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Accuracy-based scoring for DOT: towards direct error minimization for data-oriented translation

Galron, Daniel and Penkale, Sergio and Way, Andy and Melamed, I. Dan (2009) Accuracy-based scoring for DOT: towards direct error minimization for data-oriented translation. In: EMNLP 2009 - Conference on Empirical Methods in Natural Language Processing, 6-7 August 2009, Singapore.

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Abstract

In this work we present a novel technique to rescore fragments in the Data-Oriented Translation model based on their contribution to translation accuracy. We describe three new rescoring methods, and present the initial results of a pilot experiment on a small subset of the Europarl corpus. This work is a proof-of-concept, and is the first step in directly optimizing translation decisions solely on the hypothesized accuracy of potential translations resulting from those decisions.

Item Type:Conference or Workshop Item (Paper)
Event Type:Conference
Refereed:Yes
Uncontrolled Keywords:data-oriented translation;
Subjects:Computer Science > Machine translating
DCU Faculties and Centres:Research Initiatives and Centres > Centre for Next Generation Localisation (CNGL)
Research Initiatives and Centres > National Centre for Language Technology (NCLT)
Publisher:Association for Computational Linguistics
Official URL:http://www.aclweb.org/anthology/D/D09/
Copyright Information:© 2009 ACL and AFNLP
Use License:This item is licensed under a Creative Commons Attribution-NonCommercial-Share Alike 3.0 License. View License
Funders:Science Foundation Ireland, SFI 07/CE/I1142
ID Code:15181
Deposited On:15 Feb 2010 16:43 by DORAS Administrator. Last Modified 27 Apr 2010 11:13

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