To achieve global optimization, we construct a parametric anaphoricity model with which we optimize the parameter 1 for coreference accuracy on heldout development data.
we tighten the connection between anaphoricity determination and coreference resolution by using the parameter to generate a set of anaphoricity models from which we select the one that yields the best coreference performance on held-out data.