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ResearchFormerly WizWand

Retrieval-Augmented Generation on Bio

74.02AccuracyRADAR
9.945626.580343.21559.8497May 21, 2026
Updated 5mo ago

Evaluation results

MethodLinks
RADARAttack=Benign, Position=-, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0574.02—
AstuteRAGAttack=Benign, Position=-, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0573.48—
InstructRAGAttack=Benign, Position=-, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0573.41—
Vanilla RAGAttack=Benign, Position=-, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0570.76—
ReliabilityRAGAttack=Benign, Position=-, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0570.63—
RADARAttack=Poison, Position=Pos 50, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0570.375.95
RADARAttack=PIA, Position=Pos 25, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0570.128.94
RADARAttack=PIA, Position=Pos 50, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0570.056.01
RADARAttack=Poison, Position=Pos 25, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0569.417.22
ReliabilityRAGAttack=PIA, Position=Pos 50, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0568.715.95
ReliabilityRAGAttack=Poison, Position=Pos 50, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0567.885.25
ReliabilityRAGAttack=Poison, Position=Pos 25, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0567.697.55
ReliabilityRAGAttack=PIA, Position=Pos 25, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0567.629.34
RobustRAGAttack=Benign, Position=-, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0567.5—
RobustRAGAttack=PIA, Position=Pos 50, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0567.437.87
RobustRAGAttack=PIA, Position=Pos 25, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0566.929.98
RobustRAGAttack=Poison, Position=Pos 50, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0566.928.64
RobustRAGAttack=Poison, Position=Pos 25, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0566.2811
InstructRAGAttack=PIA, Position=Pos 25, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0565.7728.79
RADARAttack=PIA, Position=Pos 1, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0563.617.85
RADARAttack=Poison, Position=Pos 1, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0563.617.53
AstuteRAGAttack=PIA, Position=Pos 25, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0562.519.4
InstructRAGAttack=PIA, Position=Pos 1, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0561.4234.46
RobustRAGAttack=PIA, Position=Pos 1, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0561.2918.62
InstructRAGAttack=PIA, Position=Pos 50, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0559.6934.68
AstuteRAGAttack=PIA, Position=Pos 50, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0559.189.66
AstuteRAGAttack=Poison, Position=Pos 25, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0558.4110.62
AstuteRAGAttack=Poison, Position=Pos 50, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0557.779.6
InstructRAGAttack=Poison, Position=Pos 50, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0555.9223.74
InstructRAGAttack=Poison, Position=Pos 25, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0555.3425.46
AstuteRAGAttack=PIA, Position=Pos 1, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0554.2512.99
ReliabilityRAGAttack=Poison, Position=Pos 1, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0553.8727.51
ReliabilityRAGAttack=PIA, Position=Pos 1, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0553.6142.67
InstructRAGAttack=Poison, Position=Pos 1, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0553.4924.5
AstuteRAGAttack=Poison, Position=Pos 1, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0547.9216.63
RobustRAGAttack=Poison, Position=Pos 1, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0544.9834.29
Vanilla RAGAttack=Poison, Position=Pos 25, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0535.4443.44
Vanilla RAGAttack=Poison, Position=Pos 50, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0530.7746.51
Vanilla RAGAttack=PIA, Position=Pos 25, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0529.8867.37
Vanilla RAGAttack=Poison, Position=Pos 1, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0525.7253.17
Vanilla RAGAttack=PIA, Position=Pos 50, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0519.3279.4
Vanilla RAGAttack=PIA, Position=Pos 1, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.0512.4187.01