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A decoder for syntax-based statistical MT
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Evaluating translational correspondence using annotation projection
ACL '02 Proceedings of the 40th Annual Meeting on Association for Computational Linguistics
Greedy decoding for statistical machine translation in almost linear time
NAACL '03 Proceedings of the 2003 Conference of the North American Chapter of the Association for Computational Linguistics on Human Language Technology - Volume 1
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DMMT '01 Proceedings of the workshop on Data-driven methods in machine translation - Volume 14
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ParaText '05 Proceedings of the ACL Workshop on Building and Using Parallel Texts
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Reordering: a stepping-stone to perfect Thai Sign generation
CI '07 Proceedings of the Third IASTED International Conference on Computational Intelligence
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ACL '09 Proceedings 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 1 - Volume 1
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MOL'11 Proceedings of the 12th biennial conference on The mathematics of language
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IJCNLP'04 Proceedings of the First international joint conference on Natural Language Processing
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The paper defines weighted head transducers, finite-state machines that perform middle-out string transduction. These transducers are strictly more expressive than the special case of standard left-to-right finite-state transducers. Dependency transduction models are then defined as collections of weighted head transducers that are applied hierarchically. A dynamic programming search algorithm is described for finding the optimal transduction of an input string with respect to a dependency transduction model. A method for automatically training a dependency transduction model from a set of input-output example strings is presented. The method first searches for hierarchical alignments of the training examples guided by correlation statistics, and then constructs the transitions of head transducers that are consistent with these alignments. Experimental results are given for applying the training method to translation from English to Spanish and Japanese.