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a localized prediction model for statistical machine translation

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Tài liệu Báo cáo khoa học: "A Localized Prediction Model for Statistical Machine Translation" ppt

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... paper, we present a block-based model for statis-tical machine translation. A block is a pair of phraseswhich are translations of each other. For example, Fig. 1shows an Arabic-English translation ... Conference(HLT 04), pages 177–184, Boston, MA, May.Christoph Tillmann and Fei Xia. 2003. A Phrase-basedUnigram Model for Statistical Machine Translation. InCompanian Vol. of the Joint HLT and NAACL Confer-ence ... generate a translation graph’ for every input sentence using a proce-dure similar to (Ueffing et al., 2002): a translation graphis a compact way of representing candidate translationswhich are...
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Báo cáo khoa học: "Maximum Entropy Based Phrase Reordering Model for Statistical Machine Translation" docx

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... 100080{liuqun, sxlin}@ict.ac.cnAbstractWe propose a novel reordering model for phrase-based statistical machine transla-tion (SMT) that uses a maximum entropy(MaxEnt) model to predicate reorderingsof ... 2006.c2006 Association for Computational LinguisticsMaximum Entropy Based Phrase Reordering Model for Statistical Machine Translation Deyi XiongInstitute of Computing TechnologyChinese Academy ... source language (max(|s|, |t|)/min(|s|, |t|))to 3. After extracting phrases, we calculated thephrase translation probabilities and lexical transla-tion probabilities in both directions for each...
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Tài liệu Báo cáo khoa học: "Translation Model Adaptation for Statistical Machine Translation with Monolingual Topic Information" doc

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... 2007.Bilingual LSA-based adaptation for statistical machine translation. Machine Translation, pages 187-207.Nicola Ueffing, Gholamreza Haffari and Anoop Sarkar.2008. Semi-supervised Model Adaptation for ... Statisti-cal Machine Translation. Machine Translation, pages77-94.Hua Wu, Haifeng Wang and Chengqing Zong. 2008. Do-main Adaptation for Statistical Machine Translation with Domain Dictionary ... weblog.According to adaptation emphases, domain adap-tation in SMT can be classified into translation mod-el adaptation and language model adaptation. Herewe focus on how to adapt a translation model, ...
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Tài liệu Báo cáo khoa học: "A Ranking-based Approach to Word Reordering for Statistical Machine Translation" doc

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... 271-279. A. Ramanathan, Pushpak Bhattacharyya, JayprasadHegde, Ritesh M. Shah and Sasikumar M. 2008.Simple syntactic and morphological processing canhelp English-Hindi Statistical Machine Translation. In ... integrated into a phrase-based decoder serving as additional distortion fea-tures.We evaluated our approach on large-scaleJapanese-English and English-Japanese machine translation tasks, and ... ranking model is auto-matically derived from word aligned paralleldata with a syntactic parser for source lan-guage based on both lexical and syntacticalfeatures. We evaluated our approach...
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Tài liệu Báo cáo khoa học: "Refined Lexicon Models for Statistical Machine Translation using a Maximum Entropy Approach" pptx

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... Lexicon Models for Statistical Machine Translation using a Maximum Entropy ApproachIsmael Garc´ a VareaDpto. de Inform´aticaUniv. de Castilla-La ManchaCampus Universitario s/n02071 Albacete, ... Stephan Vogel, Hermann Ney, andChristoph Tillmann. 1998. A DP-based searchalgorithm for statistical machine translation. InCOLING-ACL ’98: 36th Annual Meeting of the As-sociation for Computational ... approach toadaptive statistical language modeling. Computer,Speech and Language, 10:187–228.Christoph Tillmann and Hermann Ney. 2000. Wordre-ordering and dp-based search in statistical ma-chine...
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Tài liệu Báo cáo khoa học: "Bilingual Sense Similarity for Statistical Machine Translation" ppt

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... Sense Disambiguation Improves Statistical Machine Translation. In: Proceedings of ACL, Prague. D. Chiang. 2005. A hierarchical phrase-based model for statistical machine translation. In: Proceedings ... helpful for at least one multilingual application: statistical machine translation. Finally, although we described and evaluated bilingual sense similarity algorithms applied to a hierarchical ... similarities are hierar-chical rules. 2 Hierarchical phrase-based MT system The hierarchical phrase-based translation method (Chiang, 2005; Chiang, 2007) is a formal syntax-based translation...
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Tài liệu Báo cáo khoa học: "Bucking the Trend: Large-Scale Cost-Focused Active Learning for Statistical Machine Translation" docx

