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1
Machine Translation of Spanish Personal and Possessive Pronouns Using Anaphora Probabilities ...
Luong, Ngoc Quang; Popescu-Belis, Andrei; Rios Gonzales, Annette. - : Association for Computational Linguistics, 2017
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An Open Source Toolkit for Word-level Confidence Estimation in Machine Translation
In: The 12th International Workshop on Spoken Language Translation (IWSLT'15) ; https://hal.archives-ouvertes.fr/hal-01244477 ; The 12th International Workshop on Spoken Language Translation (IWSLT'15), Dec 2015, Da Nang, Vietnam ; http://workshop2015.iwslt.org/ (2015)
Abstract: International audience ; Recently, a growing need of Confidence Estimation (CE) for Statistical Machine Translation (SMT) systems in Computer Aided Translation (CAT), was observed. However, most of the CE toolkits are optimized for a single target language (mainly English) and, as far as we know, none of them are dedicated to this specific task and freely available. This paper presents an open-source toolkit for predicting the quality of words of a SMT output, whose novel contributions are (i) support for various target languages, (ii) handle a number of features of different types (system-based, lexical , syntactic and semantic). In addition, the toolkit also integrates a wide variety of Natural Language Processing or Machine Learning tools to pre-process data, extract features and estimate confidence at word-level. Features for Word-level Confidence Estimation (WCE) can be easily added / removed using a configuration file. We validate the toolkit by experimenting in the WCE evaluation framework of WMT shared task with two language pairs: French-English and English-Spanish. The toolkit is made available to the research community with ready-made scripts to launch full experiments on these language pairs, while achieving state-of-the-art and reproducible performances.
Keyword: [INFO.INFO-TT]Computer Science [cs]/Document and Text Processing; Confidence Measures; Quality Estimation; SMT
URL: https://hal.archives-ouvertes.fr/hal-01244477
https://hal.archives-ouvertes.fr/hal-01244477/document
https://hal.archives-ouvertes.fr/hal-01244477/file/WCE_iwslt15.pdf
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3
Leveraging Compounds to Improve Noun Phrase Translation from Chinese and German ...
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4
Leveraging Compounds to Improve Noun Phrase Translation from Chinese and German
In: http://infoscience.epfl.ch/record/209087 (2015)
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5
Pronoun Translation and Prediction with or without Coreference Links
In: http://infoscience.epfl.ch/record/210629 (2015)
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6
Word Confidence Estimation and Its Applications in Statistical Machine Translation ; Les mesures de confiance au niveau des mots et leurs applications pour la traduction automatique statistique
Luong, Ngoc Quang. - : HAL CCSD, 2014
In: https://tel.archives-ouvertes.fr/tel-01146124 ; Technology for Human Learning. Université de Grenoble, 2014. English. ⟨NNT : 2014GRENM051⟩ (2014)
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