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        <title>A Detailed Analysis of Phrase-based and Syntax-based MT: The Search for Systematic Differences</title>
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    <abstract>This paper describes a range of automatic and manual comparisons of phrase-based and syntax-based statistical machine translation methods applied to English-German and English-French translation of user-generated content. The syntax-based methods underperform the phrase-based models and the relaxation of syntactic constraints to broaden translation rule coverage means that these models do not necessarily generate output which is more grammatical than the output produced by the phrase-based models. Although the systems generate different output and can potentially be fruitfully combined, the lack of systematic difference between these models makes the combination task more challenging.</abstract>
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%0 Conference Proceedings
%T A Detailed Analysis of Phrase-based and Syntax-based MT: The Search for Systematic Differences
%A Samad Zadeh Kaljahi, Rasoul
%A Rubino, Raphael
%A Roturier, Johann
%A Foster, Jennifer
%S Proceedings of the 10th Conference of the Association for Machine Translation in the Americas: Research Papers
%D 2012
%8 oct 28 nov 1
%I Association for Machine Translation in the Americas
%C San Diego, California, USA
%F samad-zadeh-kaljahi-etal-2012-detailed
%X This paper describes a range of automatic and manual comparisons of phrase-based and syntax-based statistical machine translation methods applied to English-German and English-French translation of user-generated content. The syntax-based methods underperform the phrase-based models and the relaxation of syntactic constraints to broaden translation rule coverage means that these models do not necessarily generate output which is more grammatical than the output produced by the phrase-based models. Although the systems generate different output and can potentially be fruitfully combined, the lack of systematic difference between these models makes the combination task more challenging.
%U https://aclanthology.org/2012.amta-papers.27

Markdown (Informal)

[A Detailed Analysis of Phrase-based and Syntax-based MT: The Search for Systematic Differences](https://aclanthology.org/2012.amta-papers.27) (Samad Zadeh Kaljahi et al., AMTA 2012)

• A Detailed Analysis of Phrase-based and Syntax-based MT: The Search for Systematic Differences (Samad Zadeh Kaljahi et al., AMTA 2012)

ACL

• Rasoul Samad Zadeh Kaljahi, Raphael Rubino, Johann Roturier, and Jennifer Foster. 2012. A Detailed Analysis of Phrase-based and Syntax-based MT: The Search for Systematic Differences. In Proceedings of the 10th Conference of the Association for Machine Translation in the Americas: Research Papers, San Diego, California, USA. Association for Machine Translation in the Americas.