A sentence compression based framework to query-focused multi-document summarization

ACL 2013 - 51st Annual Meeting of the Association for Computational Linguistics, Proceedings of the Conference

Volumn 1, Issue , 2013, Pages 1384-1394

  Wang, Lu ^a   Raghavan, Hema ^b   Castelli, Vittorio ^b   Florian, Radu ^b   Cardie, Claire ^a  

^a School of Operations Research and Information Engineering   (United States)

^b IBM T J WATSON RESEARCH CENTER   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

COMPACTION; COMPUTATIONAL LINGUISTICS; NATURAL LANGUAGE PROCESSING SYSTEMS;

BEAM SEARCH; COMPRESSION MODEL; COMPRESSION PROCESS; LINGUISTIC MOTIVATION; MULTI-DOCUMENT SUMMARIZATION; SCORING FUNCTIONS; SENTENCE COMPRESSION; STATE-OF-THE-ART SYSTEM;

DATA COMPRESSION;

EID: 84906926597     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (51)

1. Alfred V. Aho and Jeffrey D. Ullman. 1969. Syntax directed translations and the pushdown assembler. J. Comput. Syst. Sci., 3(1):37-56.
2. Regina Barzilay, Noemie Elhadad, and Kathleen R. McKeown. 2002. Inferring strategies for sentence ordering in multidocument news summarization. J. Artif. Int. Res., 17(1):35-55, August.
3. Taylor Berg-Kirkpatrick, Dan Gillick, and Dan Klein. 2011. Jointly learning to extract and compress. ACL'11, pages 481-490, Stroudsburg, PA, USA. Association for Computational Linguistics.
4. Adam L. Berger, Vincent J. Della Pietra, and Stephen A. Della Pietra. 1996. A maximum entropy approach to natural language processing. Comput. Linguist., 22(1):39-71, March.
5. Steven Bird, Ewan Klein, and Edward Loper. 2009. Natural Language Processing with Python. O'Reilly Media.
6. T. Briscoe and J. Carroll. 2002. Robust accurate statistical annotation of general text.
7. Christopher J. C. Burges, Robert Ragno, and Quoc Viet Le. 2007. Learning to rank with nonsmooth cost functions. In B. Schölkopf, J. Platt, and T. Hoffman, editors, Advances in Neural Information Processing Systems 19, pages 193-200. MIT Press, Cambridge, MA.
8. Christopher J. C. Burges. 2010. From RankNet to LambdaRank to LambdaMART: An overview. Technical report, Microsoft Research.
9. Asli Celikyilmaz and Dilek Hakkani-Tür. 2011. Discovery of topically coherent sentences for extractive summarization. ACL'11, pages 491-499, Stroudsburg, PA, USA. Association for Computational Linguistics.
10. James Clarke and Mirella Lapata. 2008. Global inference for sentence compression an integer linear programming approach. J. Artif. Int. Res., 31(1):399-429, March.
11. John M. Conroy, Judith D. Schlesinger, Dianne P. O'Leary, and Jade Goldstein, 2006. Back to Basics: CLASSY 2006. U. S. National Inst. of Standards and Technology.
12. Hoa T. Dang. 2005. Overview of DUC 2005. In Document Understanding Conference.
13. Hoa Tran Dang. 2006. Overview of DUC 2006. In Proc. Document Understanding Workshop, page 10 pages. NIST.
14. Hoa T. Dang. 2007. Overview of DUC 2007. In Document Understanding Conference.
15. Van Dang. 2011. RankLib. Online.
16. Hal Daumé, III and Daniel Marcu. 2006. Bayesian query-focused summarization. ACL'06, pages 305-312, Stroudsburg, PA, USA. Association for Computational Linguistics.
17. Sashka T. Davis, John M. Conroy, and Judith D. Schlesinger. 2012. Occams - an optimal combinatorial covering algorithm for multi-document summarization. In ICDM Workshops, pages 454-463.
