Poisoning Attack on Graph-Medical
72.2Attack Success Rate (ASR)PoisonedRAG
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PoisonedRAGRAG Framework=Naive RAG2026.03 | 72.2 | 70.4 | |
| KEPo-MultiRAG Framework=Naive RAG2026.03 | 72.1 | 71 | |
| CorruptRAGRAG Framework=Naive RAG2026.03 | 72 | 69.6 | |
| KEPo-SingleRAG Framework=Naive RAG2026.03 | 71.2 | 70.1 | |
| GRAG-PoisonRAG Framework=Naive RAG2026.03 | 69.9 | 65.8 | |
| KEPo-MultiRAG Framework=GraphRAG, Search Strategy=Local Search2026.03 | 64.3 | 51 | |
| KEPo-SingleRAG Framework=GraphRAG, Search Strategy=Local Search2026.03 | 63.2 | 50.5 | |
| KEPo-MultiRAG Framework=LightRAG, Search Strategy=Local Search2026.03 | 58.6 | 55 | |
| KEPo-SingleRAG Framework=LightRAG, Search Strategy=Local Search2026.03 | 57.4 | 53.7 | |
| CorruptRAGRAG Framework=LightRAG, Search Strategy=Local Search2026.03 | 50.3 | 52.1 | |
| KEPo-MultiRAG Framework=LightRAG, Search Strategy=Global Search2026.03 | 44.9 | 34 | |
| KEPo-MultiRAG Framework=GraphRAG, Search Strategy=Global Search2026.03 | 44.8 | 40.2 | |
| KEPo-SingleRAG Framework=GraphRAG, Search Strategy=Global Search2026.03 | 43.3 | 38.4 | |
| KEPo-SingleRAG Framework=LightRAG, Search Strategy=Global Search2026.03 | 42.5 | 31.1 | |
| KEPo-MultiRAG Framework=HippoRAG 22026.03 | 41.1 | 37.3 | |
| KEPo-SingleRAG Framework=HippoRAG 22026.03 | 39.9 | 37.4 | |
| CorruptRAGRAG Framework=GraphRAG, Search Strategy=Local Search2026.03 | 34.2 | 46.3 | |
| CorruptRAGRAG Framework=LightRAG, Search Strategy=Global Search2026.03 | 33.2 | 29.8 | |
| GRAG-PoisonRAG Framework=LightRAG, Search Strategy=Local Search2026.03 | 29.7 | 33.2 | |
| GRAG-PoisonRAG Framework=GraphRAG, Search Strategy=Local Search2026.03 | 28.7 | 29.4 | |
| CorruptRAGRAG Framework=HippoRAG 22026.03 | 22.5 | 19.7 | |
| GRAG-PoisonRAG Framework=LightRAG, Search Strategy=Global Search2026.03 | 21.9 | 21.6 | |
| GRAG-PoisonRAG Framework=HippoRAG 22026.03 | 21.3 | 19.3 | |
| PoisonedRAGRAG Framework=HippoRAG 22026.03 | 20.8 | 17.1 | |
| CorruptRAGRAG Framework=GraphRAG, Search Strategy=Global Search2026.03 | 19.6 | 26.7 | |
| PoisonedRAGRAG Framework=GraphRAG, Search Strategy=Local Search2026.03 | 15.2 | 10.6 | |
| PoisonedRAGRAG Framework=LightRAG, Search Strategy=Local Search2026.03 | 14.8 | 11.3 | |
| PoisonedRAGRAG Framework=LightRAG, Search Strategy=Global Search2026.03 | 13.4 | 7.8 | |
| GRAG-PoisonRAG Framework=GraphRAG, Search Strategy=Global Search2026.03 | 12.6 | 11.5 | |
| PoisonedRAGRAG Framework=GraphRAG, Search Strategy=Global Search2026.03 | 10.4 | 9.1 |