Since the context c can be any dialog history, if the meaning of each class changes given a different context, then it is difficult to extract an intuitive interpretation by only looking at all responses with class k ∈ [1, K].
the second property looks for latent actions that have context-independent semantics so that each assignment of z conveys the same meaning in all dialog contexts.