In conclusion, we find that modern force fields such as OpenFF and XFF (here in combination with DASH partial charges) improve the reliability of the conformer ensembles obtained from unbiased MD simulations. However, some compounds are still poorly described by the force fields, and we recommend that users validate their MD simulations against experimental data whenever possible.