efmaral and eflomal are efficient Markov chain word aligners using Gibbs 
sampling that can be used to replace GIZA++/fast_align in the typical Moses 
training pipelines:

https://github.com/robertostling/efmaral
https://github.com/robertostling/eflomal

Would anyone be interested in adding support in the Moses pipelines and 
experiment.perl?
Input and output formats are compatible with fast_align and Moses formats.

The tools could also be mentioned at statmt.org/moses

All the best,
Jörg

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Jörg Tiedemann
Department of Modern Languages
University of Helsinki
http://blogs.helsinki.fi/language-technology/
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