Another issue that surrounds the acquisition of the mention-pair model concerns the way training instances are created.
to determine whether a pair of NPs is coreferent or not, the mention-pair model needs to be trained on a data set where each instance represents two NPs and possesses a class value that indicates whether the two NPs are coreferent.