A Text Summarization Approach under the Influence of Textual Entailment
Elena Lloret, Óscar Ferrández, Rafael Muñoz, Manuel Palomar
2008
Abstract
This paper presents how text summarization can be influenced by textual entailment. We show that if we use textual entailment recognition together with text summarization approach, we achieve good results for final summaries, obtaining an improvement of 6.78% with respect to the summarization approach only. We also compare the performance of this combined approach to two base- lines (the one provided in DUC 2002 and ours based on word-frequency technique) and we discuss the preliminary results obtained in order to infer conclusions that can be useful for future research.
References
- Hovy, E. H.: Automated Text Summarization. In: The Oxford Handbook of Computational Linguistics. Oxford University Press (2005) 583-598
- Spärck Jones, K.: Automatic summarizing: factors and directions. In: Inderjeet Mani and Mark Maybury, editors, Advances in Automatic Text Summarization, MIT Press (1999) 1-14
- Mani, I., Maybury, M. T.: Advances in Automatic Text Summarization. The MIT Press (1999)
- Alonso, L., Castellón, I., Climent, S., Fuentes, M., Padró, L., Rodríguez, H.: Approaches to Text Summarization: Questions and Answers. Revista Iberoamericana de Inteligencia Artificial, ISSN 1137-3601 (2004) 79-102
- Glickman, O.: Applied Textual Entailment. PhD thesis, Bar Ilan University (2006)
- Giampiccolo, D., Magnini, B., Dagan, I., Dolan, B.: The third pascal recognizing textual entailment challenge. In: Proceedings of the ACL-PASCAL Workshop on Textual Entailment and Paraphrasing, Prague, Association for Computational Linguistics (2007) 1-9
- Luhn, H.P.: The Automatic Creation of Literature Abstracts. In: Inderjeet Mani and Mark Maybury, editors, Advances in Automatic Text Summarization, MIT Press (1999) 15-22
- Edmundson, H.P.: New Methods in Automatic Extracting. In: Inderjeet Mani and Mark Maybury, editors, Advances in Automatic Text Summarization, MIT Press (1999) 23-42
- Tucker, R.: Automatic summarising and the CLASP system. PhD thesis (1999) Cambridge.
- Lin, C.Y., Hovy, E.: Automated Multi-document Summarization in NeATS. In: Proceedings of the Human Language Technology (HLT) Conference. San Diego, CA. (2002) 50-53
- Marcu, D.: Discourse Trees Are Good Indicators of Importance in Text. In: Inderjeet Mani and Mark Maybury, editors, Advances in Automatic Text Summarization, MIT Press (1999) 123-136
- Radev, D.R., Blair-Goldensohn, S., Zhang, Z.: Experiments in Single and Multi-Document Summarization using MEAD. In: First Document Understanding Conference, New Orleans, LA. (2001) 1-7
- Hirao, T., Sasaki, Y., Isozaki, H., Maeda, E.: NTT's Text Summarization system for DUC2002. In: Workshop on Text Summarization (In conjunction with the ACL 2002 and including the DARPA/NIST sponsored DUC 2002 Meeting on Text Summarization), Philadelphia. (2002)
- Svore, K.M., Vanderwende, L., Burges, C.J.: Enhancing Single-Document Summarization by Combining RankNet and Third-Party Sources. In: Proceedings of the Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning (EMNLP-CoNLL). (2007) 448-457
- Spärck Jones, K.: Automatic summarising: The state of the art. Information Processing & Management 43 (2007) 1449-1481
- Alonso, L., Castell ón, I., Climent, S., Fuentes, M., Padró, L., Rodríguez, H.: Comparative Study of Automated Text Summarization Systems. Technical report, Hermes Project Technical Report. Technical Report IMA 02-02-RR, Universitat de Girona.Barcelona (2002)
- Harabagiu, S., Hickl, A., Lacatusu, F.: Satisfying information needs with multi-document summaries. Information Processing & Management 43 (2007) 1619-1642
- Tatar, D., Tamaianu-Morita, E., Mihis, A., Lupsa, D.: Summarization by Logic Segmentation and Text Entailment. In: Proceedings of Conference on Intelligent Text Processing and Computational Linguistics (CICLing 2008). (2008) 15-26
- Ferrández, O., Micol, D., Mun˜oz, R., Palomar, M.: A perspective-based approach for solving textual entailment recognition. In: Proceedings of the ACL-PASCAL Workshop on Textual Entailment and Paraphrasing, Prague, Association for Computational Linguistics (2007) 66- 71
- Mani, I.: Summarization evaluation: An overview. In: Proceedings of the North American chapter of the association for computational linguistics (NAACL) workshop on automatic summarization. (2001)
- Lin, C.Y.: ROUGE: a package for automatic evaluation of summaries. In: Proceedings of ACL Text Summarization Workshop. (2004) 74-81
- Steinberger, J., Poesio, M., Kabadjov, M.A., Jez?ek, K.: Two uses of anaphora resolution in summarization. Information Processing & Management 43 (2007) 1663-1680
Paper Citation
in Harvard Style
Lloret E., Ferrández Ó., Muñoz R. and Palomar M. (2008). A Text Summarization Approach under the Influence of Textual Entailment.In Proceedings of the 5th International Workshop on Natural Language Processing and Cognitive Science - Volume 1: NLPCS, (ICEIS 2008) ISBN 978-989-8111-45-6, pages 22-31. DOI: 10.5220/0001732100220031
in Bibtex Style
@conference{nlpcs08,
author={Elena Lloret and Óscar Ferrández and Rafael Muñoz and Manuel Palomar},
title={A Text Summarization Approach under the Influence of Textual Entailment},
booktitle={Proceedings of the 5th International Workshop on Natural Language Processing and Cognitive Science - Volume 1: NLPCS, (ICEIS 2008)},
year={2008},
pages={22-31},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001732100220031},
isbn={978-989-8111-45-6},
}
in EndNote Style
TY - CONF
JO - Proceedings of the 5th International Workshop on Natural Language Processing and Cognitive Science - Volume 1: NLPCS, (ICEIS 2008)
TI - A Text Summarization Approach under the Influence of Textual Entailment
SN - 978-989-8111-45-6
AU - Lloret E.
AU - Ferrández Ó.
AU - Muñoz R.
AU - Palomar M.
PY - 2008
SP - 22
EP - 31
DO - 10.5220/0001732100220031