They are full probabilistic models of the joint set of variables, rather than embedding-based approximations of only low-order joint and conditional probabilities.
any set of our parameters can answer any arbitrary probabilistic question (possibly requiring intractable computation), rather than being fixed to modeling only certain subsets of the joint.