaozhu Mei , Xuehua Shen , ChengXiang Zhai, Automatic labeling of multinomial topic models, Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining, August 12-15, 2007, San Jose, California, USA
	Shiyan Ou , Christopher Soo-Guan Khoo , Dion H. Goh, Design and development of a concept-based multi-document summarization system for research abstracts, Journal of Information Science, v.34 n.3, p.308-326, June 2008
	Shuhua Liu , Johnny Lindroos, Towards Fast Digestion of IMF Staff Reports with Automated Text Summarization Systems, Proceedings of the 2006 IEEE/WIC/ACM International Conference on Web Intelligence, p.978-982, December 18-22, 2006
	Xiaojun Wan , Jianwu Yang , Jianguo Xiao, Using Cross-Document Random Walks for Topic-Focused Multi-Document, Proceedings of the 2006 IEEE/WIC/ACM International Conference on Web Intelligence, p.1012-1018, December 18-22, 2006
	Shiren Ye , Tat-Seng Chua , Min-Yen Kan , Long Qiu, Document concept lattice for text understanding and summarization, Information Processing and Management: an International Journal, v.43 n.6, p.1643-1662, November, 2007
	Marc Van Kreveld , Iris Reinbacher , Avi Arampatzis , Roelof Van Zwol, Multi-Dimensional Scattered Ranking Methods for Geographic Information Retrieval*, Geoinformatica, v.9 n.1, p.61-84, March 2005
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	Jiaming Zhan , Han Tong Loh , Ying Liu, Gather customer concerns from online product reviews - A text summarization approach, Expert Systems with Applications: An International Journal, v.36 n.2, p.2107-2115, March, 2009
	Pinar Donmez , Jaime G. Carbonell, Optimizing estimated loss reduction for active sampling in rank learning, Proceedings of the 25th international conference on Machine learning, p.248-255, July 05-09, 2008, Helsinki, Finland
	Mohamed Abdel Fattah , Fuji Ren, GA, MR, FFNN, PNN and GMM based models for automatic text summarization, Computer Speech and Language, v.23 n.1, p.126-144, January, 2009
	Maryam Karimzadehgan , ChengXiang Zhai , Geneva Belford, Multi-aspect expertise matching for review assignment, Proceeding of the 17th ACM conference on Information and knowledge management, October 26-30, 2008, Napa Valley, California, USA
	Rakesh Agrawal , Sreenivas Gollapudi , Alan Halverson , Samuel Ieong, Diversifying search results, Proceedings of the Second ACM International Conference on Web Search and Data Mining, February 09-12, 2009, Barcelona, Spain
	Yi Zhang, Complex adaptive filtering user profile using graphical models, Information Processing and Management: an International Journal, v.44 n.6, p.1886-1900, November, 2008
	Lawrence H. Reeve , Hyoil Han , Ari D. Brooks, The use of domain-specific concepts in biomedical text summarization, Information Processing and Management: an International Journal, v.43 n.6, p.1765-1776, November, 2007
	Karen Spärck-Jones , Stephen E. Robertson , Mark Sanderson, Ambiguous requests: implications for retrieval tests, systems and theories, ACM SIGIR Forum, v.41 n.2, p.8-17, December 2007
	Kian-Wei Kor , Tat-Seng Chua, Interesting nuggets and their impact on definitional question answering, Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval, July 23-27, 2007, Amsterdam, The Netherlands
	David Zajic , Bonnie J. Dorr , Jimmy Lin , Richard Schwartz, Multi-candidate reduction: Sentence compression as a tool for document summarization tasks, Information Processing and Management: an International Journal, v.43 n.6, p.1549-1570, November, 2007
	Simon Sweeney , Fabio Crestani , David E. Losada, 'Show me more': Incremental length summarisation using novelty detection, Information Processing and Management: an International Journal, v.44 n.2, p.663-686, March, 2008
	Xiaojun Wan , Jianwu Yang, CollabSum: exploiting multiple document clustering for collaborative single document summarizations, Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval, July 23-27, 2007, Amsterdam, The Netherlands
	Xiao Wu , Alexander G. Hauptmann , Chong-Wah Ngo, Practical elimination of near-duplicates from web video search, Proceedings of the 15th international conference on Multimedia, September 25-29, 2007, Augsburg, Germany
