Question Answering on Dynamic Evidence Streams
57.7AccuracyRADAR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RADARAttack=PIA, Position=Pos 50, LLM Backbone=Grok-4-fast2026.05 | 57.7 | 10.04 | |
| RADARAttack=PIA, Position=Pos 25, LLM Backbone=Grok-4-fast2026.05 | 57.58 | 10.23 | |
| RADARAttack=Benign, Position=-, LLM Backbone=Grok-4-fast2026.05 | 56.68 | — | |
| ReliabilityRAGAttack=PIA, Position=Pos 50, LLM Backbone=Grok-4-fast2026.05 | 54.89 | 7.17 | |
| RADARAttack=PIA, Position=Pos 1, LLM Backbone=Grok-4-fast2026.05 | 53.16 | 20.79 | |
| ReliabilityRAGAttack=Benign, Position=-, LLM Backbone=Grok-4-fast2026.05 | 52.72 | — | |
| ReliabilityRAGAttack=PIA, Position=Pos 25, LLM Backbone=Grok-4-fast2026.05 | 50.93 | 10.36 | |
| RobustRAGAttack=Benign, Position=-, LLM Backbone=Grok-4-fast2026.05 | 50.03 | — | |
| RobustRAGAttack=PIA, Position=Pos 25, LLM Backbone=Grok-4-fast2026.05 | 47.98 | 30.13 | |
| RobustRAGAttack=PIA, Position=Pos 50, LLM Backbone=Grok-4-fast2026.05 | 47.92 | 29.87 | |
| InstructRAGAttack=Benign, Position=-, LLM Backbone=Grok-4-fast2026.05 | 46.83 | — | |
| RobustRAGAttack=PIA, Position=Pos 1, LLM Backbone=Grok-4-fast2026.05 | 44.84 | 38.96 | |
| InstructRAGAttack=PIA, Position=Pos 25, LLM Backbone=Grok-4-fast2026.05 | 44.79 | 9.4 | |
| Vanilla RAGAttack=Benign, Position=-, LLM Backbone=Grok-4-fast2026.05 | 44.21 | — | |
| ReliabilityRAGAttack=PIA, Position=Pos 1, LLM Backbone=Grok-4-fast2026.05 | 41.01 | 43.19 | |
| InstructRAGAttack=PIA, Position=Pos 50, LLM Backbone=Grok-4-fast2026.05 | 39.99 | 10.17 | |
| AstuteRAGAttack=PIA, Position=Pos 25, LLM Backbone=Grok-4-fast2026.05 | 26.1 | 2.82 | |
| AstuteRAGAttack=PIA, Position=Pos 1, LLM Backbone=Grok-4-fast2026.05 | 25.72 | 2.94 | |
| AstuteRAGAttack=PIA, Position=Pos 50, LLM Backbone=Grok-4-fast2026.05 | 25.72 | 2.75 | |
| AstuteRAGAttack=Benign, Position=-, LLM Backbone=Grok-4-fast2026.05 | 25.27 | — | |
| Vanilla RAGAttack=PIA, Position=Pos 25, LLM Backbone=Grok-4-fast2026.05 | 17.08 | 53.04 | |
| Vanilla RAGAttack=PIA, Position=Pos 50, LLM Backbone=Grok-4-fast2026.05 | 13.63 | 53.55 | |
| Vanilla RAGAttack=PIA, Position=Pos 1, LLM Backbone=Grok-4-fast2026.05 | 5.89 | 75.82 | |
| InstructRAGAttack=PIA, Position=Pos 1, LLM Backbone=Grok-4-fast2026.05 | 4.99 | 27.9 |