The most simple approach to modeling text pairs using the VAE framework is to consider two text sequences separately (Zhao et al., 2018;Shen et al., 2018a).
a generator is trained to reconstruct a single input sequence rather than integrating both sequences, and the two latent representations encoded from a variational posterior are given to a classifier network.