Determining the similarity function φ without access to labeled training data poses a major difficulty which we resolve by relying on prior linguistic knowledge.
we measure the similarity of argument instances based on three simple and intuitive criteria: (1) whether the instances are lexically similar; (2) whether the instances occur in the same syntactic position; and (3) whether the instances occur in the same frame (i.e., are arguments in the same clause).