Although highly beneficial, those models' use may not be sufficient for the case of dialogue as response generation for goal-oriented dialogue from extremely limited data requires specialized tools.
the base optimization objective is as follows: where x usr is user's query, x sys is the system's response, c is the dialogue context, and F e and F d are respectively hierarchical encoder and decoder.