18. Bonnie J Dorr, David Zajic, and Richard Schwartz. 2003. Hedge trimmer: a parse-and-trim approach to headline generation. In Proceedings of the HLT-NAACL 03 on Text summarization workshop - Volume 5, HLT-NAACL-DUC'03, pages 1-8, Stroudsburg, PA, USA. Association for Computational Linguistics, Association for Computational Linguistics.
19. Gunes Erkan and Dragomir R. Radev. 2004. Lexrank: graphbased lexical centrality as salience in text summarization. J. Artif. Int. Res., 22(1):457-479, December.
20. Radu Florian, Hany Hassan, Abraham Ittycheriah, Hongyan Jing, Nanda Kambhatla, Xiaoqiang Luo, Nicolas Nicolov, and Salim Roukos. 2004. A statistical model for multilingual entity detection and tracking. In HLT-NAACL, pages 1-8.
21. Maria Fuentes, Enrique Alfonseca, and Horacio Rodríguez. 2007. Support vector machines for query-focused summarization trained and evaluated on pyramid data. In Proceedings of the 45th Annual Meeting of the ACL on Interactive Poster and Demonstration Sessions, ACL'07, pages 57-60, Stroudsburg, PA, USA. Association for Computational Linguistics.
22. Michel Galley and Kathleen McKeown. 2007. Lexicalized Markov grammars for sentence compression. NAACL'07, pages 180-187, Rochester, New York, April. Association for Computational Linguistics.
23. Dan Gillick and Benoit Favre. 2009. A scalable global model for summarization. In Proceedings of the Workshop on Integer Linear Programming for Natural Langauge Processing, ILP'09, pages 10-18, Stroudsburg, PA, USA. Association for Computational Linguistics.
24. David Graff. 2003. English Gigaword.
25. Aria Haghighi and Lucy Vanderwende. 2009. Exploring content models for multi-document summarization. NAACL'09, pages 362-370, Stroudsburg, PA, USA. Association for Computational Linguistics.
26. Mark Hall, Eibe Frank, Geoffrey Holmes, Bernhard Pfahringer, Peter Reutemann, and Ian H. Witten. 2009. The weka data mining software: an update. SIGKDD Explor. Newsl., 11(1):10-18, November.
27. Jagadeesh Jagarlamudi, Prasad Pingali, and Vasudeva Varma, 2006. Query Independent Sentence Scoring approach to DUC2006.
28. J. Peter Kincaid, Robert P. Fishburne, Richard L. Rogers, and Brad S. Chissom. 1975. Derivation of New Readability Formulas (Automated Readability Index, Fog Count and Flesch Reading Ease Formula) for Navy Enlisted Personnel. Technical report, February.
29. Kevin Knight and Daniel Marcu. 2000. Statistics-based summarization - step one: Sentence compression. AAAI'00, pages 703-710. AAAI Press.
30. Finley Lacatusu, Andrew Hickl, Kirk Roberts, Ying Shi, Jeremy Bensley, Bryan Rink, Patrick Wang, and Lara Taylor, 2006. LCCs gistexter at duc 2006: Multi-strategy multi-document summarization.
31. John D. Lafferty, Andrew McCallum, and Fernando C. N. Pereira. 2001. Conditional random fields: Probabilistic models for segmenting and labeling sequence data. In Proceedings of the Eighteenth International Conference on Machine Learning, ICML'01, pages 282-289, San Francisco, CA, USA. Morgan Kaufmann Publishers Inc.
32. P. M. Lewis, II and R. E. Stearns. 1968. Syntax-directed transduction. J. ACM, 15(3):465-488, July.
33. Hui Lin and Jeff Bilmes. 2011. A class of submodular functions for document summarization. In Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1, HLT'11, pages 510-520, Stroudsburg, PA, USA. Association for Computational Linguistics.
34. Chin-Yew Lin and Eduard Hovy. 2000. The automated acquisition of topic signatures for text summarization. In Proceedings of the 18th conference on Computational linguistics - Volume 1, COLING'00, pages 495-501, Stroudsburg, PA, USA. Association for Computational Linguistics.
