Matbench
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Bandgap Prediction | Matbench Bandgap | MAE (eV)0.091 | 21 | |
| Materials Stability Prediction | Matbench-Discovery | F1 Score92.9 | 10 | |
| Exfoliation Energy Prediction | Matbench JDFT2D v1.2 (67/33) | RMSE95.4766 | 10 | |
| Property Regression | Matbench Perovskites | MAE (eV/unit cell)0.0269 | 9 | |
| Property Classification | Matbench Mp_is_metal | AUROC96.28 | 9 | |
| Material Property Prediction | MatBench | Phonons (cm⁻¹)57.8 | 8 | |
| Property Prediction | Matbench (test) | Delta Epsilon (meV)199 | 6 | |
| Materials Property Prediction | MatBench | Score72.8 | 5 | |
| Materials Discovery | MatBench Discovery (full) | Precision0.967 | 4 |
Showing 9 of 9 rows