ResearchBenchmarksEnergy and Force Prediction on Cluster-P DPA2 (test)Follow12.8Energy RMSE (meV/atom)MatRIS-M10.30827.12943.9560.771Mar 2, 2026Evaluation ResultsMethodMethodLinksEnergy RMSE (meV/atom)Force RMSE (meV/A˚)MatRIS-M2026.0312.8113.9DPA3-L242026.0329.3118.3eqV2non-conservative force...non-conservative force prediction=true2026.0334.6104.4MACE2026.0341.3189.7GemNet-OCnon-conservative force...non-conservative force prediction=true2026.0347.769.6NequIP2026.0375.1216.6