Note that Turns-aware Aggregation and Attentive Turns Aggregation can be seen as two stages of interaction across the utterances (we call all these two process as "Context Fusion" henceforth).
the former is simply a combination after the Utterance Representation for richer turns-aware information while the latter is to aggregate matching states of previous turns after attention learning against each utterance itself and the response.