Previous work used multi-level LSTM encoders (Yang et al., 2016) or hierarchical autoencoders (Li et al., 2015a) to learn hierarchical representations for long text or defined a stochastic latent variable for each sentence at decoding time (Serban et al., 2017).
our model encodes the entire paragraph into one single latent variable.