However, the conventional approach of designing a dialog manager (Williams and Young, 2007) does not scale well to open-domain conversation models because of the vast quantity of possible decisions.
there has been a growing interest in applying encoder-decoder models  for modeling open-domain conversation (Vinyals and Le, 2015;Serban et al., 2016a).