Model I: (the simplest model) The key relaxation here is in losing the notion of an "author" -rather than first choosing a representative for each document, mentions are generated independently and directly given an entity.
an entity e i is selected from E according to the prior probability P (e i ); then its actual mention m i is selected according to P (m i |e i ).