Knowledge Base Extraction on Multi-Agent Aggregate ChatDoctor Mini-Wikipedia Mini-BioASQ
1Relative Mean CRRNo Defense
Evaluation results
| Method | Links | |
|---|---|---|
| No DefenseRelative Mean FLOPs=1.00×2026.04 | 1 | |
| RerankerRelative Mean FLOPs=1.06×2026.04 | 0.98 | |
| SummarizeRelative Mean FLOPs=4.80×2026.04 | 0.67 | |
| RAGFortRelative Mean FLOPs=3.25×2026.04 | 0.6 | |
| CanaryRAGRelative Mean FLOPs=1.90×2026.04 | 0.04 |