In the present letter, we directly compare neutron structure factors calculated from force field (FF)-based molecular dynamics simulations with experimental structure factors for water, methanol, and tetrahydrofuran (THF). For water, the difference in the measured structure factors is more significant than differences between the FFs. It is shown that the inclusion of electronic polarization in the force field improves the agreement with experiment for the more-polar methanol, whereas the results are comparable for the additive and polarizable FF models of the less-polar THF. The data presented here confirm that comparing the calculated scattering profiles from FF-based MD simulations to measured neutron structure factors is a promising method for FF validation and development.