seq2seq architectures are not suited to deal with the ambiguous nature of dialogs since they are inherently deterministic, meaning that once trained they cannot output different sequences to the same input.
they tend to produce boring and generic responses (Li et al., 2016a;Shao et al., 2017;Zhang et al., 2018a;.