Automatic Detection of Machine Translated Text and Translation Quality Estimation

@inproceedings{Aharoni2014AutomaticDO,
  title={Automatic Detection of Machine Translated Text and Translation Quality Estimation},
  author={Roee Aharoni and Moshe Koppel and Yoav Goldberg},
  booktitle={ACL},
  year={2014}
}
We show that it is possible to automatically detect machine translated text at sentence level from monolingual corpora, using text classification methods. We show further that the accuracy with which a learned classifier can detect text as machine translated is strongly correlated with the translation quality of the machine translation system that generated it. Finally, we offer a generic machine translation quality estimation technique based on this approach, which does not require reference… CONTINUE READING
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