We parameterize both Class 1 and Class 2 IPs using our workflow, on DFT-level quantum chemical training data. The Lennard-Jones parameters were set from prior literature, which are typically fitted from experimental data in condensed phase since (i) they show lower sensitivity to the chemical environment, (ii) act a longer length scales than the bonded terms and require larger clusters to train on, and (iii) are not well-captured with DFT and typically require accurate wavefunction methods like CCSD(T).