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12

ACL
2001

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A Machine Learning Approach to the Automatic Evaluation of Machine Translation

13 years 5 months ago

A Machine Learning Approach to the Automatic Evaluation of Machine Translation

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We present a machine learning approach to evaluating the wellformedness of output of a machine translation system, using classifiers that learn to distinguish human reference translations from machine translations. This approach can be used to evaluate an MT system, tracking improvements over time; to aid in the kind of failure analysis that can help guide system development; and to select among alternative output strings. The method presented is fully automated and independent of source language, target language and domain.

Simon Corston-Oliver, Michael Gamon, Chris Brocket

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Added	31 Oct 2010
Updated	31 Oct 2010
Type	Conference
Year	2001
Where	ACL
Authors	Simon Corston-Oliver, Michael Gamon, Chris Brockett

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