Drug–drug Interaction Extraction 벤치마크
Drug–drug Interaction Extraction on DrugBank
AUROC
- 2019-05-02 — MHCA-DDI: AUROC 86.33
- 2021-11-07 — SSI-DDI: AUROC 98.95
- 2024-03-25 — Ours (CADGL): AUROC 99.49
| Rank | Model | AUROC | Accuracy | F1 score | Paper | Code | Year |
|---|---|---|---|---|---|---|---|
| 1 | Ours (CADGL) | 99.49 | 98.21 | 97.79 | CADGL: Context-Aware Deep Graph Learning for Predicting Drug-Drug Interactions | 2024 | |
| 2 | SSI-DDI | 98.95 | 96.33 | 96.38 | SSI–DDI: Substructure–Substructure Interactions for Drug–Drug Interaction Prediction | AstraZeneca/chemicalx · kanz76/ssi-ddi | 2021 |
| 3 | MHCA-DDI | 86.33 | 78.51 | 83.31 | Drug-Drug Adverse Effect Prediction with Graph Co-Attention | AstraZeneca/chemicalx | 2019 |