Conference Publication Details
Mandatory Fields
Kazemi A.;Toral A.;Way A.;Monadjemi A.;Nematbakhsh M.
EAMT 2015 - Proceedings of the 18th Annual Conference of the European Association for Machine Translation
Dependency-based reordering model for constituent pairs in hierarchical SMT
2015
January
Published
1
()
Optional Fields
43
50
© 2015 The authors. We propose a novel dependency-based reordering model for hierarchical SMT that predicts the translation order of two types of pairs of constituents of the source tree: head-dependent and dependent-dependent. Our model uses the dependency structure of the source sentence to capture the medium- and long-distance reorderings between these pairs of constituents. We describe our reordering model in detail and then apply it to a language pair in which the languages involved follow different word order patterns, English (SVO) and Farsi (free word order being SOV the most frequent pattern). Our model outperforms a baseline (standard hierarchical SMT) by 0.78 BLEU points absolute, statistically significant at p = 0.01.
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