Assuming the actual relational structure is sparse, we probably face an imbalanced classification problem, in which we want to identify primarily the minority class.
to predict likely frame relations between frame pairs that are not already listed in the FrameNet), with a fixed a priori confidence threshold in order to focus first on precision of the candidate pairs 1 .