Current task-oriented dialogue systems (Young et al., 2013;Wen et al., 2017;Dhingra et al., 2017) require a pre-defined dialogue state (e.g., slots such as food type and price range for a restaurant searching task) and a fixed set of dialogue acts (e.g., request, inform).
human conversation often requires richer dialogue states and more nuanced, pragmatic dialogue acts.