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... Language,22(3):295–312.Andreas Zollmann and Ashish Venugopal. 2006. Syn-tax augmented machine translation via chart pars-ing. In Proceedings of the NAACL-2006 Workshopon Statistical Machine Translation (WMT06), ... build machine translation evaluation sets. In Proceedings of the Workshop onCreating Speech and Language Data With Amazon’sMechanical Turk, Los Angeles, California, June.Association for Computational ... annotated in LDC data Figure 11: Bucking the trend: performance ofHNG-selected additional data from BBC webcrawl data annotated via Amazon MechanicalTurk. y-axis measures BLEU. x-axis measuresnumber...
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Tài liệu Báo cáo khoa học: "Unsupervised Search for The Optimal Segmentation for Statistical Machine Translation" doc

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... anahtar + ımı my key (ACC.)5 anahtarla anahtar + la with (the) key4 anahtarı anahtar + ı1(the) key (ACC.);2his/her key3 anahtarı + m anahtar + ım my key3 anahtarı + n anahtar + ın1your key;2of ... obtained after morpho-logical preprocessing can improve the machine translation performance over a word-based sys-tem (Habash and Sadat, 2006; Oflazer and DurgarEl-Kahlout, 2007; Bisazza and ... MIT Press.Nizar Habash and Fatiha Sadat. 2006. Arabic prepro-cessing schemes for statistical machine translation. In Proc. of the HLT-NAACL, Companion Volume:Short Papers, pages 49–52, New...
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Tài liệu Báo cáo khoa học: "Corpus Expansion for Statistical Machine Translation with Semantic Role Label Substitution Rules" doc

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... of alter-native translations of each source phrase (T/S) and theaverage source phrase length in the output (A. L.)-1.80 on average TER. An explanation is that us-ing identical alignment model ... Dolan. 2004.Monolingual machine translation for paraphrase gen-eration. In Proceedings of EMNLP 2004, pages 142–149, Barcelona, Spain, July. Association for Computa-tional Linguistics.298 ... North American Chapter of the Association ofComputational Linguistics, HLT-NAACL ’06, pages17–24.Chris Callison-Burch. 2008. Syntactic constraintson paraphrases extracted from parallel corpora....
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Tài liệu Báo cáo khoa học: "Combination of Arabic Preprocessing Schemes for Statistical Machine Translation" ppt

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... Council of Canadafatiha.sadat@cnrc-nrc.gc.caNizar HabashCenter for Computational Learning SystemsColumbia Universityhabash@cs.columbia.eduAbstract Statistical machine translation is quite ... 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 ... Associa-tion for Computational Linguistics (ACL), Ann Ar-bor, Michigan.N. Habash and F. Sadat. 2006. Arabic Preprocess-ing Schemes for Statistical Machine Translation. InProc. of NAACL, Brooklyn,...
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Tài liệu Báo cáo khoa học: "Clause Restructuring for Statistical Machine Translation" ppt

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... D., and Mercer, R. L.(1993). The mathematics of statistical machine translation. Computational Linguistics, 19(2):263–313.Charniak, E., Knight, K., and Yamada, K. (2003). Syntax-basedlanguage ... Improving a statistical MTsystem with automatically learned rewrite patterns. In Pro-ceedings of Coling 2004.Yamada, K. and Knight, K. (2001). A syntax-based statistical translation model. In ... which incorporate syntactic information within statistical machine translation systems (e.g., see (Al-shawi, 1996; Wu, 1997; Yamada and Knight, 2001;Gildea, 2003; Melamed, 2004; Graehl and Knight,2004;...
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Tài liệu Báo cáo khoa học: "ADP based Search Algorithm for Statistical Machine Translation" docx

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... DP based search algorithm in de- tail. Finally, experimental results for a bilingual cor- pus are reported. 1.1 Statistical Machine Translation In statistical machine translation, the goal ... Technology D-52056 Aachen, Germany Emaih niessen©informatik, rwth-aachen, de Abstract We introduce a novel search algorithm for statisti- cal machine translation based on dynamic program- ming (DP). ... of Statisti- cal Machine Translation: Parameter Estimation. Computational Linguistics, 19(2):263-311. I. Dagan, K. W. Church, and W. A. Gale. 1993. Robust Bilingual Word Alignment for Machine...
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