Before revision: Existing computational methods to predict protein--protein interaction affinity often perform poorly in important test cases.
After revision: In many biological applications, we would like to be able to computationally predict mutational effects on affinity in protein-protein interactions. However, many commonly used methods to predict these effects perform poorly in important test cases.