| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Text-to-Molecule Retrieval | PubChem324k (test) | Accuracy66 | 18 | |
| Molecule-to-Text Retrieval | PubChem324k (test) | Accuracy66.6 | 18 | |
| Image-to-SMILES translation | PubChem (test) | Average Similarity0.98 | 10 | |
| Rotatable Bonds (RB) Prediction | PubChem 100K molecules (test) | Pearson Correlation0.99 | 9 | |
| Hydrogen Bond Acceptor (HBA) Prediction | PubChem 100K molecules (test) | Pearson Correlation0.99 | 9 | |
| Hydrogen Bond Donor (HBD) Prediction | PubChem 100K molecules (test) | Pearson Correlation0.99 | 9 | |
| Topological Polar Surface Area (TPSA) Prediction | PubChem 100K molecules (test) | Pearson R0.99 | 9 | |
| LogP Prediction | PubChem 100K molecules (test) | PCC0.98 | 9 | |
| Molecular Weight (MW) Prediction | PubChem 100K molecules (test) | Pearson Correlation0.996 | 9 | |
| Physicochemical Descriptor Prediction | PubChem 5k (test) | MW Pearson Correlation0.996 | 9 | |
| Column Type Annotation | Pubchem-15 | Micro-F163.3 | 9 | |
| Column Type Annotation | Pubchem-20+ | Micro F172 | 9 | |
| Molecule Captioning | PubChem324k (test) | BLEU-238.7 | 9 | |
| High-throughput screening | PubChem AID 485290 | logAUC [0.001, 0.1]49.8 | 8 | |
| High-throughput screening | PubChem AID 2689 | logAUC [0.001, 0.1]0.415 | 8 | |
| High-throughput screening | PubChem AID 488997 | logAUC0.384 | 8 | |
| High-throughput screening | PubChem AID 463087 | logAUC (0.001, 0.1)39.9 | 8 | |
| High-throughput screening | PubChem AID 2258 | logAUC [0.001, 0.1]38 | 8 | |
| High-throughput screening | PubChem AID 435034 | logAUC [0.001, 0.1]0.281 | 8 | |
| High-throughput screening | PubChem AID 1798 | logAUC28.2 | 8 | |
| High-throughput screening | PubChem AID 435008 | logAUC25.5 | 8 | |
| Energy prediction | PubChem | MAE (mHa)1.63 | 8 | |
| Quantitative Estimate of Drug-likeness (QED) Prediction | PubChem 100K molecules (test) | Pearson Correlation0.94 | 7 | |
| Energy and force prediction | PubChem size extrapolation | Energy (E)0.63 | 6 | |
| IUPAC name prediction | PubChem324k (test) | BLEU-275 | 5 |