2007 · 23 citations · 10 references
ComputingComputer ScienceTranslation StudiesComputational LinguisticsCorpus-based Translation StudiesNatural Language ProcessingLanguage ModelingMachine TranslationTranslation CorporaTranslation Quality AssessmentBilingual CorporaGaussian Mixture ModelsMachine Translation Quality EvaluationTerminology ConsistencyTerminology Consistency CheckingTerminology TranslationTranslation Quality MetricsWord Alignment
This paper presents a novel method to automatically validate terminology consistency in localized materials. The goal of the paper is two-fold. First, we explore a way to extract phrase pair translations for compound nouns from a bilingual corpus using word alignment data. To validate the quality of the extracted phrase pair translations, we use a Gaussian mixture model (GMM) classifier. Second, we quantify consistency of translation as a measurement of quality. With this approach, a quality assurance process for terminology translation can be fully automated. It can also be used for maintaining bilingual training data quality for machine translation.
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Pattern Recognition and Machine Learning
Journal of Electronic Imaging · 2007 · 22.1K citations
Statistical phrase-based translation
Philipp Koehn, Franz Josef Och, Daniel Marcu · 2003 · 3.3K citations · Full text
Improved statistical alignment models
Franz Josef Och, Hermann Ney · 2000 · 1K citations · Full text
AO Hirschman · American Economic Review · 1964 · 759 citations