I enjoyed reading this. Good survey.

Two suggestions. (1) Can you update this? (2) The section on "Deep Reinforcement Learning for Dialogue Generation" by Li et al. refers to client vs. customer, though client is a kind of customer. So, you may mean to say customer vs. service-provider.