For instance, the choice of atom types based on the local environment, the use of combining rules, or weighting strategies are factors in the fitting of the model. Each of these choices will influence the quality of the fit as well as the transferability of the resulting parameter estimates. Below, we discuss some of the more fundamental choices related to the physical description of the force-field, while decisions related to the numerical settings can be found in the supporting information.