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Machine translation as lexicalized parsing with hooks

Published: 09 October 2005 Publication History

Abstract

We adapt the "hook" trick for speeding up bilexical parsing to the decoding problem for machine translation models that are based on combining a synchronous context free grammar as the translation model with an n-gram language model. This dynamic programming technique yields lower complexity algorithms than have previously been described for an important class of translation models.

References

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Aho, Albert V. and Jeffery D. Ullman. 1972. The Theory of Parsing, Translation, and Compiling, volume 1. Englewood Cliffs, NJ: Prentice-Hall.
[2]
Charniak, Eugene. 1997. Statistical parsing with a context-free grammar and word statistics. In Proceedings of the Fourteenth National Conference on Artificial Intelligence (AAAI-97), pages 598--603, Menlo Park, August. AAAI Press.
[3]
Collins, Michael. 1997. Three generative, lexicalised models for statistical parsing. In Proceedings of the 35th Annual Conference of the Association for Computational Linguistics (ACL-97), pages 16--23, Madrid, Spain.
[4]
Eisner, Jason and Giorgio Satta. 1999. Efficient parsing for bilexical context-free grammars and head automaton grammars. In 37th Annual Meeting of the Association for Computational Linguistics.
[5]
Melamed, I. Dan. 2003. Multitext grammars and synchronous parsers. In Proceedings of the 2003 Meeting of the North American chapter of the Association for Computational Linguistics (NAACL-03), Edmonton.
[6]
Wu, Dekai. 1996. A polynomial-time algorithm for statistical machine translation. In 34th Annual Meeting of the Association for Computational Linguistics.
[7]
Wu, Dekai. 1997. Stochastic inversion transduction grammars and bilingual parsing of parallel corpora. Computational Linguistics, 23(3):377--403.

Cited By

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  • (2011)Hierarchical phrase-based translation representationsProceedings of the Conference on Empirical Methods in Natural Language Processing10.5555/2145432.2145577(1373-1383)Online publication date: 27-Jul-2011
  • (2010)Accurate non-hierarchical phrase-based translationHuman Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics10.5555/1857999.1858138(966-974)Online publication date: 2-Jun-2010
  • (2009)Empirical lower bounds on translation unit error rate for the full class of inversion transduction grammarsProceedings of the 11th International Conference on Parsing Technologies10.5555/1697236.1697243(33-36)Online publication date: 7-Oct-2009
  • Show More Cited By

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Published In

cover image DL Hosted proceedings
Parsing '05: Proceedings of the Ninth International Workshop on Parsing Technology
October 2005
214 pages

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Association for Computational Linguistics

United States

Publication History

Published: 09 October 2005

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Cited By

View all
  • (2011)Hierarchical phrase-based translation representationsProceedings of the Conference on Empirical Methods in Natural Language Processing10.5555/2145432.2145577(1373-1383)Online publication date: 27-Jul-2011
  • (2010)Accurate non-hierarchical phrase-based translationHuman Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics10.5555/1857999.1858138(966-974)Online publication date: 2-Jun-2010
  • (2009)Empirical lower bounds on translation unit error rate for the full class of inversion transduction grammarsProceedings of the 11th International Conference on Parsing Technologies10.5555/1697236.1697243(33-36)Online publication date: 7-Oct-2009
  • (2009)Quadratic-time dependency parsing for machine translationProceedings of the Joint Conference of the 47th Annual Meeting of the ACL and the 4th International Joint Conference on Natural Language Processing of the AFNLP: Volume 2 - Volume 210.5555/1690219.1690255(773-781)Online publication date: 2-Aug-2009
  • (2007)Binarization, synchronous binarization, and target-side binarizationProceedings of the NAACL-HLT 2007/AMTA Workshop on Syntax and Structure in Statistical Translation10.5555/1626281.1626286(33-40)Online publication date: 26-Apr-2007
  • (2006)Efficient search for Inversion Transduction GrammarProceedings of the 2006 Conference on Empirical Methods in Natural Language Processing10.5555/1610075.1610109(224-231)Online publication date: 22-Jul-2006
  • (2006)Efficient algorithms for richer formalismsProceedings of the 2006 Conference of the North American Chapter of the Association for Computational Linguistics on Human Language Technology: companion volume: doctoral consortium10.3115/1225797.1225801(223-226)Online publication date: 4-Jun-2006
  • (2006)Left-to-right target generation for hierarchical phrase-based translationProceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics10.3115/1220175.1220273(777-784)Online publication date: 17-Jul-2006

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