phrasebased statistical machine translation from english to turkish
Tài liệu Báo cáo khoa học: "Name Translation in Statistical Machine Translation Learning When to Transliterate" pptx
... USAme@hal3.nameAbstractWe present a method to transliterate namesin the framework of end -to- end statistical machine translation. The system is trained to learn when to transliterate. For Arabic to English MT, we developed ... apply it to any base SMT system, and to human translationsas well. Our goal in augment-ing abaseSMT systemis toincreasethis percentage.A secondary goal is to make sure that our overall translation ... name translation quality varies greatlybetween human translators, with error rates ranging from 8.2-15.0% (absolute). To make sure our name transliterator does not de-grade the overall translation...
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Tài liệu Báo cáo khoa học: "Segmentation for English-to-Arabic Statistical Machine Translation" ppt
... POS+clitic factor. We also use a genera-tion model to generate the surface form from thestem and POS+clitic, a translation table from POS to POS+clitics and from the English surface word to the Arabic ... theireffect on translation. We also report on applyingFactored Translation Models (Koehn and Hoang,2007) for English- to- Arabic translation. 2 Previous WorkThe only previous work on English- to- Arabic ... techniques. We also report on the useof Factored Translation Models for English- to- Arabic translation. 1 IntroductionArabic has a complex morphology compared to English. Words are inflected for gender,...
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Tài liệu Báo cáo khoa học: "A Ranking-based Approach to Word Reordering for Statistical Machine Translation" doc
... forGerman -English, Chinese -English, English- Hindiand English- Japanese respectively. Xu et al. (2009)designed a clever precedence reordering rule set for translation from English to several ... processing canhelp English- Hindi Statistical Machine Translation. In Proc. IJCNLP.Roy Tromble. 2009. Search and Learning for the Lin-ear Ordering Problem with an Application to 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. ...
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Tài liệu Báo cáo khoa học: "Translation Model Adaptation for Statistical Machine Translation with Monolingual Topic Information" doc
... pairs according to the prede-fined topic-specific translation model and thetopic posterior distribution of phrases.Formally, we incorporate monolingual topic in-formation into translation probability ... effectively transferred from one domain to anoth-er, for example, from newswire to weblog.According to adaptation emphases, domain adap-tation in SMT can be classified into translation mod-el ... 2006. Tree- to- String Alignment Template for Statistical Machine Translation. In Proc. of ACL 2006, pages 609-616.Yajuan Lv, Jin Huang and Qun Liu. 2007. Improv-ing Statistical Machine Translation...
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Tài liệu Báo cáo khoa học: "Modified Distortion Matrices for Phrase-Based Statistical Machine Translation" doc
... reordering in Arabic- English statistical machine translation. Machine Trans-lation, Published Online.David Chiang. 2005. A hierarchical phrase-based modelfor statistical machine translation. In ... have to convert chunk -to- chunk jumps intoword -to- word shortcuts. We propose two ways to do this, given an ordered pair of chunks (cx,cy):mode A×A : create a shortcut from each word ofcx to ... 2011.Fuzzy syntactic reordering for phrase-based statistical machine translation. In Proceedings of the Sixth Work-shop on Statistical Machine Translation, pages 227–236, Edinburgh, Scotland,...
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Tài liệu Báo cáo khoa học: "Mixing Multiple Translation Models in Statistical Machine Translation" docx
... april.Nicola Bertoldi and Marcello Federico. 2009. Do-main adaptation for statistical machine translation withmonolingual resources. In Proceedings of the FourthWorkshop on Statistical Machine Translation, ... a different approach to select related sen-tences from OUT. They use language model per-plexities from IN to select relavant sentences from OUT. These sentences are used to enrich the INtraining ... Alfons Juan. 2007. Domain adap-tation in statistical machine translation with mixturemodelling. In Proceedings of the Second Workshopon Statistical Machine Translation, StatMT ’07, pages177–180,...
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Tài liệu Báo cáo khoa học: "Improving Statistical Machine Translation with Monolingual Collocation" pdf
... train a Chinese -to -English SMT system, we need to perform both Chinese -to -English and English- to- Chinese word alignment. We only evaluate the English- to- Chinese word alignment here. GIZA++ with ... corpus to train the Chinese -to- English SMT systems. Moses (Koehn et al., 2007) is used as the baseline phrase-based SMT system. We use SRI language modeling toolkit (Stolcke, 2002) to train ... model in addition to the word translation model and position distribution model. And these three models are similar, ex-cept for the word distortion models. One -to- one and many -to- one alignments...
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Tài liệu Báo cáo khoa học: "Bilingual Sense Similarity for Statistical Machine Translation" ppt
... large data Chinese -to- English NIST task and German -to -English WMT task. 6 We have also conducted additional experiments by remov-ing the stop words from the context vectors; however, we ... and target sides of a translation rule to improve statistical machine translation perfor-mance. This work attempts to measure directly the sense similarity for units from different languag-es ... as feature functions in the translation model. 5.1 Data We evaluated with different language pairs: Chi-nese -to -English, and German -to -English. For Chinese -to -English tasks, we carried out...
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Tài liệu Báo cáo khoa học: "Bucking the Trend: Large-Scale Cost-Focused Active Learning for Statistical Machine Translation" docx
... WrenThornton, Jonathan Weese, and Omar Zaidan. 2009.Joshua: An open source toolkit for parsing-based machine translation. In Proceedings of the FourthWorkshop on Statistical Machine Translation, ... unlabeled pool from which to gather annotations. We applied theHNG method from Section 4 to determine what to post on MTurk for workers to translate.2We gath-ered 20,580 n-gram translations ... Discussion5.1 General SetupWe set out to see whether we could use the HNGmethod to achieve translation quality improve-ments by gathering additional translations to add to the training data of the entire...
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Tài liệu Báo cáo khoa học: "Unsupervised Search for The Optimal Segmentation for Statistical Machine Translation" doc
... Kemal 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 ... from morphologically-rich Turkish to English does not exhibit the expected im-provement in translation BLEU scores andconfirms the robustness of phrase-basedSMT to translation unit combinatorics.A ... Mor-phological Pre-Processing for Turkish to English Statistical Machine Translation. In Proc. of the In-ternational Workshop on Spoken Language Transla-tion, pages 129–135, Tokyo, Japan.M.R. Brent....
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Tài liệu Báo cáo khoa học: "Corpus Expansion for Statistical Machine Translation with Semantic Role Label Substitution Rules" doc
... on Chinese- English machine translation tasks show an av-erage improvement of 0.45 BLEU and 1.22TER points across 5 different NIST test sets.1 Introduction Statistical machine translation ... Chinese -English machine translation tasks and the performance iscomparable to system trained with larger manuallycollected parallel corpus. While our experimentswere performed on Chinese -English, ... Association for Computational Linguistics.Philipp Koehn et al. 2007. Moses: Open source toolkitfor statistical machine translation. In Proceedings ofthe 45th Annual Meeting of the Association for Com-putational...
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- toward statistical machine translation
- adaptation of statistical machine translation model
- training in statistical machine translation
- statistical machine translation by parsing
- improving statistical machine translation
- phrasebased statistical machine translation
- topics in statistical machine translation
- a probabilistic approach to syntaxbased reordering for statistical machine translation
- a hierarchical phrasebased model for statistical machine translation
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