And it is hard to generate naturally sounding utterances in a generalizable and scalable manner.
different semantically controlled neural language generation models have been developed (Wen et al., 2015(Wen et al., , 2016aDusek and Jurcícek, 2016) to replace the traditional systems, where an explicit semantic representation (dialog act) are used to influence the RNN generation.