Case-Based Translation: First Steps from a Knowledge-Light Approach Based on Analogy to a Knowledge-Intensive One

Yves Lepage, Jean Lieber

研究成果: Conference contribution

1 引用 (Scopus)

抜粋

This paper deals with case-based machine translation. It is based on a previous work using a proportional analogy on strings, i.e., a quaternary relation expressing that “String A is to string B as string C is to string D”. The first contribution of this paper is the rewording of this work in terms of case-based reasoning: a case is a problem-solution pair (A,A') where A is a sentence in an origin language and A', its translation in the destination language. First, three cases (A,A') (B,B') (C,C') such that “A is to B as C is to the target problem D” are retrieved. Then, the analogical equation in the destination language “ A' is to B' as C' is to x” is solved and D'=x is a suggested translation of D. Although it does not involve any linguistic knowledge, this approach was effective and gave competitive results at the time it was proposed. The second contribution of this work aims at examining how this prior knowledge-light case-based machine translation approach could be improved by using additional pieces of knowledge associated with cases, domain knowledge, retrieval knowledge, and adaptation knowledge, and other principles or techniques from case-based reasoning and natural language processing.

元の言語English
ホスト出版物のタイトルCase-Based Reasoning Research and Development - 26th International Conference, ICCBR 2018, Proceedings
編集者Michael T. Cox, Peter Funk, Shahina Begum
出版者Springer Verlag
ページ563-579
ページ数17
ISBN(印刷物)9783030010805
DOI
出版物ステータスPublished - 2018
イベント26th International Conference on Case-Based Reasoning, ICCBR 2018 - Stockholm, Sweden
継続期間: 2018 7 92018 7 12

出版物シリーズ

名前Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
11156 LNAI
ISSN(印刷物)0302-9743
ISSN(電子版)1611-3349

Other

Other26th International Conference on Case-Based Reasoning, ICCBR 2018
Sweden
Stockholm
期間18/7/918/7/12

ASJC Scopus subject areas

  • Theoretical Computer Science
  • Computer Science(all)

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  • これを引用

    Lepage, Y., & Lieber, J. (2018). Case-Based Translation: First Steps from a Knowledge-Light Approach Based on Analogy to a Knowledge-Intensive One. : M. T. Cox, P. Funk, & S. Begum (版), Case-Based Reasoning Research and Development - 26th International Conference, ICCBR 2018, Proceedings (pp. 563-579). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); 巻数 11156 LNAI). Springer Verlag. https://doi.org/10.1007/978-3-030-01081-2_37