Adversarial Attack on RAG on FiQA
98.47SASRDEJA
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DEJAGenerator=Llama-2-7B, Retriever=GTR-base2026.04 | 98.47 | 0 | 0.17 | |
| Prompt InjectionLanguage Model=Mistral-7B, Retriever=Contriever2026.04 | 97.89 | 2.11 | 0.52 | |
| DEJAGenerator=Llama-2-13B, Retriever=GTR-base2026.04 | 97.8 | 0 | 0.18 | |
| DEJALanguage Model=Llama-2-7B, Retriever=Contriever2026.04 | 97.8 | 0 | 0.23 | |
| DEJALanguage Model=Llama-2-13B, Retriever=Contriever2026.04 | 97.75 | 0 | 0.16 | |
| DEJALanguage Model=Mistral-7B, Retriever=Contriever2026.04 | 95.79 | 0 | 0.26 | |
| DEJAGenerator=Mistral-7B, Retriever=GTR-base2026.04 | 94.39 | 0 | 0.24 | |
| Prompt InjectionGenerator=Mistral-7B, Retriever=GTR-base2026.04 | 89.47 | 2.11 | 0.66 | |
| PoisonedRAGGenerator=Llama-2-13B, Retriever=GTR-base2026.04 | 83.88 | 1.47 | 0.51 | |
| Prompt InjectionLanguage Model=Llama-2-13B, Retriever=Contriever2026.04 | 83.15 | 16.85 | 0.79 | |
| JammingLanguage Model=Llama-2-7B, Retriever=Contriever2026.04 | 82 | 11 | 0.66 | |
| PoisonedRAGLanguage Model=Llama-2-13B, Retriever=Contriever2026.04 | 80.9 | 3.37 | 0.54 | |
| PoisonedRAGGenerator=Llama-2-7B, Retriever=GTR-base2026.04 | 80.84 | 4.6 | 0.56 | |
| Prompt InjectionGenerator=Llama-2-13B, Retriever=GTR-base2026.04 | 79.12 | 12.45 | 0.8 | |
| PoisonedRAGLanguage Model=Llama-2-7B, Retriever=Contriever2026.04 | 78.02 | 6.59 | 0.6 | |
| JammingGenerator=Llama-2-13B, Retriever=GTR-base2026.04 | 77.33 | 9 | 0.69 | |
| PoisonedRAGLanguage Model=Mistral-7B, Retriever=Contriever2026.04 | 76.84 | 0 | 0.63 | |
| Prompt InjectionLanguage Model=Llama-2-7B, Retriever=Contriever2026.04 | 75.82 | 24.18 | 0.81 | |
| JammingGenerator=Llama-2-7B, Retriever=GTR-base2026.04 | 75.67 | 14 | 0.8 | |
| JammingLanguage Model=Llama-2-13B, Retriever=Contriever2026.04 | 75 | 11 | 0.74 | |
| JammingLanguage Model=Mistral-7B, Retriever=Contriever2026.04 | 70 | 5 | 0.72 | |
| PoisonedRAGGenerator=Mistral-7B, Retriever=GTR-base2026.04 | 69.12 | 0 | 0.71 | |
| JammingGenerator=Mistral-7B, Retriever=GTR-base2026.04 | 68 | 5 | 0.77 | |
| Prompt InjectionGenerator=Llama-2-7B, Retriever=GTR-base2026.04 | 67.82 | 22.99 | 0.91 |