35. Chin-Yew Lin and Eduard Hovy. 2003. Automatic evaluation of summaries using n-gram co-occurrence statistics. In Proceedings of the 2003 Conference of the North American Chapter of the Association for Computational Linguistics on Human Language Technology - Volume 1, pages 71-78.
36. Chin-Yew Lin. 2003. Improving summarization performance by sentence compression: a pilot study. In Proceedings of the sixth international workshop on Information retrieval with Asian languages - Volume 11, AsianIR'03, pages 1-8, Stroudsburg, PA, USA. Association for Computational Linguistics.
37. Xiaoqiang Luo and Imed Zitouni. 2005. Multi-lingual coreference resolution with syntactic features. In HLT/EMNLP.
38. Xiaoqiang Luo, Abraham Ittycheriah, Hongyan Jing, Nanda Kambhatla, and Salim Roukos. 2004. A mentionsynchronous coreference resolution algorithm based on the bell tree. In ACL, pages 135-142.
39. André F. T. Martins and Noah A. Smith. 2009. Summarization with a joint model for sentence extraction and compression. In Proceedings of the Workshop on Integer Linear Programming for Natural Langauge Processing, ILP'09, pages 1-9, Stroudsburg, PA, USA. Association for Computational Linguistics.
40. Andrew Kachites McCallum. 2002. Mallet: A machine learning for language toolkit. http://mallet.cs.umass.edu.
41. Ryan McDonald. 2006. Discriminative Sentence Compression with Soft Syntactic Constraints. In Proceedings of the 11th̃EACL, Trento, Italy, April.
42. Michael Mozer, Michael I. Jordan, and Thomas Petsche, editors. 1997. Advances in Neural Information Processing Systems 9, NIPS, Denver, CO, USA, December 2-5, 1996. MIT Press.
43. Ani Nenkova and Rebecca Passonneau. 2004. Evaluating content selection in summarization: The pyramid method. In Daniel Marcu Susan Dumais and Salim Roukos, editors, HLT-NAACL 2004: Main Proceedings, pages 145-152, Boston, Massachusetts, USA, May 2 - May 7. Association for Computational Linguistics.
44. Jahna Otterbacher, Güneş Erkan, and Dragomir R. Radev. 2005. Using random walks for question-focused sentence retrieval. In Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing, HLT'05, pages 915-922, Stroudsburg, PA, USA. Association for Computational Linguistics.
45. You Ouyang, Wenjie Li, Sujian Li, and Qin Lu. 2011. Applying regression models to query-focused multidocument summarization. Inf. Process. Manage., 47(2):227-237, March.
46. Prasad Pingali, Rahul K, and Vasudeva Varma, 2007. IIIT Hyderabad at DUC 2007. U. S. National Inst. of Standards and Technology.
47. Chao Shen and Tao Li. 2011. Learning to rank for queryfocused multi-document summarization. In Diane J. Cook, Jian Pei, Wei Wang 0010, Osmar R. Zaane, and Xindong Wu, editors, ICDM, pages 626-634. IEEE.
48. Andreas Stolcke. 2002. SRILM - an extensible language modeling toolkit. In Proceedings of ICSLP, volume 2, pages 901-904, Denver, USA.
49. Kristina Toutanova, Chris Brockett, Michael Gamon, Jagadeesh Jagarlamudi, Hisami Suzuki, and Lucy Vanderwende. 2007. The PYTHY Summarization System: Microsoft Research at DUC 2007. In Proc. of DUC.
50. Jenine Turner and Eugene Charniak. 2005. Supervised and unsupervised learning for sentence compression. ACL'05, pages 290-297, Stroudsburg, PA, USA. Association for Computational Linguistics.
51. David Zajic, Bonnie J Dorr, Jimmy Lin, and R. Schwartz. 2006. Sentence compression as a component of a multidocument summarization system. Proceedings of the 2006 Document Understanding Workshop, New York.