Retrieval Question Answering on RQA
76AccuracyRADAR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RADARScenario=PIA, Top-k=50, Pos=25, Backbone=DeepSeek2026.05 | 76 | 3 | |
| ReliabilityRAGScenario=PIA, Top-k=50, Pos=50, Backbone=DeepSeek2026.05 | 76 | 3 | |
| RADARScenario=PIA, Top-k=50, Pos=50, Backbone=DeepSeek2026.05 | 76 | 3 | |
| RADARScenario=Poison, Top-k=50, Pos=25, Backbone=DeepSeek2026.05 | 76 | 5 | |
| RADARScenario=Poison, Top-k=50, Pos=50, Backbone=DeepSeek2026.05 | 76 | 3 | |
| Vanilla RAGScenario=Benign, Top-k=10, Backbone=DeepSeek2026.05 | 75 | — | |
| ReliabilityRAGScenario=Benign, Top-k=10, Backbone=DeepSeek2026.05 | 75 | — | |
| RADARScenario=Benign, Top-k=10, Backbone=DeepSeek2026.05 | 75 | — | |
| RADARScenario=PIA, Top-k=10, Pos=10, Backbone=DeepSeek2026.05 | 75 | 5 | |
| ReliabilityRAGScenario=Poison, Top-k=10, Pos=10, Backbone=DeepSeek2026.05 | 75 | 6 | |
| RADARScenario=Poison, Top-k=10, Pos=10, Backbone=DeepSeek2026.05 | 75 | 6 | |
| Vanilla RAGScenario=Benign, Top-k=50, Backbone=DeepSeek2026.05 | 75 | — | |
| ReliabilityRAGScenario=Benign, Top-k=50, Backbone=DeepSeek2026.05 | 75 | — | |
| RADARScenario=Benign, Top-k=50, Backbone=DeepSeek2026.05 | 75 | — | |
| ReliabilityRAGScenario=Poison, Top-k=50, Pos=50, Backbone=DeepSeek2026.05 | 75 | 3 | |
| ReliabilityRAGScenario=PIA, Top-k=10, Pos=10, Backbone=DeepSeek2026.05 | 74 | 6 | |
| ReliabilityRAGScenario=PIA, Top-k=50, Pos=25, Backbone=DeepSeek2026.05 | 74 | 3 | |
| Vanilla RAGScenario=Poison, Top-k=50, Pos=50, Backbone=DeepSeek2026.05 | 74 | 12 | |
| InstructRAGScenario=Benign, Top-k=10, Backbone=DeepSeek2026.05 | 73 | — | |
| RADARScenario=PIA, Top-k=50, Pos=1, Backbone=DeepSeek2026.05 | 72 | 5 | |
| RobustRAGScenario=Benign, Top-k=50, Backbone=DeepSeek2026.05 | 71 | — | |
| RobustRAGScenario=PIA, Top-k=50, Pos=50, Backbone=DeepSeek2026.05 | 71 | 4 | |
| RADARScenario=Poison, Top-k=50, Pos=1, Backbone=DeepSeek2026.05 | 71 | 7 | |
| RobustRAGScenario=Poison, Top-k=50, Pos=25, Backbone=DeepSeek2026.05 | 71 | 5 | |
| RobustRAGScenario=Poison, Top-k=50, Pos=50, Backbone=DeepSeek2026.05 | 71 | 5 | |
| ReliabilityRAGScenario=Poison, Top-k=10, Pos=1, Backbone=DeepSeek2026.05 | 70 | 14 | |
| RADARScenario=Poison, Top-k=10, Pos=1, Backbone=DeepSeek2026.05 | 70 | 11 | |
| RobustRAGScenario=Poison, Top-k=10, Pos=10, Backbone=DeepSeek2026.05 | 70 | 5 | |
| ReliabilityRAGScenario=Poison, Top-k=50, Pos=25, Backbone=DeepSeek2026.05 | 70 | 7 | |
| RobustRAGScenario=Benign, Top-k=10, Backbone=DeepSeek2026.05 | 69 | — | |
| ReliabilityRAGScenario=PIA, Top-k=10, Pos=1, Backbone=DeepSeek2026.05 | 69 | 15 | |
| RADARScenario=PIA, Top-k=10, Pos=1, Backbone=DeepSeek2026.05 | 69 | 11 | |
| RobustRAGScenario=PIA, Top-k=10, Pos=10, Backbone=DeepSeek2026.05 | 69 | 4 | |
| RobustRAGScenario=PIA, Top-k=50, Pos=1, Backbone=DeepSeek2026.05 | 69 | 9 | |
| RobustRAGScenario=PIA, Top-k=50, Pos=25, Backbone=DeepSeek2026.05 | 69 | 4 | |
| Vanilla RAGScenario=PIA, Top-k=50, Pos=25, Backbone=DeepSeek2026.05 | 68 | 15 | |
