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Home > Art, Film & Photography > Evaluation of Machine Translation: Bleu, Round-Trip Translation, Word Error Rate, F1 Score, Nist
Evaluation of Machine Translation: Bleu, Round-Trip Translation, Word Error Rate, F1 Score, Nist

Evaluation of Machine Translation: Bleu, Round-Trip Translation, Word Error Rate, F1 Score, Nist


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About the Book

Chapters: Bleu, Round-Trip Translation, Word Error Rate, F1 Score, Nist. Source: Wikipedia. Pages: 34. Not illustrated. Free updates online. Purchase includes a free trial membership in the publisher's book club where you can select from more than a million books without charge. Excerpt: Various methods for the evaluation for machine translation have been employed. This article will focus on the evaluation of the output of machine translation, rather than on performance or usability evaluation. Before covering the large scale studies, a brief comment will be made on one of the more pervasive evaluation techniques, that of round-trip translation (or "back translation"). One of the typical ways for lay people to assess the quality of a machine translation engine is through translating from a source language into a target language, and then back to the source language using the same engine. Although this may intuitively be a good method of evaluation, it has been shown that round-trip translation is a, "poor predictor of quality." The reason why it is such a poor predictor of quality is reasonably intuitive. When a round-trip translation is performed, the method is not testing one system, but two systems. The language pair of the engine for translating in to the target language, and the language pair translating back from the target language. Consider the following examples of round-trip translation performed from English to Italian and Portuguese from Somers (2005): In the first example, where the text is translated into Italian and then back into English, although the English text is significantly garbled, the Italian is a serviceable translation. In the second example, although the text that is translated back into English is perfect, the Portuguese translation is meaningless. While round-trip translation may be useful in order to generate a "surplus of fun," the methodology is deficient for any serious study of the qualit...More: http: //booksllc.net/?id=1133666


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Product Details
  • ISBN-13: 9781156834060
  • Publisher: Books LLC
  • Publisher Imprint: Books LLC
  • Height: 152 mm
  • Sub Title: Bleu, Round-Trip Translation, Word Error Rate, F1 Score, Nist
  • Width: 229 mm
  • ISBN-10: 1156834066
  • Publisher Date: 15 Sep 2010
  • Binding: Paperback
  • Spine Width: 2 mm
  • Weight: 68 gr


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