ResearchBenchmarksEnergy and Force Prediction on Cathode-P DPA2 (test)Energy and Force Prediction on Cathode-P DPA2 (test)Follow0.3Energy RMSE (meV/atom)MatRIS-M-0.263.527.311.08Mar 2, 2026Evaluation resultsMethodMethodLinksEnergy RMSE (meV/atom)Force RMSE (meV/A˚)MatRIS-M2026.030.311.9DPA3-L242026.030.618.6eqV2non-conservative force...non-conservative force prediction=true2026.031.114.9GemNet-OCnon-conservative force...non-conservative force prediction=true2026.031.517.9MACE2026.032.637.8NequIP2026.0314.369.8