1995 UnsupWSDRivalingSupervMethods

From GM-RKB
Jump to navigation Jump to search

Subject Headings: Unsupervised Word Sense Disambiguation Algorithm, Word Sense Disambiguation Algorithm, Yarowsky Algorithm.

Notes

Cited By

1998

Quotes

Abstract

This paper presents an unsupervised learning algorithm for sense disambiguation that, when trained on unannotated English text, rivals the performance of supervised techniques that require time-consuming hand annotations. The algorithm is based on two powerful constraints --- that words tend to have one sense per discourse and one sense per collocation --- exploited in an iterative bootstrapping procedure. Tested accuracy exceeds 96%.


References

  • Baum, L. E., "An Inequality and Associated Maximization Technique in Statistical Estimation of Probabilistic Functions of a Markov Process," Inequalities, v 3, pp 1--8, 1972.
  • Ezra W. Black, An experiment in computational discrimination of English word senses, IBM Journal of Research and Development, v.32 n.2, p.185-194, March 1988
  • Eric D. Brill, A corpus-based approach to language learning, University of Pennsylvania, Philadelphia, PA, 1993
  • Peter F. Brown, Stephen A. Della Pietra, Vincent J. Della Pietra, Robert L. Mercer, Word-sense disambiguation using statistical methods, Proceedings of the 29th annual meeting on Association for Computational Linguistics, p.264-270, June 18-21, 1991, Berkeley, California doi:10.3115/981344.981378
  • Rebecca Bruce, Janyce M. Wiebe, Word-sense disambiguation using decomposable models, Proceedings of the 32nd annual meeting on Association for Computational Linguistics, p.139-146, June 27-30, 1994, Las Cruces, New Mexico doi:10.3115/981732.981752
  • Kenneth W. Church, "A Stochastic Parts Program an Noun Phrase Parser for Unrestricted Text," in Proceeding, IEEE International Conference on Acoustics, Speech and Signal Processing, Glasgow, (1989).
  • Ido Dagan, Alon Itai, Word sense disambiguation using a second language monolingual corpus, Computational Linguistics, v.20 n.4, p.563-596, December 1994
  • Arthur P. Dempster, Laird, N. M., and Rubin, D. B., "Maximum Likelihood From Incomplete Data via the EM Algorithm," Journal of the Royal Statistical Society, v 39, pp 1--38, 1977.
  • Gale, W., Kenneth W. Church, and David Yarowsky, "A Method for Disambiguating Word Senses in a Large Corpus," Computers and the Humanities, 26, pp 415--439, (1992).
  • Gale, W., Kenneth W. Church, and David Yarowsky. "Discrimination Decisions for 100,000-Dimensional Spaces.” In: A. Zampoli, N. Calzolari and M. Palmer (eds.), Current Issues in Computational Linguistics: In Honour of Don Walker, Kluwer Academic Publishers, pp. 429--450, (1994).
  • Joe A. Guthrie, Louise Guthrie, Yorick Wilks, Homa Aidinejad, Subject-dependent co-occurrence and word sense disambiguation, Proceedings of the 29th annual meeting on Association for Computational Linguistics, p.146-152, June 18-21, 1991, Berkeley, California doi:10.3115/981344.981363
  • Hearst, Marti, "Noun Homograph Disambiguation Using Local Context in Large Text Corpora," in Using Corpora, University of Waterloo, Ontario, (1991).
  • Claudia Leacock, Geoffrey Towell, Ellen Voorhees, Corpus-based statistical sense resolution, Proceedings of the workshop on Human Language Technology, March 21-24, 1993, Princeton, New Jersey doi:10.3115/1075671.1075730
  • Jill Fain Lehman, Toward the essential nature of statistical knowledge in sense resolution, Proceedings of the twelfth national conference on Artificial intelligence (vol. 1), p.734-741, October 1994, Seattle, Washington, United States
  • Michael Lesk, Automatic sense disambiguation using machine readable dictionaries: how to tell a pine cone from an ice cream cone, Proceedings of the 5th annual International Conference on Systems documentation, p.24-26, June 1986, Toronto, Ontario, Canada doi:10.1145/318723.318728
  • Miller, George, "WordNet: An On-Line Lexical Database," International Journal of Lexicography, 3, 4, (1990).
  • Mosteller, Frederick, and David Wallace, Inference and Disputed Authorship: The Federalist, Addison-Wesley, Reading, Massachusetts, 1964.
  • Ronald L. Rivest, Learning Decision Lists, Machine Learning, v.2 n.3, p.229-246, November 1987 doi:10.1023/A:1022607331053
  • Hinrich Schütze, Dimensions of meaning, Proceedings of the 1992 ACM/IEEE Conference on Supercomputing, p.787-796, November 16-20, 1992, Minneapolis, Minnesota, United States
  • Slator, Brian, "Using Context for Sense Preference," in Text-based Intelligent Systems: Current Research in Text Analysis, Information Extraction and Retrieval, P. S. Jacobs, ed., GE Research and Development Center, Schenectady, New York, (1990).
  • Jean Veronis, Nancy M. Ide, Word sense disambiguation with very large neural networks extracted from machine readable dictionaries, Proceedings of the 13th conference on Computational linguistics, p.389-394, August 20-25, 1990, Helsinki, Finland doi:10.3115/997939.998006
  • David Yarowsky, Word-sense disambiguation using statistical models of Roget's categories trained on large corpora, Proceedings of the 14th conference on Computational linguistics, August 23-28, 1992, Nantes, France doi:10.3115/992133.992140
  • David Yarowsky, One sense per collocation, Proceedings of the workshop on Human Language Technology, March 21-24, 1993, Princeton, New Jersey doi:10.3115/1075671.1075731
  • David Yarowsky, Decision lists for lexical ambiguity resolution: application to accent restoration in Spanish and French, Proceedings of the 32nd annual meeting on Association for Computational Linguistics, p.88-95, June 27-30, 1994, Las Cruces, New Mexico doi:10.3115/981732.981745
  • David Yarowsky. "Homograph Disambiguation in Speech Synthesis.” In: J. Hirschberg, Richard Sproat and J. van Santen (eds.), Progress in Speech Synthesis, Springer-Verlag, to appear.

,

 AuthorvolumeDate ValuetitletypejournaltitleUrldoinoteyear
1995 UnsupWSDRivalingSupervMethodsDavid YarowskyUnsupervised Word Sense Disambiguation Rivaling Supervised MethodsProceedings of the 33rd annual meeting on Association for Computational Linguisticshttp://acl.ldc.upenn.edu//P/P95/P95-1026.pdf10.3115/981658.9816841995
Retrieved from "http://www.gabormelli.com/RKB/index.php?title=1995_UnsupWSDRivalingSupervMethods&oldid=853788"