The purity, homogeneity, and variation of information (VI) scores for the latent discourse roles measured against the human-annotated dialogue acts. For purity and homogeneity, higher scores indicate better performance, while for VI scores, lower is better. In each column, the best results are in boldface. Our joint model Topic+Disc significantly outperforms all the baselines ( p < 0.01, paired t-test).