I've read the NAACL 2013 paper on Dyer Fast Align 
(http://www.ark.cs.cmu.edu/cdyer/fast_valign.pdf) and it seems pretty 
straight forward.

There's a comment on statme.org 
(http://www.statmt.org/moses/?n=FactoredTraining.EMS#ntoc13), it's 
faster and maybe better, "especially for language pairs without much 
large-scale reordering."

Other than the risk associated with the reordering, has anyone uncovered 
any other potential draw-backs of using Fast Align? For example, 
although BerkeleyAligner is nice, its multi-threading is buggy and tends 
to randomly fault when using a large thread pool.
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