	Gong Cheng , Weiyi Ge , Yuzhong Qu, Falcons: searching and browsing entities on the semantic web, Proceeding of the 17th international conference on World Wide Web, April 21-25, 2008, Beijing, China
	Xiaoyan Li , W. Bruce Croft, An information-pattern-based approach to novelty detection, Information Processing and Management: an International Journal, v.44 n.3, p.1159-1188, May, 2008
	Yiming Yang , Abhimanyu Lad , Ni Lao , Abhay Harpale , Bryan Kisiel , Monica Rogati, Utility-based information distillation over temporally sequenced documents, Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval, July 23-27, 2007, Amsterdam, The Netherlands
	Karen Spärck Jones, Automatic summarising: The state of the art, Information Processing and Management: an International Journal, v.43 n.6, p.1449-1481, November, 2007
	Changhu Wang , Feng Jing , Lei Zhang , Hong-Jiang Zhang, Learning query-biased web page summarization, Proceedings of the sixteenth ACM conference on Conference on information and knowledge management, November 06-10, 2007, Lisbon, Portugal
	Norbert Fuhr, A probability ranking principle for interactive information retrieval, Information Retrieval, v.11 n.3, p.251-265, June 2008
	Ronald T. Fernández , David E. Losada, Novelty as a form of contextual re-ranking: efficient KLD models and mixture models, Proceedings of the second international symposium on Information interaction in context, October 14-17, 2008, London, United Kingdom
	Lawrence H. Reeve , Hyoil Han , Ari D. Brooks, Biomedical text summarisation using concept chains, International Journal of Data Mining and Bioinformatics, v.1 n.4, p.389-407, April 2007
	Mark Sanderson, Ambiguous queries: test collections need more sense, Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval, July 20-24, 2008, Singapore, Singapore
	Gang Luo , Chunqiang Tang , Hao Yang , Xing Wei, MedSearch: a specialized search engine for medical information retrieval, Proceeding of the 17th ACM conference on Information and knowledge management, October 26-30, 2008, Napa Valley, California, USA
	Yisong Yue , Thorsten Joachims, Predicting diverse subsets using structural SVMs, Proceedings of the 25th international conference on Machine learning, p.1224-1231, July 05-09, 2008, Helsinki, Finland
	Jin Zhang , Xueqi Cheng , Gaowei Wu , Hongbo Xu, AdaSum: an adaptive model for summarization, Proceeding of the 17th ACM conference on Information and knowledge management, October 26-30, 2008, Napa Valley, California, USA
	Lin Zhao , Lide Wu , Xuanjing Huang, Using query expansion in graph-based approach for query-focused multi-document summarization, Information Processing and Management: an International Journal, v.45 n.1, p.35-41, January, 2009
	Chong Long , Xiaoyan Zhu , Ming Li , Bin Ma, Information shared by many objects, Proceeding of the 17th ACM conference on Information and knowledge management, October 26-30, 2008, Napa Valley, California, USA
	Atish Das Sarma , Sreenivas Gollapudi , Samuel Ieong, Bypass rates: reducing query abandonment using negative inferences, Proceeding of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining, August 24-27, 2008, Las Vegas, Nevada, USA
	Filip Radlinski , Robert Kleinberg , Thorsten Joachims, Learning diverse rankings with multi-armed bandits, Proceedings of the 25th international conference on Machine learning, p.784-791, July 05-09, 2008, Helsinki, Finland
	Sreenivas Gollapudi , Aneesh Sharma, An axiomatic approach for result diversification, Proceedings of the 18th international conference on World wide web, April 20-24, 2009, Madrid, Spain
	ChengXiang Zhai, Statistical Language Models for Information Retrieval A Critical Review, Foundations and Trends in Information Retrieval, v.2 n.3, p.137-213, March 2008
	Jen-Yuan Yeh , Hao-Ren Ke , Wei-Pang Yang, Query-focused multidocument summarization based on hybrid relevance analysis and surface feature salience, Proceedings of the 6th WSEAS International Conference on Simulation, Modelling and Optimization, p.464-469, September 22-24, 2006, Lisbon, Portugal
