As we mentioned in the introduction, acquiring labeled training data for discourse relations is a timeconsuming process since it would require human annotators to inspect the full discussions.
we further propose a variation of our model where it treats the discourse relations as latent variables, so that p(c|x, w) = d p(c, d|x, w).