Green dashed arrow refer to policy gradient optimization process with reward r. To explicitly promote the semantic coherence between questions and answers, we propose a RL-CVAE model, as shown in Figure 2.
rL-CVAE is initialized by the pretrained CVAE model that acts as an agent in reinforcement learning.