Wu et al. (2016) proposed a hierarchical encoderdecoder framework to model all the context utterances which can better grasp the overall information of the dialogues.
these models are difficult to generalize, and their results are unsatisfied since responses maybe vary a lot for the same question towards different occasions and speakers.