ResearchBenchmarksEnergy and Force Prediction on SemiCond DPA2 (test)Energy and Force Prediction on SemiCond DPA2 (test)Follow2.7Energy RMSE (meV/atom)MatRIS-M1.9886.79411.616.406Mar 2, 2026Evaluation resultsMethodMethodLinksEnergy RMSE (meV/atom)Force RMSE (meV/A˚)MatRIS-M2026.032.795DPA3-L242026.033.4108.3eqV2non-conservative force...non-conservative force prediction=true2026.033.940.8GemNet-OCnon-conservative force...non-conservative force prediction=true2026.03894.4MACE2026.0312.7182.8NequIP2026.0320.5180.7