Since a subset of the mentions can be sufficiently informative for the model, we expect our stochastic MCMC approach to work well.
1 the fraction may be higher than > 5%  We use synthetic data for such a model to evaluate the quality of marginals returned by the Gibbs sampling form of MCMC.