Poisoning Attack on MuSiQue
87.9Attack Success Rate (ASR)GRAG-Poison
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GRAG-PoisonRAG Framework=Naive RAG2026.03 | 87.9 | 79.4 | |
| KEPo-MultiRAG Framework=Naive RAG2026.03 | 86.1 | 83.3 | |
| KEPo-SingleRAG Framework=Naive RAG2026.03 | 85.2 | 81.7 | |
| PoisonedRAGRAG Framework=Naive RAG2026.03 | 84.2 | 82.5 | |
| KEPo-MultiRAG Framework=GraphRAG, Search Strategy=Local Search2026.03 | 83.9 | 79.5 | |
| CorruptRAGRAG Framework=Naive RAG2026.03 | 83.4 | 82.3 | |
| KEPo-SingleRAG Framework=GraphRAG, Search Strategy=Local Search2026.03 | 83.2 | 79.6 | |
| GRAG-PoisonRAG Framework=GraphRAG, Search Strategy=Local Search2026.03 | 80.2 | 77.8 | |
| CorruptRAGRAG Framework=GraphRAG, Search Strategy=Local Search2026.03 | 79.7 | 75.5 | |
| KEPo-MultiRAG Framework=LightRAG, Search Strategy=Local Search2026.03 | 77.2 | 76.6 | |
| GRAG-PoisonRAG Framework=LightRAG, Search Strategy=Local Search2026.03 | 76.3 | 74.8 | |
| KEPo-SingleRAG Framework=LightRAG, Search Strategy=Local Search2026.03 | 75.1 | 74.3 | |
| KEPo-MultiRAG Framework=HippoRAG 22026.03 | 74.2 | 72.1 | |
| KEPo-SingleRAG Framework=HippoRAG 22026.03 | 72.5 | 70.7 | |
| CorruptRAGRAG Framework=HippoRAG 22026.03 | 66.3 | 63.9 | |
| CorruptRAGRAG Framework=LightRAG, Search Strategy=Local Search2026.03 | 64.5 | 53.7 | |
| GRAG-PoisonRAG Framework=HippoRAG 22026.03 | 60.2 | 50.4 | |
| KEPo-MultiRAG Framework=LightRAG, Search Strategy=Global Search2026.03 | 59.2 | 56.9 | |
| PoisonedRAGRAG Framework=HippoRAG 22026.03 | 58.2 | 55.6 | |
| KEPo-SingleRAG Framework=LightRAG, Search Strategy=Global Search2026.03 | 57.8 | 54.7 | |
| PoisonedRAGRAG Framework=GraphRAG, Search Strategy=Local Search2026.03 | 53.6 | 46.4 | |
| GRAG-PoisonRAG Framework=LightRAG, Search Strategy=Global Search2026.03 | 50.3 | 49.3 | |
| PoisonedRAGRAG Framework=LightRAG, Search Strategy=Local Search2026.03 | 47.6 | 49.2 | |
| CorruptRAGRAG Framework=LightRAG, Search Strategy=Global Search2026.03 | 46.3 | 38.2 | |
| PoisonedRAGRAG Framework=LightRAG, Search Strategy=Global Search2026.03 | 39.5 | 35.7 | |
| CorruptRAGRAG Framework=GraphRAG, Search Strategy=Global Search2026.03 | 10.8 | 7.2 | |
| KEPo-MultiRAG Framework=GraphRAG, Search Strategy=Global Search2026.03 | 10.7 | 7.1 | |
| KEPo-SingleRAG Framework=GraphRAG, Search Strategy=Global Search2026.03 | 10.3 | 7 | |
| GRAG-PoisonRAG Framework=GraphRAG, Search Strategy=Global Search2026.03 | 6.7 | 4.3 | |
| PoisonedRAGRAG Framework=GraphRAG, Search Strategy=Global Search2026.03 | 6.3 | 4.7 |