Existing works introduce dialog acts to label a cluster of responses and a latent variable is learned to select a dialog act for response generation (Zhao et al., 2017;Serban et al., 2017a).
it is not effective to capture the output diversity since the natural correlation between the expression patterns and dialog acts is not learnt.