Prior work on training generative Visual Dialog models with reinforcement learning (Das et al., 2017b) has explored a Q-BOT-A-BOT image-guessing game and shown that this 'self-talk' approach can lead to improved performance at the downstream dialogconditioned image-guessing task.
this improvement saturates and starts degrading after a few rounds of interaction, and does not lead to a better Visual Dialog model.