To assess the improvement of the refitted force fields relative to OpenFF 1.0.0, we calculate the mean shift in absolute error for each of the physical property types in the benchmark set. This metric describes the average improvement (or regression) in a refitted force field's ability to reproduce test set physical properties compared to a reference force field, and is described in Equation 4 for a generic observable .