We anticipate that our results will help others, in particular non-specialists, in selecting the most suitable method for performing and analyzing PMF computations. For further methodological development of computational techniques for evaluating ABFE, more reliable interaction functions, and methods are required. This work is focused on the reliability of the popular approaches for computing ABFEs, rather than on reproducing experimental estimates, which, we hope, will lead to the further development of methodology.