As this work builds on top of the bAbI dialog dataset proposed by<cite> Bordes et al. (2017)</cite> , crucial aspects of goal-oriented conversation have been split into various synthetically generated tasks to evaluate the strengths and weaknesses of models in a systematic way before applying them on real data.