In this paper, G is trained with a specific 1-pair loss defined on sentence alignment score, instead of Jensen-Shannon divergence  between two data distributions, which could avoid the vanishing gradient problem in GANs.
the high accuracy of the proposed discriminator would not make negative impact on G. In this section, we will study characteristics of the proposed approach and report some detailed ex-  perimental results.