... would improve the performance of these methods.Recent studies focused on the discovery of la-tent topics of document sets in extracting sum-maries. In these models, the challenges of infer-ring ... the hLDA models. The aim is to ob-tain the following samples from the posterior of: (i) the latent tree T , (ii) the level assignment z for all words, (iii) the path assignments c for all sen-tences ... paths only when they include similarconcepts, starting higher level topics of the tree. For SVR, we set = 0.1 using the default choice,which is the inverse of the average of φ(f)Tφ(f)(Joachims,...