ResearchBenchmarksEnergy and Force Prediction on C12H26 DPA2 (test)Energy and Force Prediction on C12H26 DPA2 (test)Follow19.5Energy RMSE (meV/atom)MatRIS-M15.24843.94972.65101.351Mar 2, 2026Evaluation resultsMethodMethodLinksEnergy RMSE (meV/atom)Force RMSE (meV/A˚)MatRIS-M2026.0319.5287.6DPA3-L242026.0342.4541.6MACE2026.0381.9802.3NequIP2026.03121.4715.6eqV2non-conservative force...non-conservative force prediction=true2026.03123.1907.4GemNet-OCnon-conservative force...non-conservative force prediction=true2026.03125.8518.7