We present a method for dynamically generating Bayesian networks from knowledge bases consisting of rst-order probability logic sentences. We present a subset of probability logic su cient for representing the class of Bayesian networks with discrete-valued nodes. We impose constraints on the form of the sentences that guarantee that the knowledge baseâ€¦Â (More)