| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Classification | DrugBank | AUC85.53 | 17 | |
| Qualitative Drug-Drug Interaction Prediction | Drugbank | Accuracy95.98 | 13 | |
| Drug-Drug Interaction (DDI) Prediction | DrugBank one-unseen | Accuracy0.7517 | 12 | |
| Drug-Drug Interaction prediction | DrugBank (test) | Accuracy98.21 | 11 | |
| Link Prediction | DrugBank | AUPR94.92 | 9 | |
| Drug-Target Interaction Prediction | DrugBank | AUC81.8 | 7 | |
| Drug-Drug Interaction Prediction | DrugBank (transductive) | AUC99.35 | 7 | |
| Drug-Drug Interaction (DDI) Prediction | DrugBank both-unseen | Accuracy58.12 | 6 | |
| Drug-Drug Interaction Prediction | DrugBank KGDB-DDI-based | Accuracy97.8 | 2 | |
| Drug-Drug Interaction Prediction | DrugBank KnowDDI-based | Accuracy97.7 | 2 |