Drug-Drug Interaction Prediction on DrugBank (S1)
55.75AccuracyDDIAgents
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DDIAgentsType=Agent-based2026.06 | 55.75 | 45.52 | |
| MDAgentsType=Agent-based2026.06 | 54.69 | 39.52 | |
| AgentVerseType=Agent-based2026.06 | 52.34 | 41.17 | |
| DebateType=Agent-based2026.06 | 52.18 | 40.14 | |
| DDI-GPTType=LLM-based2026.06 | 50.68 | 34.71 | |
| TextDDIType=LLM-based2026.06 | 49.53 | 31.72 | |
| ReflexionType=Agent-based2026.06 | 47.31 | 35.11 | |
| TIGERType=Graph-based2026.06 | 45.98 | 26.78 | |
| CBR-DDIType=LLM-based2026.06 | 41.38 | 31.47 | |
| K-PathType=LLM-based2026.06 | 35.34 | 21.41 | |
| MLPType=Feature-based2026.06 | 34.25 | 11 | |
| MSTEType=Graph-based2026.06 | 31.6 | 12.87 | |
| EmerGNNType=Graph-based2026.06 | 29.57 | 13.32 | |
| DecagonType=Graph-based2026.06 | 20.07 | 3.49 | |
| Single LLMType=LLM-based2026.06 | 8.71 | 4.1 |