A systematic comparison of various statistical alignment models
Computational Linguistics
The mathematics of statistical machine translation: parameter estimation
Computational Linguistics - Special issue on using large corpora: II
Discriminative training and maximum entropy models for statistical machine translation
ACL '02 Proceedings of the 40th Annual Meeting on Association for Computational Linguistics
Statistical phrase-based translation
NAACL '03 Proceedings of the 2003 Conference of the North American Chapter of the Association for Computational Linguistics on Human Language Technology - Volume 1
Continuous space language models
Computer Speech and Language
Hierarchical Phrase-Based Translation
Computational Linguistics
HLT-Short '08 Proceedings of the 46th Annual Meeting of the Association for Computational Linguistics on Human Language Technologies: Short Papers
Moses: open source toolkit for statistical machine translation
ACL '07 Proceedings of the 45th Annual Meeting of the ACL on Interactive Poster and Demonstration Sessions
On the use of comparable corpora to improve SMT performance
EACL '09 Proceedings of the 12th Conference of the European Chapter of the Association for Computational Linguistics
Parallel implementations of word alignment tool
SETQA-NLP '08 Software Engineering, Testing, and Quality Assurance for Natural Language Processing
LIUM SMT machine translation system for WMT 2010
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
Investigations on translation model adaptation using monolingual data
WMT '11 Proceedings of the Sixth Workshop on Statistical Machine Translation
Findings of the 2011 Workshop on Statistical Machine Translation
WMT '11 Proceedings of the Sixth Workshop on Statistical Machine Translation
Towards effective use of training data in statistical machine translation
WMT '12 Proceedings of the Seventh Workshop on Statistical Machine Translation
LIUM's SMT machine translation systems for WMT 2012
WMT '12 Proceedings of the Seventh Workshop on Statistical Machine Translation
Analysing the effect of out-of-domain data on SMT systems
WMT '12 Proceedings of the Seventh Workshop on Statistical Machine Translation
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This paper describes the development of French--English and English--French statistical machine translation systems for the 2011 WMT shared task evaluation. Our main systems were standard phrase-based statistical systems based on the Moses decoder, trained on the provided data only, but we also performed initial experiments with hierarchical systems. Additional, new features this year include improved translation model adaptation using monolingual data, a continuous space language model and the treatment of unknown words.