The application of Generative Adversarial Network (GAN) (Goodfellow et al., 2014; in this scenario regards every generated question-answer pair as a negative instance.
generative Domain-Adaptive Nets (gDAN)  regards every generated question-answer pair appended with special domain tag as a positive instance.