Given the same or similar dialog context, there may exist many valid expressions for the responses with the same dialog act a, each corresponding to a certain configuration of z.
this is because that taking average metrics may cause that the safety responses get higher scores than meaningful and diverse responses if most of these valid responses are not related to the ground-truth.