(1) by adopting two separate latent variables z sem and z syn to capture semantic and syntactic information, respectively.
we assume that the probability of a sentence x in DSS-VAE could be computed as: where p(z sem ) and p(z syn ) are the priors; both are set to be independent multivariate Gaussian N (0, I).