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A detailed analysis of phrase-based and syntax-based machine translation: the search for systematic differences

Kaljahi, Rasoul Samed Zadeh and Rubino, Raphael and Roturier, Johann and Foster, Jennifer (2012) A detailed analysis of phrase-based and syntax-based machine translation: the search for systematic differences. In: AMTA, 28 Oct - 1 Nov 2012, San Diego, CA.

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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.

Item Type:Conference or Workshop Item (Paper)
Event Type:Conference
Refereed:Yes
Subjects:Computer Science > Computational linguistics
Computer Science > Machine translating
Computer Science > Machine learning
Computer Science > Artificial intelligence
DCU Faculties and Centres:Research Initiatives and Centres > National Centre for Language Technology (NCLT)
DCU Faculties and Schools > Faculty of Engineering and Computing > School of Computing
Official URL:http://amta2012.amtaweb.org/AMTA2012Files/papers/144.pdf
Use License:This item is licensed under a Creative Commons Attribution-NonCommercial-Share Alike 3.0 License. View License
ID Code:17973
Deposited On:09 Apr 2013 11:23 by Jennifer Foster. Last Modified 14 Nov 2016 11:38

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