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Translation as weighted deduction

Published: 30 March 2009 Publication History

Abstract

We present a unified view of many translation algorithms that synthesizes work on deductive parsing, semiring parsing, and efficient approximate search algorithms. This gives rise to clean analyses and compact descriptions that can serve as the basis for modular implementations. We illustrate this with several examples, showing how to build search spaces for several disparate phrase-based search strategies, integrate non-local features, and devise novel models. Although the framework is drawn from parsing and applied to translation, it is applicable to many dynamic programming problems arising in natural language processing and other areas.

References

[1]
M. Auli, A. Lopez, P. Koehn, and H. Hoang. 2009. A systematic analysis of translation model search spaces. In Proc. of WMT, Mar.
[2]
P. Blunsom, T. Cohn, and M. Osborne. 2008. A discriminative latent variable model for statistical machine translation. In Proc. of ACL:HLT.
[3]
P. F. Brown, S. A. D. Pietra, V. J. D. Pietra, and R. L. Mercer. 1993. The mathematics of statistical machine translation: Parameter estimation. Computational Linguistics, 19(2):263--311, Jun.
[4]
E. Charniak, K. Knight, and K. Yamada. 2003. Syntax-based language models for statistical machine translation. In Proceedings of MT Summit, Sept.
[5]
D. Chiang. 2007. Hierarchical phrase-based translation. Computational Linguistics, 33(2):201--228.
[6]
K. Church and R. Patil. 1982. Coping with syntactic ambiguity or how to put the block in the box on the table. Computational Linguistics, 8(3--4):139--149, Jul.
[7]
S. B. Cohen, R. J. Simmons, and N. A. Smith. 2008. Dynamic programming algorithms as products of weighted logic programs. In Proc. of ICLP.
[8]
T. H. Cormen, C. D. Leiserson, R. L. Rivest, and C. Stein. 2001. Introduction to Algorithms. MIT Press, 2nd edition.
[9]
M. R. Costa-jussá and J. A. R. Fonollosa. 2006. Statistical machine reordering. In Proc. of EMNLP, pages 70--76, Jul.
[10]
C. J. Dyer, S. Muresan, and P. Resnik. 2008. Generalizing word lattice translation. In Proc. of ACL:HLT, pages 1012--1020.
[11]
J. Earley. 1970. An efficient context-free parsing algorithm. Communications of the ACM, 13(2):94--102, Feb.
[12]
J. Eisner and J. Blatz. 2006. Program transformations for optimization of parsing algorithms and other weighted logic programs. In Proc. of Formal Grammar, pages 45--85.
[13]
J. Eisner, E. Goldlust, and N. A. Smith. 2005. Compiling comp ling: Weighted dynamic programming and the Dyna language. In Proc. of HLT-EMNLP, pages 281--290.
[14]
J. Eisner. 2002. Parameter estimation for probabilistic finite-state transducers. In Proc. of ACL, pages 1--8, Jul.
[15]
G. Gallo, G. Longo, and S. Pallottino. 1993. Directed hypergraphs and applications. Discrete Applied Mathematics, 42(2), Apr.
[16]
K. Gimpel and N. A. Smith. 2009. Approximation semirings: Dynamic programming with non-local features. In Proc. of EACL, Mar.
[17]
J. Goodman. 1999. Semiring parsing. Computational Linguistics, 25(4):573--605, Dec.
[18]
L. Huang and D. Chiang. 2007. Forest rescoring: Faster decoding with integrated language models. In Proc. of ACL, pages 144--151, Jun.
[19]
M. Kay. 1986. Algorithm schemata and data structures in syntactic processing. In B. J. Grosz, K. S. Jones, and B. L. Webber, editors, Readings in Natural Language Processing, pages 35--70. Morgan Kaufmann.
[20]
D. Klein and C. Manning. 2001. Parsing and hypergraphs. In Proc. of IWPT.
[21]
P. Koehn, H. Hoang, A. Birch, C. Callison-Burch, M. Federico, N. Bertoldi, B. Cowan, W. Shen, C. Moran, R. Zens, C. Dyer, O. Bojar, A. Constantin, and E. Herbst. 2007. Moses: Open source toolkit for statistical machine translation. In Proc. of ACL Demo and Poster Sessions, pages 177--180, Jun.
[22]
S. Kumar and W. Byrne. 2005. Local phrase reordering models for statistical machine translation. In Proc. of HLT-EMNLP, pages 161--168.
[23]
P. Liang, A. Bouchard-Côté, B. Taskar, and D. Klein. 2006. An end-to-end discriminative approach to machine translation. In Proc. of ACL-COLLING, pages 761--768, Jul.
[24]
A. Lopez. 2008. Statistical machine translation. ACM Computing Surveys, 40(3), Aug.
[25]
J. B. Mariño, R. E. Banchs, J. M. Crego, A. de Gispert, P. Lambert, J. A. R. Fonollosa, and M. R. Costajussà. 2006. N-gram based statistical machine translation. Computational Linguistics, 32(4):527--549, Dec.
[26]
D. McAllester. 1999. On the complexity analysis of static analyses. In Proc. of Static Analysis Symposium, volume 1694/1999 of LNCS. Springer Verlag.
[27]
I. D. Melamed. 2004. Statistical machine translation by parsing. In Proc. of ACL, pages 654--661, Jul.
[28]
R. C. Moore and C. Quirk, 2007. Faster beam-search decoding for phrasal statistical machine translation. In Proc. of MT Summit.
[29]
M.-J. Nederhof. 2003. Weighted deductive parsing and Knuth's algorithm. Computational Linguistics, 29(1):135--143, Mar.
[30]
F. J. Och, D. Gildea, S. Khudanpur, A. Sarkar, K. Yamada, A. Fraser, S. Kumar, L. Shen, D. Smith, K. Eng, V. Jain, Z. Jin, and D. Radev. 2004. A smorgasbord of features for statistical machine translation. In Proc. of HLT-NAACL, pages 161--168, May.
[31]
F. C. N. Pereira and D. H. D. Warren. 1983. Parsing as deduction. In Proc. of ACL, pages 137--144.
[32]
S. M. Shieber, Y. Schabes, and F. C. N. Pereira. 1995. Principles and implementation of deductive parsing. Journal of Logic Programming, 24(1--2):3--36, Jul.
[33]
C. Tillman and H. Ney. 2003. Word reordering and a dynamic programming beam search algorithm for statistical machine translation. Computational Linguistics, 29(1):98--133, Mar.
[34]
A. Venugopal, A. Zollmann, and S. Vogel. 2007. An efficient two-pass approach to synchronous-CFG driven statistical MT. In Proc. of HLT-NAACL.
[35]
D. Wu. 1996. A polynomial-time algorithm for statistical machine translation. In Proc. of ACL, pages 152--158, Jun.
[36]
R. Zens and H. Ney. 2004. Improvements in phrase-based statistical machine translation. In Proc. of HLT-NAACL, pages 257--264, May.

