Success has been achieved with data augmentation on a wide range of problems including computer vision (Krizhevsky et al., 2012), speech recognition (Hannun et al., 2014), text classification (Zhang et al., 2015), and question answering (Fader et al., 2013).
its application in the task-oriented dialogue system is less studied.