Although this model has robust performance on generation, it doesn't allow us to syntactically control the generated sentences by freely changing the syntactic tree template in z y .
we propose SIVAE-i (Section 2.2), which generates sentences and syntactic trees assuming the priors p(z x ) and p(z y ) are independent.