ResearchBenchmarksEnergy and Force Prediction on SPICE PubChem (test)Energy and Force Prediction on SPICE PubChem (test)Follow0.13Energy MAE (meV/atom)AllScAIP0.09880.30940.520.7306Mar 6, 2026Evaluation resultsMethodMethodLinksEnergy MAE (meV/atom)Force MAE (meV/Å)AllScAIPParameters=34M, Varian...Parameters=34M, Variant=energy-conserving (AllScAIP-sm-cons.)2026.030.133.21eSEN2026.030.154.21EScAIP2026.030.535.86MACELES-M2026.030.7117.24MACE-L2026.030.8814.75MACE-M2026.030.9120.57