The average potential energy in each state ⟨U ⟩ i is constant across all methods because it is obtained from the same underlying set of MD-generated configurations. Hence, by comparing the entropic contribution to the lattice free energy s i , we introduce a more stringent criterion to assess the accuracy of free energy estimates from PGMs trained by likelihood, akin to our previous work .