sentence1: serban et al . ( 2017 ) further exploit an utterance latent variable in the hierarchical rnns by incorporating the variational autoencoder ( vae ) framework .
sentence2: the vhred model ( serban et al. , 2017 ) integrates the vae with the hred to model twitter and ubuntu irc conversations by introducing an utterance latent variable .