To formalise this idea into a generative model, we assume that the Giver act g depends only on the Follower act f .
we further assume that the semantic unit u depends on the set of waypoints w which it describes, and on the Giver's choice of dialog act g. u and f are conditionally independent given g. This provides a simple way of incorporating the different sources of information into a complete generative model 3 .