VAE (Kingma and Welling, 2013) is one of the most successful models (Serban et al., 2017;Shen et al., 2017;Cao and Clark, 2017).
vAE-based models only use a single latent variable to encode the whole response sequence, thus suffering from the model collapse problem (Bowman et al., 2016).