Corpus Poisoning Attack on MS-MARCO
90.7ASRCRCP
Evaluation Results
| Method | Links | |
|---|---|---|
| CRCPModel=DeepSeek-R1, Defense Method=VanillaRAG2026.06 | 90.7 | |
| CRCPModel=LLaMA-2-7B, Defense Method=VanillaRAG2026.06 | 90.3 | |
| CRCPModel=Qwen2.5-7B, Defense Method=VanillaRAG2026.06 | 90.23 | |
| CRCPModel=GPT-4o, Defense Method=VanillaRAG2026.06 | 89.15 | |
| CRCPModel=DeepSeek-R1, Defense Method=InstructRAG2026.06 | 83.68 | |
| CRCPModel=GPT-4o, Defense Method=InstructRAG2026.06 | 82.1 | |
| CRCPModel=LLaMA-2-7B, Defense Method=InstructRAG2026.06 | 80.09 | |
| CRCPModel=LLaMA-2-7B, Defense Method=SeconRAG2026.06 | 78.93 | |
| CRCPModel=GPT-4o, Defense Method=SeconRAG2026.06 | 77.85 | |
| CRCPModel=LLaMA-2-7B, Defense Method=TrustRAG2026.06 | 77.75 | |
| CRCPModel=GPT-4o, Defense Method=TrustRAG2026.06 | 77.09 | |
| CRCPModel=LLaMA-2-7B, Defense Method=ASTUTERAG2026.06 | 76.29 | |
| CRCPModel=DeepSeek-R1, Defense Method=ASTUTERAG2026.06 | 74.97 | |
| CRCPModel=DeepSeek-R1, Defense Method=TrustRAG2026.06 | 72.41 | |
| CRCPModel=Qwen2.5-7B, Defense Method=InstructRAG2026.06 | 72.1 | |
| CRCPModel=Qwen2.5-7B, Defense Method=ASTUTERAG2026.06 | 70.71 | |
| CRCPModel=GPT-4o, Defense Method=ASTUTERAG2026.06 | 70.13 | |
| CRCPModel=Qwen2.5-7B, Defense Method=SeconRAG2026.06 | 69.04 | |
| CRCPModel=Qwen2.5-7B, Defense Method=TrustRAG2026.06 | 68.43 | |
| CRCPModel=DeepSeek-R1, Defense Method=SeconRAG2026.06 | 67.82 |