The predicted score p u,c thereby reflects the tendency for a user u to be involved in conversation c. As pointed out by McAuley and Leskovec (2013), these latent vectors often encode hidden factors that are hard to interpret under a CF framework.
in Section 3.2, we present a novel probabilistic model which can extract interpretable topics and discourse modes as word distributions.