Experiments on the WMT metric task shows that the metric based on the combined representations achieves the best performance, outperforming the state-of-the-art translation metrics by a large margin.
training the distributed representations only needs a reasonable amount of monolingual, unlabeled data that is not necessary drawn from the test domain.