We perform 5-fold cross validation on the training data set to tune parameters and to pick the best model.
in the literature, much of the work on coreference resolution is for English text (Soon et al., 2001;Ng and Cardie, 2002b;Yang et al., 2003;McCallum and Wellner, 2005).