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Knowledge Sources for Word Sense Disambiguation

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Text, Speech and Dialogue (TSD 2001)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 2166))

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Abstract

Two kinds of systems have been defined during the long history of WSD: principled systems that de.ne which knowledge types are useful for WSD, and robust systems that use the information sources at hand, such as, dictionaries, light-weight ontologies or hand-tagged corpora. This paper tries to systematize the relation between desired knowledge types and actual information sources. We also compare the results for a wide range of algorithms that have been evaluated on a common test setting in our research group. We hope that this analysis will help change the shift from systems based on information sources to systems based on knowledge sources. This study might also shed some light on semi-automatic acquisition of desired knowledge types from existing resources.

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References

  1. Kilgarriff, A., Evans, M. (eds): Special issue on SENSEVAL. Computer and the Humanities, 34(1–2) (2000)

    Google Scholar 

  2. Miller, G. A., Beckwith, R., Fellbaum, C., Gross, D., Miller, K.: Five Papers on WordNet. Special Issue of International Journal of Lexicography, 3(4), (1990)

    Google Scholar 

  3. Miller, G. A., Leacock, C., Tengi, R., Bunker, R.T.: A Semantic Concordance. Proceedings of the ARPA Workshop on Human Language Technology (1993)

    Google Scholar 

  4. Hirst, G.: Semantic Interpretation and the Resolution of Ambiguity. Cambridge University Press. Cambridge, England (1987)

    Google Scholar 

  5. McRoy, S.: Using Multiple Knowledge Sources for Word Sense Discrimination. Computational Linguistics, 18(1) (1992)

    Google Scholar 

  6. Ide N., Veronis J.: Introduction to the Special Issue on Word Sense Disambiguation: The State of the Art. Computational Linguistics, 24(1) (1998)

    Google Scholar 

  7. Bruce, R., Wilks, Y., Guthrie, L., Slator, B., Dunning, T.: NounSense-A Disambiguated Noun Taxonomy with a Sense of Humour. Research Report MCCS-92-246. Computing Research Laboratory, New Mexico State University (1992)

    Google Scholar 

  8. Rigau, G., Atserias, J., Agirre, E.: Combining Unsupervised Lexical Knowledge Methods for Word Sense Disambiguation. Proceedings of ACL-EACL, Madrid, Spain. (1997)

    Google Scholar 

  9. Resnik, P.: Selection and Information: A Class-Based Approach to Lexical Relationships. Ph.D. University of Pennsylvania (1993)

    Google Scholar 

  10. Agirre, E.: Formalization of concept-relatedness using ontologies: Conceptual Density. Ph.D. thesis. University of the Basque Country (1999)

    Google Scholar 

  11. Ng, H. T., Lee, H. B.: Integrating Multiple Knowledge Sources to DisambiguateWord Sense: An Exemplar-based Approach. Proceedings of the ACL (1996)

    Google Scholar 

  12. Leacock, C., Chodorow, M., Miller, G. A.: Using Corpus Statistics and WordNet Relations for Sense Identification. Computational Linguistics, 24(1) (1998)

    Google Scholar 

  13. Agirre, E., Martinez, D.: Exploring automatic word sense disambiguation with decision lists and the Web. Proceedings of the COLINGWorkshop on Semantic Annotation and Intelligent Content. Saarbrucken, Germany (2000)

    Google Scholar 

  14. Yarowsky, D.: One Sense per Collocation. Proc. of the 5th DARPA Speech and Natural Language Workshop (1993)

    Google Scholar 

  15. Mihalcea, R., Moldovan, D.: Word Sense Disambiguation based on Semantic Density. Proceedings of COLING-ACLWorkshop on Usage ofWordNet in Natural Language Processing Systems. Montreal, Canada (1998)

    Google Scholar 

  16. Yarowsky, D.: Word-Sense Disambiguation Using Statistical Models of Roget’s Categories Trained on Large Corpora. Proceedings of COLING. Nantes, France (1992)

    Google Scholar 

  17. Yarowsky, D. Unsupervised Word Sense Disambiguation Rivaling Supervised Methods. Proceedings of the ACL. Cambridge, USA (1995)

    Google Scholar 

  18. Agirre, E., Martinez, D.: Learning class-to-class selectional preferences. Proceedings of the ACL CONLL Workshop. Toulouse, France (2001)

    Google Scholar 

  19. Agirre, E., Ansa, O., Martinez, D., Hovy, E.: Enriching WordNet concepts with topic signatures. Proceedings of the NAACL worshop on WordNet and Other Lexical Resources: Applications, Extensions and Customizations. Pittsburg, USA (2001)

    Google Scholar 

  20. Agirre, E., Rigau, G.: Word Sense Disambiguation using Conceptual Density. Proceedings of COLING. Copenhagen, Denmark (1996)

    Google Scholar 

  21. Martinez, D., Agirre, E.: Word Sense Disambiguation using syntactic cues. Internal Report. University of the Basque Country (forthcoming)

    Google Scholar 

  22. Yarowsky, D.: Decision Lists for Lexical Ambiguity Resolution: Application to Accent Restoration in Spanish and French. Proceedings of the ACL (1994)

    Google Scholar 

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Author information

Authors and Affiliations

  1. IxA NLP group, Basque Country University, 649 pk., E-20080, Donostia, Spain

    Eneko Agirre & David Martinez

Authors
  1. Eneko Agirre
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  2. David Martinez
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Editor information

Editors and Affiliations

  1. Dept. of Computer Science and Engineering, University of West Bohemia in Plzeň, Faculty of Applied Sciences, Univerzitní 22, 306-14, Plzeň, Czech Republic

    Václav Matoušek , Pavel Mautner , Roman Mouček  & Karel Taušer , ,  & 

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© 2001 Springer-Verlag Berlin Heidelberg

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Agirre, E., Martinez, D. (2001). Knowledge Sources for Word Sense Disambiguation. In: Matoušek, V., Mautner, P., Mouček, R., Taušer, K. (eds) Text, Speech and Dialogue. TSD 2001. Lecture Notes in Computer Science(), vol 2166. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-44805-5_1

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  • DOI: https://doi.org/10.1007/3-540-44805-5_1

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  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-42557-1

  • Online ISBN: 978-3-540-44805-1

  • eBook Packages: Springer Book Archive

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