Several user simulation models have been proposed for use in reinforcement learning of dialogue policies (Georgila et al., 2005;Schatzmann et al., 2006;Schatzmann et al., 2007;Ai and Litman, 2007).
they are suited only for learning dialogue management policies, and not natural language generation policies.