Automated Evaluation of Language Translation

Authors

  • Akshaya U  Department of Computer Science and Engineering, Sri Krishna College of Technology, Coimbatore, Tamil Nadu, India.
  • Kalpana P   Assistant Professor, Department of Computer Science and Engineering, Sri Krishna College of Technology, Coimbatore, Tamil Nadu, India.

Keywords:

Language Translation, BLEU, NLG

Abstract

Human evaluations of machine translation are expensive and extensive. Human evaluations can take a longer time to finish and involve human labour that can't be reused. We proposed a methodology of automated machine translation evaluation that is fast, inexpensive, and language-independent, that relates highly with human evaluation, and that has only little marginal cost initially. This reduces the cost needed for translation, human labour wastage and also the time. This will benefit the developers as it is inexpensive.

References

  1. E. H. Hovy. 1999. Toward finely differentiated evaluation metrics for machine translation. In Proceedings of the Eagles Workshop on Standards and Evaluation, Pisa, Italy.
  2. Kishore Papineni, Salim Roukos, Todd Ward, John Henderson, and Florence Reeder. 2002. Corpus-based comprehensive and diagnostic MT evaluation: Initial Arabic, Chinese, French, and Spanish results. In Proceedings of Human Language Technology 2002, San Diego, CA. To appear.
  3. Florence Reeder. 2001. Additional mt-eval references. Technical report, International Standardsfor Language Engineering, Evaluation Working Group. http://isscowww.unige.ch/projects/isle/taxonomy2/
  4. J.S. White and T. O’Connell. 1994. The ARPA MT evaluation methodologies: evolution, lessons, and future approaches. In Proceedings of the First Conference of the Association for Machine Translation in the Americas, pages 193–205, Columbia, Maryland.

IInternational Journal of Scientific Research in Computer Science, Engineering and Information Technology

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Published

2019-04-30

Issue

Volume 5, Issue 2, March-April-2019

Section

Research Articles

License

Copyright (c) IJSRCSEIT

Creative Commons License

This work is licensed under a Creative Commons Attribution 4.0 International License.

How to Cite

[1]
Akshaya U, Kalpana P , " Automated Evaluation of Language Translation , IInternational Journal of Scientific Research in Computer Science, Engineering and Information Technology(IJSRCSEIT), ISSN : 2456-3307, Volume 5, Issue 2, pp.382-387, March-April-2019.