Score Sampling


Ashish Venugopal, Andreas Zollmann and Alex Waibel. 2005. Training and Evaluating Error Minimization Decision Rules for Statistical Machine Translation. In Proceedings of the 43rd annual meeting of the Association for Computational Linguistics, Workshop on Building and Using Parallel Corpora, Ann Harbor.

Matlab source code for the score sampling algorithm: scoresampling.zip.

You'll need to adjust the code for your own translation software. We start the Matlab script as follows:

matlab -nodisplay -nojvm -r "maptraining=0,pharaoh=2,reordering=true,feats_file='featsfull.opt',cands_file='candsfull.opt',mbrtrain"

There's also a readme file.
Also of potential interest: Ashish Venugopal's MER training page.

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