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OC

Benchmarks

Task NameDataset NameSOTA ResultTrend
Adsorption energy predictionOC20 IS2RE (test)
MAE0.3712
16
Initial Structure to Relaxed EnergyOC20 IS2RE (test)
Energy MAE (meV)309
15
Initial Structure to Relaxed EnergyOC20 IS2RE (OOD Cat)
Energy MAE (eV)0.5051
14
Initial State to Relaxed State (IS2RS) PredictionOC22 IS2RS 1.0 (val)
ADwT (ID)63.01
12
Adsorption energy predictionOC20 IS2RE (val)
MAE403
11
IS2RE (Initial Structure to Relaxed Energy)OC20 average across all four splits (test)
Energy MAE (meV)348
10
Initial Structure to Relaxed EnergyOC20 IS2RE (Out-of-Domain Catalyst)
Energy MAE (eV)0.5369
8
S2EF-TotalOC22 S2EF-Total OOD (val)
Energy MAE (meV)580
6
S2EF-TotalOC22 S2EF-Total ID (val)
Energy MAE (meV)343
6
Initial Structure to Relaxed EnergyOC20 IS2RE
Energy MAE (eV)0.6024
5
Initial Structure to Relaxed EnergyOC20 IS2RE (OOD Ads)
Energy MAE (eV)0.6682
5
Initial State to Relaxed Energy (IS2RE)OC20 IS2RE ID (test)
eV MAE0.422
5
Reaction Property PredictionOC20 NEB LAMBench
MAE Activation Energy (eV)1.6
4
Catalytic Reaction UnderstandingOC20Bench catalytic reaction
Type Accuracy77.4
3
Catalysis PredictionOC20 Total Energy ID (val)
Energy MAE32.6
3
Initial State to Relaxed StateOC 2020 (test)
ADwT (OOD Both)52.7
2
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