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Recall-Oriented Evaluation Metrics for Consistent Translation of Japanese Legal Sentences

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New Frontiers in Artificial Intelligence (JSAI-isAI 2011)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 7258))

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Abstract

We propose new evaluation metrics for statutory sentences translated from Japanese to English. Since translation variety is unacceptable and consistency is crucial in legal translation, a new metric called CIEL has been proposed that evaluates translation consistency. That metric is based on precision with a recall strategy. However, since we believe that recall-oriented metrics are more suitable for consistent evaluation, we propose recall-oriented metrics to evaluate the consistency of legal translations and illustrate their performances by comparing them with other metrics.

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References

  1. Banerjee, S., Lavie, A.: Meteor: An automatic metric for mt evaluation with improved correlation with human judgements. In: Proceedings of the ACL Workshop on Intrinsic and Extrinsic Evaluation Measures for Machine Translation and/or Summarization, pp. 65–72 (2005)

    Google Scholar 

  2. Cohen, J.: Statistical Power Analysis for the Behavioral Sciences, 2nd edn. Lawrence Erlbaum (1988)

    Google Scholar 

  3. Cormen, T.H., Leiserson, C.E., Rivest, R.L., Stein, C.: Introduction to Algorithms, 2nd edn. MIT Press (2001)

    Google Scholar 

  4. Doddington, G.: Automatic evaluation of machine translation quality using n-gram co-occurrence statistics. In: Proceedings of the Second International Conference on Human Language Technology Research, pp. 138–145 (2002)

    Google Scholar 

  5. Giménez, J., Amigó, E.: IQ MT : A Framework for Automatic Machine Translation Evaluation. In: Proceedings of the 5th International Conference on Language Resources and Evaluation, pp. 685–690 (2006)

    Google Scholar 

  6. Hashimoto, S.: Kokugo-hou Kenkyuu. Iwanami Shoten (1948) (in Japanese)

    Google Scholar 

  7. Jain, A.K., Murty, M.N., Flynn, P.J.: Data clustering: a review. ACM Computing Surveys 31(3), 264–323 (1999)

    Article  Google Scholar 

  8. Kudo, T., Matsumoto, Y.: Japanese Dependency Analysis using Cascaded Chunking. In: Proceedings of the International Conference on Computational Linguistics, pp. 1–7 (2002)

    Google Scholar 

  9. Leusch, G., Ueffing, N., Ney, H.: A novel string-to-string distance measure with applications to machine translation evaluation. In: Proceedings MT Summit IX, pp. 240–247 (2003)

    Google Scholar 

  10. Lin, C.: ROUGE: a package for automatic evaluation of summaries. In: Proceedings of Text Summarization Branches Out, Workshop at the ACL 2004, pp. 74–81 (2004)

    Google Scholar 

  11. Lin, C., Och, F.J.: Automatic evaluation of machine translation quality using longest common subsequence and skip-bigram statistics. In: Proceedings of the 42nd Annual Meeting on Association for Computational Linguistics, Main Volume, pp. 605–612 (2004)

    Google Scholar 

  12. Lin, C., Och, F.J.: ORANGE: a Method for Evaluating Automatic Evaluation Metrics for Machine Translation. In: Proceedings of the 20th International Conference on Computational Linguistics, pp. 501–507 (2004)

    Google Scholar 

  13. Nakane, F.: EHS Law Bulletin Series: Japan, vol. VIII. Eibun-Horei-Sha, Inc. (2002)

    Google Scholar 

  14. Ogawa, Y., Imai, K., Toyama, K.: Evaluation Metrics for Consistent Translation of Japanese Legal Sentences. In: Francesconi, E., Montemagni, S., Peters, W., Tiscornia, D. (eds.) Semantic Processing of Legal Texts. LNCS, vol. 6036, pp. 235–248. Springer, Heidelberg (2010)

    Chapter  Google Scholar 

  15. Papineni, K., Roukos, S., Ward, T., Zhu, W.: Bleu: a method for automatic evaluation of machine translation. In: Proceedings of the 40th Annual Meeting on Association for Computational Linguistics, pp. 311–318 (2002)

    Google Scholar 

  16. Study Council for Promoting Translation of Japanese Laws and Regulations into Foreign Languages: Final report (2006), http://www.cas.go.jp/jp/seisaku/hourei/report.pdf

  17. Toyama, K., Ogawa, Y., Imai, K., Matsuura, Y.: Application of word alignment for supporting translation of Japanese statutes into English. In: van Engers, T.M. (ed.) Legal Knowledge and Information Systems JURIX 2006: The Nineteenth Annual Conference, pp. 141–150 (2006)

    Google Scholar 

  18. Toyama, K., Saito, D., Sekine, Y., Ogawa, Y., Kakuta, T., Kimura, T., K., Matsuura, Y.: Design and Development of Japanese Translation Database System. Law via the Internet 2011, 12 pages (2011)

    Google Scholar 

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Ogawa, Y., Mori, M., Toyama, K. (2012). Recall-Oriented Evaluation Metrics for Consistent Translation of Japanese Legal Sentences. In: Okumura, M., Bekki, D., Satoh, K. (eds) New Frontiers in Artificial Intelligence. JSAI-isAI 2011. Lecture Notes in Computer Science(), vol 7258. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-32090-3_13

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  • DOI: https://doi.org/10.1007/978-3-642-32090-3_13

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-32089-7

  • Online ISBN: 978-3-642-32090-3

  • eBook Packages: Computer ScienceComputer Science (R0)

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