Drug-Drug Interaction Prediction on DrugBank (S0)
96.95AccuracyDDIAgents
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DDIAgentsType=Agent-based2026.06 | 96.95 | 95.02 | |
| CBR-DDIType=LLM-based2026.06 | 96.84 | 94.92 | |
| EmerGNNType=Graph-based2026.06 | 96.71 | 94.12 | |
| DDI-GPTType=LLM-based2026.06 | 96.63 | 93.32 | |
| MDAgentsType=Agent-based2026.06 | 96.33 | 94.19 | |
| TextDDIType=LLM-based2026.06 | 96.19 | 91.54 | |
| TIGERType=Graph-based2026.06 | 95.85 | 92.31 | |
| AgentVerseType=Agent-based2026.06 | 95.77 | 94.04 | |
| DebateType=Agent-based2026.06 | 94.41 | 93.12 | |
| K-PathType=LLM-based2026.06 | 92.49 | 89.86 | |
| MSTEType=Graph-based2026.06 | 92.17 | 71.3 | |
| ReflexionType=Agent-based2026.06 | 92.04 | 88.39 | |
| DecagonType=Graph-based2026.06 | 90.61 | 85.65 | |
| MLPType=Feature-based2026.06 | 84.3 | 19.1 | |
| Single LLMType=LLM-based2026.06 | 9.17 | 4.79 |