Since evaluation metrics cannot be straightforwardly integrated into this training procedure, we reranked the k-best paraphrases obtained from PARANET using a simple classifier which favors sentences which are dissimilar to the source.
we trained a decision tree regression model with iBLEU as the target variable using the same features described in Section 4.4.