Search space pruning: a simple solution for better coreference resolvers

Moosavi, N.S. orcid.org/0000-0002-8332-307X and Strube, M. (2016) Search space pruning: a simple solution for better coreference resolvers. In: Knight, K., Nenkova, A. and Rambow, O., (eds.) Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies. 15th Annual Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 12-17 Jun 2016, San Diego, California. Association for Computational Linguistics , pp. 1005-1011. ISBN 9781941643914

Abstract

There is a significant gap between the performance of a coreference resolution system on gold mentions and on system mentions. This gap is due to the large and unbalanced search space in coreference resolution when using system mentions. In this paper we show that search space pruning is a simple but efficient way of improving coreference resolvers. By incorporating our pruning method in one of the state-of-the-art coreference resolution systems, we achieve the best reported overall score on the CoNLL 2012 English test set. A version of our pruning method is available with the Cort coreference resolution source code.

Metadata

Item Type:	Proceedings Paper
Authors/Creators:	Moosavi, N.S. https://orcid.org/0000-0002-8332-307X Strube, M.
Editors:	Knight, K. Nenkova, A. Rambow, O.
Copyright, Publisher and Additional Information:	© 2016 Association for Computational Linguistics. Available under a Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/).
Dates:	Published: June 2016 Published (online): June 2016
Institution:	The University of Sheffield
Academic Units:	The University of Sheffield > Faculty of Engineering (Sheffield) > Department of Computer Science (Sheffield)
Depositing User:	Symplectic Sheffield
Date Deposited:	08 Sep 2022 10:23
Last Modified:	08 Sep 2022 10:23
Status:	Published
Publisher:	Association for Computational Linguistics
Refereed:	Yes
Identification Number:	10.18653/v1/n16-1115
Related URLs:	Conference
Open Archives Initiative ID (OAI ID):	oai:eprints.whiterose.ac.uk:190611

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Search space pruning: a simple solution for better coreference resolvers

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