Finally, we suggest a checklist for reporting PESs based on ample high-level data. It is our hope that this checklist will be helpful to provide a standard for training and reporting PESs. It will be also useful for authors, referees, readers, and users of PESs to reproduce the results, and to guide a critical evaluation on PESs. It might be also useful for publishers as it can be considered submission guidelines for PES related papers. This checklist is as follows and can be amended or improved in the future.