However, the sampled information from latent space usually becomes useless due to the KL divergence vanishing issue, and the highly abstractive global variables easily dilute the personal features of replier, leading to a non replier-specific response.
our second dataset is Ubuntu Dialogue Corpus 3 (Lowe et al., 2015).