<cite>(Das et al. 2017b</cite> ) pre-trained questioner and answerer agents on this VisDial dataset via supervised learning and fine-tuned them via self-talk (reinforcement learning), observing that RL-fine-tuned QBOT-ABOT are better at image-guessing after interacting with each other.