However, these earlier studies focused on the ngram translation models, where the translation probability of a phrase or a sentence is decomposed as a product of n-gram probabilities as in a standard n-gram language model.
second, we present a new learning method to train the weights in the multilayer neural network for the end-to-end BLEU metric directly.