Overall, benchmarking of quantum chemical geometries and energetics shows Sage substantially improves results relative to our earlier force fields, with particularly substantial improvements by geometric measures (Figure ), as we further discuss below. Here, we provide details of our benchmark dataset, then overall performance relative to quantum chemical data, and finally identify areas where the force field needs further improvement so these can be addressed in subsequent studies.