| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Retrosynthesis | USPTO-50k Reaction type unknown (test) | Top-1 Accuracy57.2 | 59 | |
| Retrosynthesis prediction | USPTO-FULL (test) | Top-1 Acc63.4 | 59 | |
| Retrosynthetic Planning | USPTO | Success Rate99.47 | 50 | |
| Retrosynthesis | USPTO-50k Reaction type known (test) | Top-1 Accuracy67.2 | 50 | |
| Retrosynthesis prediction | USPTO-50k (test) | Top-1 Accuracy99.8 | 39 | |
| Retrosynthesis | USPTO-50K | Top-1 Accuracy77.4 | 33 | |
| Retrosynthetic Planning | USPTO-EXT (test) | Success Rate72.89 | 30 | |
| Retrosynthesis prediction | USPTO-50k | Top-1 Acc (Unknown)55.2 | 22 | |
| Single-step retrosynthesis | USPTO-50K (test) | Top-1 Accuracy54.3 | 18 | |
| Retrosynthesis | USPTO-50K unknown reaction types (test) | Top-1 Accuracy54.2 | 17 | |
| Retrosynthesis (reaction class not given) | USPTO-50k (test) | Top-1 Acc54.6 | 14 | |
| Retrosynthesis | USPTO (test) | Exact Match0.536 | 11 | |
| Forward Reaction Prediction | USPTO (test) | Exact Match53.6 | 11 | |
| Retrosynthetic planning | USPTO 190 target molecules | Path Length4.78 | 11 | |
| Chemical Reaction Prediction | USPTO50k | Accuracy (%)20 | 10 | |
| Retrosynthetic Planning | USPTO 190 (test) | Success Rate (N=100)96.84 | 10 | |
| Reagent Prediction | USPTO (test) | Exact Match12.9 | 9 | |
| Retrosynthesis | USPTO Retrosynthesis 50K (test) | EM43.1 | 8 | |
| Center identification | USPTO-50k | Top-1 Accuracy90.2 | 8 | |
| Retrosynthesis prediction | USPTO-50k (40/5/5) | Top-1 Accuracy0.58 | 8 | |
| Retrosynthetic Planning | USPTO route Section 5.1.2 (test) | Success Rate86.84 | 7 | |
| Reaction outcome prediction | USPTO 480k mixed | Top-1 Acc91.3 | 6 | |
| Structure elucidation from NMR spectra | USPTO | Top-1 Accuracy81.57 | 5 | |
| Reaction Prediction | USPTO-480k canonical (test) | Latency (s)8.5 | 5 | |
| Retrosynthetic Planning | USPTO | Route Length6.33 | 5 |