Early user simulation techniques are based on Ngrams (Eckert et al., 1997;Levin and Pieraccini, 2000;Georgila et al., 2005;Georgila et al., 2006), ensuring that simulator responses to a machine utterance are sensible locally.
they do not enforce user consistency throughout the dialog.