factored language model for statistical machine translation

... @us.ibm.com Abstract In this paper, we present a novel training method for a localized phrase-based predic- tion model for statistical machine translation (SMT). The model predicts blocks with orien- tation to handle ... Arabic-English translation task. 1 Introduction In this paper, we present a block-based model for statis- tical machine translation. A block is a pair of phrases which are translations of each other. For ... pages 557–564, Ann Arbor, June 2005. c 2005 Association for Computational Linguistics A Localized Prediction Model for Statistical Machine Translation Christoph Tillmann and Tong Zhang IBM T.J....

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... out-of-domain translation mod- el for domain-specific translation task. In detail, we build an adapted translation model in the following steps: • Build a topic-specific translation model to quantify ... 2012. c 2012 Association for Computational Linguistics Translation Model Adaptation for Statistical Machine Translation with Monolingual Topic Information ∗ Jinsong Su 1,2 , Hua Wu 3 , Haifeng Wang 3 , ... source toolkit for statistical machine translation. In Proc. of ACL 2007, Demonstration Session, pages 177-180. Yang Liu, Qun Liu and Shouxun Lin. 2006. Tree- to-String Alignment Template for Statistical Machine Translation. ...

Ngày tải lên: 19/02/2014, 19:20

... Phrase-Based Model for Statistical Machine Translation. In Proc. ACL, pages 263-270. Michael Collins, Philipp Koehn and Ivona Kucerova. 2005. Clause restructuring for statistical machine translation. ... Reordering for Statistical Ma- chine Translation. In Proc. ACL, pages 720-727. Yang Liu, Qun Liu, and Shouxun Lin. 2006. Tree- to-String Alignment Template for Statistical Machine Translation. ... Derived Rules for Improved Statistical Machine Translation. In Proc. Coling, pages 1119-1127. Chao Wang, Michael Collins, Philipp Koehn. 2007. Chi- nese syntactic reordering for statistical machine...

Ngày tải lên: 19/02/2014, 19:20

... Disambiguation Improves Statistical Machine Translation. In: Proceedings of ACL, Prague. D. Chiang. 2005. A hierarchical phrase-based model for statistical machine translation. In: Proceedings ... Phrase Selection for SMT. In: Goutte et al (ed.), Learning Machine Translation. MIT Press. K. Gimpel and N. A. Smith. 2008. Rich Source-Side Context for Statistical Machine Translation. In: ... used for esti- mating the translation model. The second one is the small data condition where only the FBIS 3 corpus is used to train the translation model. We trained two language models:...

Ngày tải lên: 20/02/2014, 04:20

... source toolkit for parsing-based machine translation. In Proceedings of the Fourth Workshop on Statistical Machine Translation, pages 135–139, Athens, Greece, March. Association for Computational ... Association for Computational Linguistics. Gholamreza Haffari, Maxim Roy, and Anoop Sarkar. 2009. Active learning for statistical phrase-based machine translation. In Proceedings of Human Language ... pool of foreign text, if available. Our motivations for soliciting translations for only parts of sentences are twofold, corresponding to two possible cases. Case one is that a translation model...

Ngày tải lên: 20/02/2014, 04:20

... improves the translation per- formance as measured by BLEU. 1 Introduction In statistical machine translation (SMT), words are normally considered as the building blocks of translation models. However, ... Oflazer. 2006. Initial explorations in English to Turkish statistical machine translation. In Proceedings of the Work- shop on Statistical Machine Translation, pages 7– 14, New York City, New York, ... 31–36, Uppsala, Sweden, 13 July 2010. c 2010 Association for Computational Linguistics Unsupervised Search for The Optimal Segmentation for Statistical Machine Translation Cos¸kun Mermer 1,3 and Ahmet Afs¸ın...

Ngày tải lên: 20/02/2014, 04:20

... Assurance for Natural Language Processing, pages 49–57, Columbus, Ohio, June. Association for Computational Linguistics. Philipp Koehn et al. 2007. Moses: Open source toolkit for statistical machine translation. ... Association for Computational Linguistics:shortpapers, pages 294–298, Portland, Oregon, June 19-24, 2011. c 2011 Association for Computational Linguistics Corpus Expansion for Statistical Machine Translation ... on Chinese-English machine translation tasks and the performance is comparable to system trained with larger manually collected parallel corpus. While our experiments were performed on Chinese-English,...

Ngày tải lên: 20/02/2014, 04:20

... Analysis for Statistical Machine Translation. In Proc. of NAACL, Boston, MA. Y. Lee. 2005. IBM Statistical Machine Translation for Spoken Languages. In Proc. of International Work- shop on Spoken Language ... for Phrase-based Statistical Machine Translation Mod- els. In Proc. of the Association for Machine Trans- lation in the Americas (AMTA). P. Koehn. 2004b. Statistical Significance Tests for Machine Translation ... 2006. c 2006 Association for Computational Linguistics Combination of Arabic Preprocessing Schemes for Statistical Machine Translation Fatiha Sadat Institute for Information Technology National...

Ngày tải lên: 20/02/2014, 11:21

... of features for statistical machine translation. In Proceedings of HLT- NAACL 2004. Och, F. J., Tillmann, C., and Ney, H. (1999). Improved align- ment models for statistical machine translation. ... Department kucerova@mit.edu Abstract We describe a method for incorporating syntactic informa- tion in statistical machine translation systems. The first step of the method is to parse the source language string that is be- ing ... 19(2):263–313. Charniak, E., Knight, K., and Yamada, K. (2003). Syntax-based language models for statistical machine translation. In Pro- ceedings of the MT Summit IX. Dubey, A. and Keller, F....

Ngày tải lên: 20/02/2014, 15:20

... outlined in Section 3. 2 Statistical Machine Translation The goal of the translation process in statisti- cal machine translation can be formulated as fol- lows: A source language string is to be ... best hypothesis provided by the translation system. 7 Conclusions We have developed refined lexicon models for statistical machine translation by using maximum entropy models. We have been able to ... the lexicon models used in statistical machine translation systems are only single-word based, thatis one word in the source language cor- responds to only one word in the target language. Those...

Ngày tải lên: 20/02/2014, 18:20

... experimental results for a bilingual cor- pus are reported. 1.1 Statistical Machine Translation In statistical machine translation, the goal of the search strategy can be formulated as follows: ... the models (stronger language model for the target lan- guage, better translation model and especially more training data) will have a strong impact on the qual- ity of the produced translations. ... The underlying translation model is Model 2 from (Brown et al., 1993). (Wu, 1996) formulates a DP search for stochastic bracketing transduction grammars. The bigram lan- guage model is integrated...

Ngày tải lên: 20/02/2014, 18:20

... 2009. c 2009 Association for Computational Linguistics Bilingually Motivated Domain-Adapted Word Segmentation for Statistical Machine Translation Yanjun Ma Andy Way National Centre for Language Technology School ... LDC seg- menter 2 and Stanford segmenter version 2006-05- 11 3 . Both ICTCLAS and Stanford segmenters utilise machine learning techniques, with Hidden Markov Models for ICT (Zhang et al., 2003) ... observe that the ICT and Stanford segmenter consistently outperform the LDC segmenter. Even using 3M sentence pairs for training, the differ- ences between them are still statistically signifi- cant...

Ngày tải lên: 22/02/2014, 02:20