While in this article, our focus was specifically on optimizing GAFF, it is important to note that our model can be extended to other non-polarizable FFs without the need for scheme modifications, including with alternate functional forms that leads to improvements on the evaluations of energies and forces as demonstrated above. However, extending it to polarizable FFs presents a more complex challenge that demands further research given the more complex nature of the associated parameters.