... removed for TMtraining. For both tasks, we perform weight tuning and testing on specified development and test sets.We compare the accuracy of our proposed methodof joint phrase alignment and extraction ... 5-gram model. For GIZA ++, we use the standard training reg-imen up to Model 4, and combine alignmentswith grow-diag-final -and. For the proposedmodels, we train for 100 iterations, and use the ... 48.7kTable 1: The number of words in each corpus for TM and LM training, tuning, and testing.7.1 Experimental SetupThe data for French, German, and Spanish are fromthe 2010 Workshop on Statistical...