... all models, and for the LMwe use an interpolated Kneser-Ney 5-gram model. For GIZA ++, we use the standard training reg-imen up to Model 4, and combine alignmentswith grow-diag-final-and. For ... noted that forcing align-ments smaller than the model suggests is only used for generating alignments for use in heuristic extrac-tion, and does not affect the training process.5.2 Model- Based ... proposedmodels, we train for 100 iterations, and use the finalsample acquired at the end of the training process for our experiments using a single sample6. In addition,6 For most models,...