Using our new interface between the QUBEKit engine for QM-to-MM force field parameter mapping and the ForceBalance software for parameter tuning, we have trained a total of 15 different force field protocols to investigate the effects of choices made in force field design on model accuracy. Descriptions of the force field protocols are listed in full in Table , grouped roughly by the type of hyperparameter being investigated.