Location via proxy:   [ UP ]  
[Report a bug]   [Manage cookies]                
skip to main content
10.3115/1118675.1118691dlproceedingsArticle/Chapter ViewAbstractPublication PageswsdConference Proceedingsconference-collections
Article
Free access

Lexical substitution as a task for WSD evaluation

Published: 11 July 2002 Publication History

Abstract

The paper is intended to promote discussion on potential application oriented methodologies for the next SENSEVAL, and to suggest one possibility for an application-oriented task. Whilst the traditional gold-standard sense-tagging methodology has proved useful in the last two SENSEVALS, the problem of coming up with a satisfactory sense inventory remains, as the choice of the inventory typically creates biases in favour of particular systems. Coupled with the problems that these biases impose is the issue that the inventory, and level of granularity, should reflect the purpose of the application for which the WSD component is intended. In the last SENSEVAL, the Japanese Translation task was a step in this direction. In this paper we will outline some possibilities for a lexical substitution task, and argue that such a task is relevant to several applications to which a WSD system might be applied and would permit participants to select their own inventory.

References

[1]
Eneko Agirre, German Rigau, and J. Atserias. 2000. Combining supervised and unsupervised lexical knowledge methods for word sense disambiguation. Computers and the Humanities. Senseval Special Issue, 34(1--2):103--108.
[2]
Sue Atkins. 1993. Tools for computer-aided lexicography: the Hector project. In Papers in Computational Lexicography: COMPLEX 93, Budapest.
[3]
Michele Banko, Vibhu Mittal, and Michael Witbrock. 2000. Headline generation based on statistical translation. In Proceedings of the 38th Annual Meeting of the Association for Computational Linguistics, pages 318--325.
[4]
P. Brown, S. A. D. Pietra, V. J. D. Pietra, and R. L. Mercer. 1991. Word-sense disambiguation using statistical methods. In Proceedings of the 29th Annual Meeting of the Association for Computational Linguistics, pages 264--270.
[5]
John Carroll and Diana McCarthy. 2000. Word sense disambiguation using automatically acquired verbal preferences. Computers and the Humanities. Senseval Special Issue, 34(1--2):109--114.
[6]
Siobhan Devlin and John Tait. 1998. The use of a psycholinguistic database in the simplification of text for aphasic readers. In John Nerbonne, editor, Linguistic Databases, volume CSLI Lecture Notes Number 77, pages 161--173. CSLI Publications, Stanford CA.
[7]
Adam Kilgarriff and Joseph Rosenzweig. 2000. Framework and results for english SENSEVAL. Computers and the Humanities. Senseval Special Issue, 34(1--2):15--48.
[8]
Adam Kilgarriff. 1997. What is word sense disambiguation good for? In Proceedings of Natural Language Processing in the Pacific Rim, pages 209--214.
[9]
Adam Kilgarriff. 1998. Gold standard datasets for evaluating word sense disambiguation programs. Computer Speech and Language, 12(3):453--472.
[10]
Philip Resnik and David Yarowsky. 2000. Distinguishing systems and distinguishing senses: New evaluation methods for word sense disambiguation. Natural Language Engineering, 5(3):113--133.
[11]
Hinrich Schütze. 1998. Automatic word sense discrimination. Computational Linguistics, 24(1):97--123.

Cited By

View all
  • (2016)Near-synonym substitution using a discriminative vector space modelKnowledge-Based Systems10.1016/j.knosys.2016.05.025106:C(74-84)Online publication date: 15-Aug-2016
  • (2013)Independent component analysis for near-synonym choiceDecision Support Systems10.1016/j.dss.2012.12.03855:1(146-155)Online publication date: 1-Apr-2013
  • (2012)Exploring extensive linguistic feature sets in near-synonym lexical choiceProceedings of the 13th international conference on Computational Linguistics and Intelligent Text Processing - Volume Part II10.1007/978-3-642-28601-8_1(1-12)Online publication date: 11-Mar-2012
  • Show More Cited By

Recommendations

Comments

Information & Contributors

Information

Published In

cover image DL Hosted proceedings
WSD '02: Proceedings of the ACL-02 workshop on Word sense disambiguation: recent successes and future directions - Volume 8
July 2002
123 pages

Publisher

Association for Computational Linguistics

United States

Publication History

Published: 11 July 2002

Qualifiers

  • Article

Contributors

Other Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

  • Downloads (Last 12 months)79
  • Downloads (Last 6 weeks)12
Reflects downloads up to 04 Jan 2025

Other Metrics

Citations

Cited By

View all
  • (2016)Near-synonym substitution using a discriminative vector space modelKnowledge-Based Systems10.1016/j.knosys.2016.05.025106:C(74-84)Online publication date: 15-Aug-2016
  • (2013)Independent component analysis for near-synonym choiceDecision Support Systems10.1016/j.dss.2012.12.03855:1(146-155)Online publication date: 1-Apr-2013
  • (2012)Exploring extensive linguistic feature sets in near-synonym lexical choiceProceedings of the 13th international conference on Computational Linguistics and Intelligent Text Processing - Volume Part II10.1007/978-3-642-28601-8_1(1-12)Online publication date: 11-Mar-2012
  • (2010)Discriminative training for near-synonym substitutionProceedings of the 23rd International Conference on Computational Linguistics10.5555/1873781.1873922(1254-1262)Online publication date: 23-Aug-2010
  • (2009)HMMs, GRs, and n-grams as lexical substitution techniquesProceedings of the Workshop on Natural Language Processing Methods and Corpora in Translation, Lexicography, and Language Learning10.5555/1859657.1859661(21-27)Online publication date: 17-Sep-2009
  • (2009)SemEval-2010 task 2Proceedings of the Workshop on Semantic Evaluations: Recent Achievements and Future Directions10.5555/1621969.1621983(76-81)Online publication date: 4-Jun-2009
  • (2008)Instance-based ontology population exploiting named-entity substitutionProceedings of the 22nd International Conference on Computational Linguistics - Volume 110.5555/1599081.1599115(265-272)Online publication date: 18-Aug-2008
  • (2007)UNTProceedings of the 4th International Workshop on Semantic Evaluations10.5555/1621474.1621565(410-413)Online publication date: 23-Jun-2007
  • (2007)HIT-WSDProceedings of the 4th International Workshop on Semantic Evaluations10.5555/1621474.1621509(169-172)Online publication date: 23-Jun-2007
  • (2007)SemEval-2007 task 10Proceedings of the 4th International Workshop on Semantic Evaluations10.5555/1621474.1621483(48-53)Online publication date: 23-Jun-2007
  • Show More Cited By

View Options

View options

PDF

View or Download as a PDF file.

PDF

eReader

View online with eReader.

eReader

Login options

Media

Figures

Other

Tables

Share

Share

Share this Publication link

Share on social media