Knowledge Base Poisoning Attack on MSMARCO
99ASRrNA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| NATarget Model=Qwen2.5-7B-Instruct, Method Category=Baselines2026.04 | 99 | 32.2 | 32 | |
| NATarget Model=Qwen-7B-R1-distilled, Method Category=Baselines2026.04 | 99 | 24.2 | 24 | |
| NPATarget Model=Qwen2.5-7B-Instruct, Method Category=Baselines2026.04 | 99 | 34.3 | 34 | |
| NPATarget Model=Qwen-7B-R1-distilled, Method Category=Baselines2026.04 | 99 | 25.3 | 25 | |
| PRAGTarget Model=Qwen2.5-7B-Instruct, Method Category=Baselines2026.04 | 99 | 58.6 | 58 | |
| PRAGTarget Model=Qwen-7B-R1-distilled, Method Category=Baselines2026.04 | 99 | 51.5 | 51 | |
| PHATarget Model=Qwen2.5-7B-Instruct, Method Category=Baselines2026.04 | 95 | 68.4 | 65 | |
| PHATarget Model=Qwen-7B-R1-distilled, Method Category=Baselines2026.04 | 95 | 33.7 | 32 | |
| AdversarialCoT (Iterative)Target Model=Qwen2.5-7B-Instruct, Method Category=Ours2026.04 | 91 | 79.1 | 72 | |
| AdversarialCoT (Iterative)Target Model=Qwen-7B-R1-distilled, Method Category=Ours2026.04 | 91 | 81.3 | 74 | |
| AdversarialCoT (Non-iter)Target Model=Qwen2.5-7B-Instruct, Method Category=Ours2026.04 | 74 | 71.6 | 53 | |
| AdversarialCoT (Non-iter)Target Model=Qwen-7B-R1-distilled, Method Category=Ours2026.04 | 74 | 75.7 | 56 |