Pronoun Resolution with Markov Logic Networks

摘要

Pronoun resolution refers to the problem of determining the coreference linkages between the antecedents and the pronouns.We propose to employ a combined model of statistical learning and first-order logic,the Markov logic network (MLN).Our proposed model can more effectively characterize the pronoun coreference resolution process that requires conducting inference upon a variety of conditions.The influence of different types of constraints are also investigated.