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Statistical post-editing and quality estimation for machine translation systems
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In: Béchara, Hanna (2014) Statistical post-editing and quality estimation for machine translation systems. Master of Science thesis, Dublin City University. (2014)
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Statistical Analysis of Alignment Characteristics for Phrase-based Machine Translation
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In: Proceedings of the 14th European Association for Machine Translation ; https://hal.archives-ouvertes.fr/hal-00525181 ; Proceedings of the 14th European Association for Machine Translation, May 2010, Saint-Raphaël, France. no page number (2010)
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HMM word-to-phrase alignment with dependency constraints
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In: Ma, Yanjun and Way, Andy orcid:0000-0001-5736-5930 (2010) HMM word-to-phrase alignment with dependency constraints. In: SSST 2010 - 4th Workshop on Syntax and Structure in Statistical Translation, 28 August 2010, Beijing, China. (2010)
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Statistical analysis of alignment characteristics for phrase-based machine translation
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In: Lambert, Patrik, Petitrenaud, Simon, Ma, Yanjun and Way, Andy orcid:0000-0001-5736-5930 (2010) Statistical analysis of alignment characteristics for phrase-based machine translation. In: EAMT 2010 - 14th Annual Conference of the European Association for Machine Translation, 27-28 May 2010, Saint-Raphaël, France. (2010)
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Accuracy-based scoring for phrase-based statistical machine translation
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In: Penkale, Sergio, Ma, Yanjun, Galron, Daniel and Way, Andy orcid:0000-0001-5736-5930 (2010) Accuracy-based scoring for phrase-based statistical machine translation. In: AMTA 2010 - 9th Conference of the Association for Machine Translation in the Americas, 31 October - 4 November 2010, Denver, CO, USA. (2010)
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Integrating N-best SMT outputs into a TM system
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In: He, Yifan, Ma, Yanjun, Way, Andy orcid:0000-0001-5736-5930 and van Genabith, Josef orcid:0000-0003-1322-7944 (2010) Integrating N-best SMT outputs into a TM system. In: COLING 2010 - 23rd International Conference on Computational Linguistics, 23-27 August 2010, Beijing, China. (2010)
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Bridging SMT and TM with translation recommendation
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In: He, Yifan, Ma, Yanjun, van Genabith, Josef orcid:0000-0003-1322-7944 and Way, Andy orcid:0000-0001-5736-5930 (2010) Bridging SMT and TM with translation recommendation. In: ACL 2010 - 48th Annual Meeting of the Association for Computational Linguistics, 11-16 July 2010, Uppsala, Sweden. (2010)
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Abstract:
We propose a translation recommendation framework to integrate Statistical Machine Translation (SMT) output with Translation Memory (TM) systems. The framework recommends SMT outputs to a TM user when it predicts that SMT outputs are more suitable for post-editing than the hits provided by the TM. We describe an implementation of this framework using an SVM binary classifier. We exploit methods to fine-tune the classifier and investigate a variety of features of different types. We rely on automatic MT evaluation metrics to approximate human judgements in our experiments. Experimental results show that our system can achieve 0.85 precision at 0.89 recall, excluding exact matches. futhermore, it is possible for the end-user to achieve a desired balance between precision and recall by adjusting confidence levels.
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Keyword:
Machine translating
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URL: http://doras.dcu.ie/15793/
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Constrained word alignment models for statistical machine translation
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Ma, Yanjun. - : Dublin City University. National Centre for Language Technology (NCLT), 2009. : Dublin City University. School of Computing, 2009
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In: Ma, Yanjun (2009) Constrained word alignment models for statistical machine translation. PhD thesis, Dublin City University. (2009)
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Using supertags as source language context in SMT
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In: Haque, Rejwanul orcid:0000-0003-1680-0099 , Naskar, Sudip Kumar, Ma, Yanjun and Way, Andy orcid:0000-0001-5736-5930 (2009) Using supertags as source language context in SMT. In: EAMT 2009 - 13th Annual Conference of the European Association for Machine Translation, 13-15 May 2009, Barcelona, Spain. (2009)
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Source-side context-informed hypothesis alignment for combining outputs from machine translation systems
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In: Du, Jinhua orcid:0000-0002-3267-4881 , Ma, Yanjun and Way, Andy orcid:0000-0001-5736-5930 (2009) Source-side context-informed hypothesis alignment for combining outputs from machine translation systems. In: MT Summit XII - The twelfth Machine Translation Summit, 26-30 August 2009, Ottawa, Canada. (2009)
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Bilingually motivated word segmentation for statistical machine translation
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In: Ma, Yanjun and Way, Andy orcid:0000-0001-5736-5930 (2009) Bilingually motivated word segmentation for statistical machine translation. ACM Transactions on Asian Language Information Processing, 8 (2). ISSN 1530-0226 (2009)
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Tracking relevant alignment characteristics for machine translation
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In: Lambert, Patrik, Ma, Yanjun, Ozdowska, Sylwia and Way, Andy orcid:0000-0001-5736-5930 (2009) Tracking relevant alignment characteristics for machine translation. In: MT Summit XII - The twelfth Machine Translation Summit, 26-30 August 2009, Ottawa, Canada. (2009)
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Bilingually motivated domain-adapted word segmentation for statistical machine translation
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In: Ma, Yanjun and Way, Andy orcid:0000-0001-5736-5930 (2009) Bilingually motivated domain-adapted word segmentation for statistical machine translation. In: EACL 2009 Workshop on Computational Approaches to Semitic Languages, 31 March 2009, Athens, Greece. (2009)
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Improving word alignment using syntactic dependencies
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In: Ma, Yanjun, Ozdowska, Sylwia, Sun, Yanli and Way, Andy orcid:0000-0001-5736-5930 (2008) Improving word alignment using syntactic dependencies. In: ACL08-SSST - Proceedings of ACL08 workshop on Syntax and Structure in Statistical Translation, 20 June 2008, Columbus, Ohio, USA. (2008)
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Exploiting alignment techniques in MATREX: the DCU machine translation system for IWSLT 2008
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In: Ma, Yanjun, Tinsley, John, Hassan, Hany, Du, Jinhua orcid:0000-0002-3267-4881 and Way, Andy orcid:0000-0001-5736-5930 (2008) Exploiting alignment techniques in MATREX: the DCU machine translation system for IWSLT 2008. In: IWSLT 2008 - International Workshop on Spoken Language Translation, 20-21 October 2008, Hawaii, USA. (2008)
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