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https://dx.doi.org/10.5445/ir/...
Article . 2007
License: https://creativecommons.org/licenses/by-nc-sa/3.0/deed.de
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https://doi.org/10.3115/161410...
Article . 2007 . Peer-reviewed
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https://core.ac.uk/display/101...
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Translation model pruning via usage statistics for statistical machine translation

descriptionPublicationkeyboard_double_arrow_right Article 01 Jan 2007 Germany Publisher:Association for Computational Linguistics (ACL)Journal:Human Language Technologies 2007: The Conference of the North American Chapter of the Association for Computational Linguistics; Companion Volume, Short Papers on XX - NAACL '07
Authors: Eck, M.; Vogel, S.; Waibel, A.;

doi: 10.3115/1614108.1614114 , 10.5445/ir/1000009556

Translation model pruning via usage statistics for statistical machine translation

Abstract

We describe a new pruning approach to remove phrase pairs from translation models of statistical machine translation systems. The approach applies the original translation system to a large amount of text and calculates usage statistics for the phrase pairs. Using these statistics the relevance of each phrase pair can be estimated. The approach is tested against a strong baseline based on previous work and shows significant improvements.

Country
Germany
Related Organizations
Keywords

ddc:004, DATA processing & computer science, info:eu-repo/classification/ddc/004, 004

  • BIP!
    Impact byBIP!
    citations
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    		 9
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    		 Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    		 Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    		 Average
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citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
9
Average
Average
Average
bronze