hundreds of thousands of data examples can be easily generated for training and initial policy evaluation purposes, and different reinforcement learning models can be compared without incurring notable extra costs.
recent advances in SDS have shown that statistical approaches to dialogue management can result in marginal improvement in both the naturalness and the task success rate for domainspecific dialogues (Lemon and Pietquin, 2012;Young et al., 2013).