Results for data outside the training set provide an indication of the transferability of the new parameters and hence of the accuracy that may be expected in actual use. Here, we examine the ability of the new parameters to replicate QM-optimized gas-phase geometries for molecules outside training set, energy differences between gas-phase conformers, physical properties of liquids, and relative protein-ligand binding free energies.