Retrieval-Augmented Generation on Bio
74.02AccuracyRADAR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RADARAttack=Benign, Position=-, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 74.02 | — | |
| AstuteRAGAttack=Benign, Position=-, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 73.48 | — | |
| InstructRAGAttack=Benign, Position=-, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 73.41 | — | |
| Vanilla RAGAttack=Benign, Position=-, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 70.76 | — | |
| ReliabilityRAGAttack=Benign, Position=-, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 70.63 | — | |
| RADARAttack=Poison, Position=Pos 50, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 70.37 | 5.95 | |
| RADARAttack=PIA, Position=Pos 25, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 70.12 | 8.94 | |
| RADARAttack=PIA, Position=Pos 50, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 70.05 | 6.01 | |
| RADARAttack=Poison, Position=Pos 25, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 69.41 | 7.22 | |
| ReliabilityRAGAttack=PIA, Position=Pos 50, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 68.71 | 5.95 | |
| ReliabilityRAGAttack=Poison, Position=Pos 50, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 67.88 | 5.25 | |
| ReliabilityRAGAttack=Poison, Position=Pos 25, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 67.69 | 7.55 | |
| ReliabilityRAGAttack=PIA, Position=Pos 25, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 67.62 | 9.34 | |
| RobustRAGAttack=Benign, Position=-, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 67.5 | — | |
| RobustRAGAttack=PIA, Position=Pos 50, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 67.43 | 7.87 | |
| RobustRAGAttack=PIA, Position=Pos 25, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 66.92 | 9.98 | |
| RobustRAGAttack=Poison, Position=Pos 50, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 66.92 | 8.64 | |
| RobustRAGAttack=Poison, Position=Pos 25, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 66.28 | 11 | |
| InstructRAGAttack=PIA, Position=Pos 25, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 65.77 | 28.79 | |
| RADARAttack=PIA, Position=Pos 1, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 63.6 | 17.85 | |
| RADARAttack=Poison, Position=Pos 1, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 63.6 | 17.53 | |
| AstuteRAGAttack=PIA, Position=Pos 25, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 62.51 | 9.4 | |
| InstructRAGAttack=PIA, Position=Pos 1, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 61.42 | 34.46 | |
| RobustRAGAttack=PIA, Position=Pos 1, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 61.29 | 18.62 | |
| InstructRAGAttack=PIA, Position=Pos 50, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 59.69 | 34.68 | |
| AstuteRAGAttack=PIA, Position=Pos 50, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 59.18 | 9.66 | |
| AstuteRAGAttack=Poison, Position=Pos 25, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 58.41 | 10.62 | |
| AstuteRAGAttack=Poison, Position=Pos 50, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 57.77 | 9.6 | |
| InstructRAGAttack=Poison, Position=Pos 50, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 55.92 | 23.74 | |
| InstructRAGAttack=Poison, Position=Pos 25, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 55.34 | 25.46 | |
| AstuteRAGAttack=PIA, Position=Pos 1, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 54.25 | 12.99 | |
| ReliabilityRAGAttack=Poison, Position=Pos 1, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 53.87 | 27.51 | |
| ReliabilityRAGAttack=PIA, Position=Pos 1, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 53.61 | 42.67 | |
| InstructRAGAttack=Poison, Position=Pos 1, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 53.49 | 24.5 | |
| AstuteRAGAttack=Poison, Position=Pos 1, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 47.92 | 16.63 | |
| RobustRAGAttack=Poison, Position=Pos 1, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 44.98 | 34.29 | |
| Vanilla RAGAttack=Poison, Position=Pos 25, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 35.44 | 43.44 | |
| Vanilla RAGAttack=Poison, Position=Pos 50, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 30.77 | 46.51 | |
| Vanilla RAGAttack=PIA, Position=Pos 25, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 29.88 | 67.37 | |
| Vanilla RAGAttack=Poison, Position=Pos 1, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 25.72 | 53.17 | |
| Vanilla RAGAttack=PIA, Position=Pos 50, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 19.32 | 79.4 | |
| Vanilla RAGAttack=PIA, Position=Pos 1, Top-k=50, LLM=DeepSeek, Temporal Setting=cumulative snapshot2026.05 | 12.41 | 87.01 |