It has been reported that the fast align approach is more than 10 times faster than baseline GIZA++, with comparable results in end-to-end French-, Chinese-, and Arabic-to-English translation experiments.
aligning words in a parallel corpus is a basic task for almost all state-of-the-art statistical machine translation (SMT) systems.