Kaljahi, Rasoul Samed Zadeh, Rubino, Raphael, Roturier, Johann and Foster, Jennifer ORCID: 0000-0002-7789-4853 (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.
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.
Metadata
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/1... |
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 10:23 by Jennifer Foster . Last Modified 10 Oct 2018 13:47 |
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