The development of ChemPer is in partnership with the Open Force Field Initiative, working to automate force field parameterization. Its development was an important step in removing the necessity for an expert to spend countless human hours assigning a force field's chemical perception. An improved ChemPer, addressing the issues detailed above, will be combined with tools from the Open Force Field Initiative to learn the quantitative force field parameters to automate the entire force field parameterization process. The combined machinery could change the future of force field science by allowing automated tools to optimize choices in reference data and functional form, therefore improving the results from simulations that depend on these models.