ResearchBenchmarksPoint prediction accuracy on oBN25 liquid-phase (ID) (test)Point prediction accuracy on oBN25 liquid-phase (ID) (test)Follow0.147Energy RMSE (eV)MACE0.136480.207490.27850.34951Oct 3, 2025Evaluation resultsMethodMethodLinksEnergy RMSE (eV)Force RMSE (eV/Å)MACEtraining=single runtraining=single run2025.100.1470.484NequIPtraining=mean of five...training=mean of five independent runs2025.100.3320.491RACEtraining=mean of five...training=mean of five independent runs2025.100.410.53