	Cong Yu , Laks Lakshmanan , Sihem Amer-Yahia, It takes variety to make a world: diversification in recommender systems, Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology, March 24-26, 2009, Saint Petersburg, Russia
	Julien Ah-Pine , Marco Bressan , Stephane Clinchant , Gabriela Csurka , Yves Hoppenot , Jean-Michel Renders, Crossing textual and visual content in different application scenarios, Multimedia Tools and Applications, v.42 n.1, p.31-56, March 2009
	Xiaojun Wan , Jianwu Yang, Single document summarization with document expansion, Proceedings of the 22nd national conference on Artificial intelligence, p.931-936, July 22-26, 2007, Vancouver, British Columbia, Canada
	Khalid El-Arini , Gaurav Veda , Dafna Shahaf , Carlos Guestrin, Turning down the noise in the blogosphere, Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining, June 28-July 01, 2009, Paris, France
	Liangda Li , Ke Zhou , Gui-Rong Xue , Hongyuan Zha , Yong Yu, Enhancing diversity, coverage and balance for summarization through structure learning, Proceedings of the 18th international conference on World wide web, April 20-24, 2009, Madrid, Spain
	Shiyan Ou , Christopher S. G. Khoo , Dion H. Goh, Automatic multidocument summarization of research abstracts: Design and user evaluation, Journal of the American Society for Information Science and Technology, v.58 n.10, p.1419-1435, August 2007
	Jade Goldstein , Vibhu Mittal , Jaime Carbonell , Mark Kantrowitz, Multi-document summarization by sentence extraction, NAACL-ANLP 2000 Workshop on Automatic Summarization, p.40-48, April 30-30, 2000, Seattle, Washington
	Feng Jin , Minlie Huang , Zhiyong Lu , Xiaoyan Zhu, Towards automatic generation of gene summary, Proceedings of the Workshop on BioNLP, June 04-05, 2009, Boulder, Colorado
	Dragomir R. Radev , Hongyan Jing , Malgorzata Budzikowska, Centroid-based summarization of multiple documents: sentence extraction, utility-based evaluation, and user studies, NAACL-ANLP 2000 Workshop on Automatic Summarization, p.21-30, April 30-30, 2000, Seattle, Washington
	Xiangji Huang , Qinmin Hu, A bayesian learning approach to promoting diversity in ranking for biomedical information retrieval, Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval, July 19-23, 2009, Boston, MA, USA
	Xiang Zhang , Gong Cheng , Wei-Yi Ge , Yu-Zhong Qu, Summarizing vocabularies in the global semantic web, Journal of Computer Science and Technology, v.24 n.1, p.165-174, January 2009
	Günes Erkan , Dragomir R. Radev, LexRank: graph-based lexical centrality as salience in text summarization, Journal of Artificial Intelligence Research, v.22 n.1, p.457-479, July 2004
	S. R. K. Branavan , Harr Chen , Jacob Eisenstein , Regina Barzilay, Learning document-level semantic properties from free-text annotations, Journal of Artificial Intelligence Research, v.34 n.1, p.569-603, January 2009
	Regina Barzilay , Noemie Elhadad , Kathleen R. McKeown, Inferring strategies for sentence ordering in multidocument news summarization, Journal of Artificial Intelligence Research, v.17 n.1, p.35-55, July 2002
	Wen-tau Yih , Joshua Goodman , Lucy Vanderwende , Hisami Suzuki, Multi-document summarization by maximizing informative content-words, Proceedings of the 20th international joint conference on Artifical intelligence, p.1776-1782, January 06-12, 2007, Hyderabad, India
	Jun Wang , Jianhan Zhu, Portfolio theory of information retrieval, Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval, July 19-23, 2009, Boston, MA, USA
	Xiao Wu , Chong-Wah Ngo , Alexander G. Hauptmann , Hung-Khoon Tan, Real-time near-duplicate elimination for web video search with content and context, IEEE Transactions on Multimedia, v.11 n.2, p.196-207, February 2009
	Shouyuan Chen , Minlie Huang , Zhiyong Lu, Summarizing Documents by Measuring the Importance of a Subset of Vertices within a Graph, Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology, p.269-272, September 15-18, 2009
	Ashwin Swaminathan , Cherian V. Mathew , Darko Kirovski, Essential Pages, Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology, p.173-182, September 15-18, 2009