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An investigation of broad coverage automatic pronoun resolution for information retrieval

Published: 28 July 2003 Publication History

Abstract

Term weighting methods have been shown to give significant increases in information retrieval performance. The presence of pronomial references in documents reduces the term frequencies of associated words with a consequent effect on term weights and information retrieval behaviour. This investigation explores the impact on information retrieval performance of broad coverage automatic pronoun resolution. Results indicate that this approach has potential to improve both precision at fixed cutoff levels and average precision.

References

[1]
B. J. Grosz, A. K. Joshi and S. Weinstein. Centering: A Framework for Modeling the Local Coherence of Discourse. Computational Linguistics, 21(2), pages 203--225, 1995.
[2]
S. E. Robertson, et al. Okapi at TREC-3. In D. K. Harman, editor, Proceedings of TREC-3, pages 109--126. NIST, 1995.
[3]
A. M. Lam-Adesina and G. J. F. Jones. Applying Summarization Techniques for Term Selection in Relevance Feedback. In ACM SIGIR 2001, pages 1--9, New Orleans, 2001.

Cited By

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  • (2021)Toward Gender-Inclusive Coreference Resolution: An Analysis of Gender and Bias Throughout the Machine Learning LifecycleComputational Linguistics10.1162/coli_a_0041347:3(615-661)Online publication date: 3-Nov-2021
  • (2014)Searching Locally-Defined EntitiesProceedings of the 23rd ACM International Conference on Conference on Information and Knowledge Management10.1145/2661829.2661954(1499-1508)Online publication date: 3-Nov-2014
  • (2009)A 2-poisson model for probabilistic coreference of named entities for improved text retrievalProceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval10.1145/1571941.1571990(275-282)Online publication date: 19-Jul-2009

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  1. An investigation of broad coverage automatic pronoun resolution for information retrieval

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    cover image ACM Conferences
    SIGIR '03: Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
    July 2003
    490 pages
    ISBN:1581136463
    DOI:10.1145/860435
    Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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    Association for Computing Machinery

    New York, NY, United States

    Publication History

    Published: 28 July 2003

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    Author Tags

    1. co-reference resolution
    2. information retrieval
    3. term weighting

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    SIGIR '03 Paper Acceptance Rate 46 of 266 submissions, 17%;
    Overall Acceptance Rate 792 of 3,983 submissions, 20%

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    Cited By

    View all
    • (2021)Toward Gender-Inclusive Coreference Resolution: An Analysis of Gender and Bias Throughout the Machine Learning LifecycleComputational Linguistics10.1162/coli_a_0041347:3(615-661)Online publication date: 3-Nov-2021
    • (2014)Searching Locally-Defined EntitiesProceedings of the 23rd ACM International Conference on Conference on Information and Knowledge Management10.1145/2661829.2661954(1499-1508)Online publication date: 3-Nov-2014
    • (2009)A 2-poisson model for probabilistic coreference of named entities for improved text retrievalProceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval10.1145/1571941.1571990(275-282)Online publication date: 19-Jul-2009

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