Examining the topic distributions in Figure 3 reveals that Directives and Commissive classes are more relevant to the topics such as food, shopping, and credit card.
our model is partially inspired by the observation that conversational utterances are normally associated with both a DA and a topic, where the former captures the social act and the latter describes the subject matter.