First, DeNero and Uszkoreit (2011) learn a reordering model through a three-step process of bilingual grammar induction, training a monolingual parser to reproduce the induced trees, and training a reordering model that selects a reordering based on this parse structure.
our method trains the model in a single step, treating the parse structure as a latent variable in a discriminative reordering model.