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Experiments in discriminating phrase-based translations on the basis of syntactic coupling features

Vassilina Nikoulina, Marc Dymetman
We describe experiments on discriminating English to French phrase-based translations through the use of syntactic “coupling” features. Using a robust rule-based dependency parser, we parse both the English source and the French translation candidates from the nbest list returned by our phrase-based system; we compute for each candidate a number of coupling features, that is, values that depend on the amount of alignment between edges in the source and target structures, and discriminatively train the weights of these coupling features. We compare different feature combinations. Although the improvements in terms of automatic measures such as Bleu and Nist are inconclusive, an initial human assessment of the results appears to show certain qualitative improvements.
2nd Workshop on Syntax and Structure in Statistical Translation (SSST-2), ACL 2008, Colombus, Ohio, USA, June 19, 2008
Full paper available on ACL Website
2008
2008/014

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2008-014.pdf (105.63 kB)