Secondly, we introduce a new form of planning for dialogue called dialogue rollouts, in which an Figure 1: A dialogue in our Mechanical Turk interface, which we used to collect a negotiation dataset.
across multiple rounds, learning to walk away without a deal may incentivize partners to cooperate more in future.