| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Flexible blind self-docking | PDBbind v2020 (unseen protein receptors) | Ligand RMSD % < 2Å Success Rate40.8 | 24 | |
| Blind Docking | PDBBind Apo ESMFold proteins generated (test) | Top-1 RMSD < 2Å Acc24.9 | 21 | |
| Binding affinity prediction | PDBBind core set 2016 (test) | R0.83 | 17 | |
| Molecular Docking | PDBBind (unseen receptors) | Top-1 RMSD < 2Å (%)20.8 | 17 | |
| Protein-Ligand Binding Affinity Prediction | PDBbind | RMSE1.263 | 16 | |
| Protein-ligand binding affinity prediction | PDBbind core set (test) | RMSE1.316 | 16 | |
| Blind self-docking | PDBbind v2020 (test) | Ligand RMSD (25%)1.2 | 14 | |
| Flexible blind self-docking | PDBBind (unseen receptors) | Ligand RMSD (25p)1.6 | 14 | |
| Blind docking | PDBbind v2020 (Time Split (363)) | RMSD < 2.0Å Success47.9 | 12 | |
| Flexible blind self-docking | PDBbind v2020 (test complexes recorded after 2019) | Ligand RMSD (25th Pctl)1.5 | 12 | |
| Blind Docking | PDBBind Holo crystal proteins (test) | Top-1 RMSD < 2Å (%)0.382 | 11 | |
| Protein-Ligand Binding Affinity Prediction | PDBbind Sequence Identity (60%) 2017 | RMSE1.365 | 10 | |
| Protein-Ligand Binding Affinity Prediction | PDBbind Sequence Identity (30%) 2017 | RMSE1.429 | 10 | |
| Regression | PDBbind MoleculeNet (test) | RMSE1.219 | 9 | |
| Molecular Docking | PDBBind Full (test) | Top-1 Success Rate (2Å)38.2 | 8 | |
| Protein Pocket Design | PDBBind RNA (test) | AAR44.69 | 8 | |
| Protein-Ligand Binding Affinity Prediction | PDBbind 2017 (Scaffold) | RMSE1.516 | 8 | |
| Binding affinity prediction | PDBbind 2016 (core set) | RMSE1.316 | 5 | |
| Protein-ligand holo state prediction | PDBBind (test) | Ligand RMSD (25th Percentile)4.178 | 3 | |
| Binding Pocket Prediction | PDBbind (test) | DCC < 3.0 Å54.8 | 2 | |
| Protein-ligand binding affinity prediction | PDBbind 2016 | Memory (GB)13.1 | 2 | |
| Regression-based molecular property prediction | pdbbind (random split) | RMSE1.391 | 2 | |
| Molecular property prediction | pdbbind (scaffold) | RMSE1.397 | 2 | |
| molecule property prediction | PDBBind | Metric- | 0 |