Cited By

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  • (2013)On the modelling of ranking algorithms in probabilistic datalogProceedings of the 7th International Workshop on Ranking in Databases10.1145/2524828.2524832(1-6)Online publication date: 30-Aug-2013
  • (2011)A descriptive approach to classificationProceedings of the Third international conference on Advances in information retrieval theory10.5555/2040317.2040354(297-308)Online publication date: 12-Sep-2011
  • (2011)Machine translation system combination by confusion forestProceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 110.5555/2002472.2002629(1249-1257)Online publication date: 19-Jun-2011
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Information & Contributors

Information

Published In

cover image DL Hosted proceedings
EACL '09: Proceedings of the 12th Conference of the European Chapter of the Association for Computational Linguistics
March 2009
905 pages

Publisher

Association for Computational Linguistics

United States

Publication History

Published: 30 March 2009

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  • Research-article

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EACL '09 Paper Acceptance Rate 100 of 360 submissions, 28%;
Overall Acceptance Rate 100 of 360 submissions, 28%

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Cited By

View all
  • (2013)On the modelling of ranking algorithms in probabilistic datalogProceedings of the 7th International Workshop on Ranking in Databases10.1145/2524828.2524832(1-6)Online publication date: 30-Aug-2013
  • (2011)A descriptive approach to classificationProceedings of the Third international conference on Advances in information retrieval theory10.5555/2040317.2040354(297-308)Online publication date: 12-Sep-2011
  • (2011)Machine translation system combination by confusion forestProceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 110.5555/2002472.2002629(1249-1257)Online publication date: 19-Jun-2011
  • (2010)Assessing phrase-based translation models with oracle decodingProceedings of the 2010 Conference on Empirical Methods in Natural Language Processing10.5555/1870658.1870749(933-943)Online publication date: 9-Oct-2010
  • (2010)cdecProceedings of the ACL 2010 System Demonstrations10.5555/1858933.1858935(7-12)Online publication date: 13-Jul-2010
  • (2009)Accuracy-based scoring for DOTProceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 1 - Volume 110.5555/1699510.1699559(371-380)Online publication date: 6-Aug-2009
  • (2009)Feature-rich translation by quasi-synchronous lattice parsingProceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 1 - Volume 110.5555/1699510.1699539(219-228)Online publication date: 6-Aug-2009
  • (2009)First- and second-order expectation semirings with applications to minimum-risk training on translation forestsProceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 1 - Volume 110.5555/1699510.1699517(40-51)Online publication date: 6-Aug-2009
  • (2009)A systematic analysis of translation model search spacesProceedings of the Fourth Workshop on Statistical Machine Translation10.5555/1626431.1626475(224-232)Online publication date: 30-Mar-2009

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