ResearchBenchmarksEnergy and Force Prediction on FerroEle-P DPA2 (test)Energy and Force Prediction on FerroEle-P DPA2 (test)Follow0.2Energy RMSE (meV/atom)MatRIS-M0.1160.6831.251.817Mar 2, 2026Evaluation resultsMethodMethodLinksEnergy RMSE (meV/atom)Force RMSE (meV/A˚)MatRIS-M2026.030.210.9DPA3-L242026.030.313.4NequIP2026.031.123eqV2non-conservative force...non-conservative force prediction=true2026.031.113GemNet-OCnon-conservative force...non-conservative force prediction=true2026.031.517.9MACE2026.032.331.7