World Model

AbstractAs a promising paradigm, interactive semantic parsing has shown to improve both semantic parsing accuracy and user confidence in the results. In this paper, we propose a new, unified formulation …...

Applying reinforcement learning to dialogue policy learning requires prohibitively large rounds of human-machine interactions. To improve the learning performance, the Deep Dyna-Q framework with a world model that imitates real …...

AbstractSmart Reply (SR) systems present a user with a set of replies, of which one can be selected in place of having to type out a response. To perform well …...