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ResearchFormerly WizWand

Question Answering on Dynamic Evidence Streams

57.7AccuracyRADAR
2.881617.113331.34545.5767May 21, 2026
Updated 5mo ago

Evaluation results

MethodLinks
RADARAttack=PIA, Position=Pos 50, LLM Backbone=Grok-4-fast2026.0557.710.04
RADARAttack=PIA, Position=Pos 25, LLM Backbone=Grok-4-fast2026.0557.5810.23
RADARAttack=Benign, Position=-, LLM Backbone=Grok-4-fast2026.0556.68—
ReliabilityRAGAttack=PIA, Position=Pos 50, LLM Backbone=Grok-4-fast2026.0554.897.17
RADARAttack=PIA, Position=Pos 1, LLM Backbone=Grok-4-fast2026.0553.1620.79
ReliabilityRAGAttack=Benign, Position=-, LLM Backbone=Grok-4-fast2026.0552.72—
ReliabilityRAGAttack=PIA, Position=Pos 25, LLM Backbone=Grok-4-fast2026.0550.9310.36
RobustRAGAttack=Benign, Position=-, LLM Backbone=Grok-4-fast2026.0550.03—
RobustRAGAttack=PIA, Position=Pos 25, LLM Backbone=Grok-4-fast2026.0547.9830.13
RobustRAGAttack=PIA, Position=Pos 50, LLM Backbone=Grok-4-fast2026.0547.9229.87
InstructRAGAttack=Benign, Position=-, LLM Backbone=Grok-4-fast2026.0546.83—
RobustRAGAttack=PIA, Position=Pos 1, LLM Backbone=Grok-4-fast2026.0544.8438.96
InstructRAGAttack=PIA, Position=Pos 25, LLM Backbone=Grok-4-fast2026.0544.799.4
Vanilla RAGAttack=Benign, Position=-, LLM Backbone=Grok-4-fast2026.0544.21—
ReliabilityRAGAttack=PIA, Position=Pos 1, LLM Backbone=Grok-4-fast2026.0541.0143.19
InstructRAGAttack=PIA, Position=Pos 50, LLM Backbone=Grok-4-fast2026.0539.9910.17
AstuteRAGAttack=PIA, Position=Pos 25, LLM Backbone=Grok-4-fast2026.0526.12.82
AstuteRAGAttack=PIA, Position=Pos 1, LLM Backbone=Grok-4-fast2026.0525.722.94
AstuteRAGAttack=PIA, Position=Pos 50, LLM Backbone=Grok-4-fast2026.0525.722.75
AstuteRAGAttack=Benign, Position=-, LLM Backbone=Grok-4-fast2026.0525.27—
Vanilla RAGAttack=PIA, Position=Pos 25, LLM Backbone=Grok-4-fast2026.0517.0853.04
Vanilla RAGAttack=PIA, Position=Pos 50, LLM Backbone=Grok-4-fast2026.0513.6353.55
Vanilla RAGAttack=PIA, Position=Pos 1, LLM Backbone=Grok-4-fast2026.055.8975.82
InstructRAGAttack=PIA, Position=Pos 1, LLM Backbone=Grok-4-fast2026.054.9927.9