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OC20

Benchmarks

Task NameDataset NameSOTA ResultTrend
S2EF (Structure to Energy and Forces)OC20 average across all four splits (val)
Force MAE (meV/Å)0.297
30
S2EF (Structure to Energy and Forces)OC20 average across all four splits (test)
Force MAE (meV/Å)19
27
Structure to Energy and ForcesOC20 S2EF 2M (val)
Energy MAE286
26
Initial Structure to Relaxed EnergyOC20 IS2RE (val)
Energy MAE (ID)0.3795
24
Initial Structure to Relaxed EnergyOC20 IS2RE (Out-of-Domain Both)
Energy MAE (eV)0.619
13
Initial Structure to Relaxed EnergyOC20 IS2RE (ID)
Energy MAE (eV)0.5327
13
Initial State to Relaxed Energy (IS2RE)OC20 IS2RE OOD Adsorbate (test)
MAE (eV)0.565
13
Structure to Energy and ForcesOC20 S2EF (test)
Energy MAE (meV)219
12
Initial Structure to Relaxed EnergyOC20 IS2RE Direct (test)
Energy MAE (ID)516
11
Relaxed adsorption-energy predictionOC20 460k (test)
MAE [eV]0.486
8
Adsorbate placementOC20 Dense (OOD)
SR@132
4
Adsorbate placementOC20-Dense 44 systems (ID)
SR@134.1
4
Adsorption-energy predictionOC20 16k Dense
Improvement MAE vs CatBERTa (%)-7.38
3
Adsorption-energy predictionOC20 (460k)
Improvement MAE (%) vs CatBERTa-9.82
3
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