| ReliabilityRAGScenario=PIA, Top-k=50, Pos=1, Backbone=DeepSeek2026.05 | 67 | 18 | |
| RobustRAGScenario=Poison, Top-k=50, Pos=1, Backbone=DeepSeek2026.05 | 67 | 20 | |
| InstructRAGScenario=PIA, Top-k=10, Pos=10, Backbone=DeepSeek2026.05 | 66 | 5 | |
| Vanilla RAGScenario=Poison, Top-k=50, Pos=25, Backbone=DeepSeek2026.05 | 65 | 26 | |
| RobustRAGScenario=PIA, Top-k=10, Pos=1, Backbone=DeepSeek2026.05 | 64 | 7 | |
| ReliabilityRAGScenario=Poison, Top-k=50, Pos=1, Backbone=DeepSeek2026.05 | 64 | 19 | |
| InstructRAGScenario=PIA, Top-k=50, Pos=50, Backbone=DeepSeek2026.05 | 63 | 4 | |
| RobustRAGScenario=Poison, Top-k=10, Pos=1, Backbone=DeepSeek2026.05 | 62 | 13 | |
| InstructRAGScenario=Benign, Top-k=50, Backbone=DeepSeek2026.05 | 62 | — | |
| InstructRAGScenario=PIA, Top-k=50, Pos=25, Backbone=DeepSeek2026.05 | 61 | 3 | |
| Vanilla RAGScenario=PIA, Top-k=50, Pos=50, Backbone=DeepSeek2026.05 | 60 | 23 | |
| Vanilla RAGScenario=PIA, Top-k=10, Pos=10, Backbone=DeepSeek2026.05 | 59 | 28 | |
| Vanilla RAGScenario=Poison, Top-k=10, Pos=10, Backbone=DeepSeek2026.05 | 58 | 35 | |
| InstructRAGScenario=Poison, Top-k=50, Pos=25, Backbone=DeepSeek2026.05 | 57 | 21 | |
| InstructRAGScenario=Poison, Top-k=50, Pos=50, Backbone=DeepSeek2026.05 | 55 | 17 | |
| InstructRAGScenario=Poison, Top-k=10, Pos=10, Backbone=DeepSeek2026.05 | 54 | 14 | |
| Vanilla RAGScenario=Poison, Top-k=50, Pos=1, Backbone=DeepSeek2026.05 | 44 | 53 | |
| AstuteRAGScenario=Benign, Top-k=50, Backbone=DeepSeek2026.05 | 41 | — | |
| InstructRAGScenario=Poison, Top-k=50, Pos=1, Backbone=DeepSeek2026.05 | 39 | 35 | |
| Vanilla RAGScenario=Poison, Top-k=10, Pos=1, Backbone=DeepSeek2026.05 | 38 | 57 | |
| AstuteRAGScenario=PIA, Top-k=50, Pos=25, Backbone=DeepSeek2026.05 | 38 | 2 | |
| AstuteRAGScenario=Poison, Top-k=50, Pos=25, Backbone=DeepSeek2026.05 | 37 | 3 | |
| AstuteRAGScenario=Poison, Top-k=10, Pos=10, Backbone=DeepSeek2026.05 | 36 | 4 | |
| AstuteRAGScenario=Benign, Top-k=10, Backbone=DeepSeek2026.05 | 35 | — | |
| Vanilla RAGScenario=PIA, Top-k=50, Pos=1, Backbone=DeepSeek2026.05 | 35 | 65 | |
| AstuteRAGScenario=PIA, Top-k=50, Pos=50, Backbone=DeepSeek2026.05 | 34 | 2 | |
| InstructRAGScenario=PIA, Top-k=50, Pos=1, Backbone=DeepSeek2026.05 | 33 | 46 | |
| InstructRAGScenario=Poison, Top-k=10, Pos=1, Backbone=DeepSeek2026.05 | 29 | 50 | |
| AstuteRAGScenario=Poison, Top-k=50, Pos=50, Backbone=DeepSeek2026.05 | 29 | 2 | |
| Vanilla RAGScenario=PIA, Top-k=10, Pos=1, Backbone=DeepSeek2026.05 | 25 | 74 | |
| AstuteRAGScenario=PIA, Top-k=10, Pos=1, Backbone=DeepSeek2026.05 | 25 | 1 | |
| InstructRAGScenario=PIA, Top-k=10, Pos=1, Backbone=DeepSeek2026.05 | 23 | 68 | |
| AstuteRAGScenario=PIA, Top-k=10, Pos=10, Backbone=DeepSeek2026.05 | 23 | 1 | |
| AstuteRAGScenario=Poison, Top-k=10, Pos=1, Backbone=DeepSeek2026.05 | 21 | 15 | |
| AstuteRAGScenario=PIA, Top-k=50, Pos=1, Backbone=DeepSeek2026.05 | 21 | 5 | |
| AstuteRAGScenario=Poison, Top-k=50, Pos=1, Backbone=DeepSeek2026.05 | 21 | 10 |