Drug-Drug Interaction Prediction on DrugBank (S2)
38.34AccuracyDDIAgents
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DDIAgentsBackbone LLM=GPT-4o2026.06 | 38.34 | 20.75 | — | — | — | — | |
| DDIAgentsBackbone LLM=Qwen 2.5 7B2026.06 | 38.21 | 18.17 | — | — | — | — | |
| DDIAgentsType=Agent-based2026.06 | 38.21 | 18.17 | — | — | — | — | |
| AgentVerseType=Agent-based2026.06 | 36.48 | 14.01 | — | — | — | — | |
| MDAgentsType=Agent-based2026.06 | 36.29 | 15.97 | — | — | — | — | |
| DebateType=Agent-based2026.06 | 35.03 | 15.84 | — | — | — | — | |
| DDI-GPTType=LLM-based2026.06 | 33.47 | 15.01 | — | — | — | — | |
| ReflexionType=Agent-based2026.06 | 31.74 | 14.07 | — | — | — | — | |
| TextDDIType=LLM-based2026.06 | 28.75 | 8.26 | — | — | — | — | |
| CBR-DDIType=LLM-based2026.06 | 23.42 | 4.48 | — | — | — | — | |
| MLPType=Feature-based2026.06 | 20.93 | 2.8 | — | — | — | — | |
| TIGERType=Graph-based2026.06 | 20.64 | 3.32 | — | — | — | — | |
| K-PathType=LLM-based2026.06 | 19.48 | 3.71 | — | — | — | — | |
| EmerGNNType=Graph-based2026.06 | 15.33 | 3.54 | — | — | — | — | |
| MSTEType=Graph-based2026.06 | 12.73 | 1.8 | — | — | — | — | |
| Single LLMType=LLM-based2026.06 | 7.3 | 3.94 | — | — | — | — | |
| DecagonType=Graph-based2026.06 | 6.87 | 1.96 | — | — | — | — | |
| DDIAgents2026.06 | — | — | 66.39 | 67.38 | 75.02 | 69.08 | |
| MDAgents2026.06 | — | — | 33.61 | 32.62 | 24.98 | 30.92 |