ResearchBenchmarksEnergy and Force Prediction on SSE-PBE-P DPA2 (test)Energy and Force Prediction on SSE-PBE-P DPA2 (test)Follow0.3Energy RMSE (meV/atom)MatRIS-M0.2040.8521.52.148Mar 2, 2026Evaluation resultsMethodMethodLinksEnergy RMSE (meV/atom)Force RMSE (meV/A˚)MatRIS-M2026.030.311.4DPA3-L242026.030.519.8NequIP2026.031.641.1MACE2026.031.829.9GemNet-OCnon-conservative force...non-conservative force prediction=true2026.032.78.2