This is a common feature of such corpora of informal, userprovided reviews (Chevalier and Mayzlin, 2006;Hu et al., 2006;Pang and Lee, 2008).
since we do not want to incorporate the linguistically uninteresting fact that people tend to write a lot of ten-star reviews, we assume uniform priors for the rating categories.