Evaluating syntax-driven approaches to phrase extraction for MT
Srivastava, Ankit Kumar and Penkale, Sergio and Groves, Declan and Tinsley, John (2009) Evaluating syntax-driven approaches to phrase extraction for MT. In: EBMT 2009 - 3rd Workshop on Example-Based Machine Translation, 12-13 November 2009, Dublin, Ireland.
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In this paper, we examine a number of different phrase segmentation approaches for Machine Translation and how they perform when used to supplement the translation model of a phrase-based SMT system. This work represents a summary of a number of years of research carried out at Dublin City University in which it has been found that improvements can be made using hybrid translation
models. However, the level of improvement achieved is dependent on the amount of training data used. We describe the various approaches to phrase segmentation and combination explored, and outline a series of experiments investigating the relative merits of each method.
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