Owing to the presence of hidden data, we estimate the model parameters using the EM algorithm.
we use EM to iteratively estimate the model parameters from data in which each overt pronoun is labeled with the probability it corefers with each of its candidate antecedents and apply the resulting model to re-label each overt pronoun with the probability it corefers with each of its candidate antecedents.