In the next set of experiments, we shed light on the advantage of training discriminative reordering models with expected BLEU on large training sets.
we start off by estimating a reordering model on only 2,000 sentences, similar to the size of the development set used by Cherry (2013), and incrementally increase the amount of training data to nearly three hundred thousand sentences.