It can be observed that our models exhibit generally better performance, showing the effectiveness of our framework in inducing interpretable discourse roles.
we observe the best results achieved by our joint model TOPIC+DISC, which is learned to distinguish topicand discourse-words, important in recognizing indicative words to reflect latent discourse.