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Knowledge Base Extraction on Multi-Agent Aggregate ChatDoctor Mini-Wikipedia Mini-BioASQ
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1
Relative Mean CRR
No Defense
0.0016
0.2608
0.52
0.7792
Apr 12, 2026
Relative Mean CRR
Updated 3mo ago
Evaluation Results
Method
Method
Links
Relative Mean CRR
No Defense
Relative Mean FLOPs=1.00×
2026.04
1
Reranker
Relative Mean FLOPs=1.06×
2026.04
0.98
Summarize
Relative Mean FLOPs=4.80×
2026.04
0.67
RAGFort
Relative Mean FLOPs=3.25×
2026.04
0.6
CanaryRAG
Relative Mean FLOPs=1.90×
2026.04
0.04
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