: NLP Vocabulary: statistical machine translation

applied NLP > machine translation > data-driven machine translation > statistical machine translation

statistical machine translation

Machine translation which is generated from a parallel training corpus by calculating the most likely equivalent of a source word/phrase/sentence in the target language. ( https://zenodo.org/record/5646896)

In addition the field of statistical machine translation is rapidly progressing and the quality of systems is getting better and better. (Och & Ney, 2004)
Most statistical machine translation employs log-linear models that interpolate feature function values obtained from various submodels such as phrase tables and language models (LMs). (Imamura & Sumita, 2016)
Statistical machine translation (SMT) represents a translation process as a noisy channel model that consists of a source-channel model and a language model of the target language. (Sumita, 2002)
The rapid development of statistical machine translation (SMT) that we have seen in recent years would not have been possible without automatic metrics for measuring SMT quality. (Joty, Guzmán, Màrquez & Nakov, 2014)

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