• Globally, the marginal free energies obtained with the reweighting step fit much better the ones generated by RE. • Population equilibration: In torsion 8, we observe how SMA-MD without reweighting fails to exactly capture the relative populations of the two minima, while this is mostly corrected when we add the reweighting step.