Note that they improved their accuracy by combining the unsupervised output with discourse features in a supervised classifier -while we do not attempt a similar comparison here, we expect a similar technique would yield similar segmentation improvements.
we take a generative approach, modelling the text as being generated by a sequence of mixtures of underlying topics.