Adversarial Attack on RAG on HotpotQA
89.33SASRDEJA
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DEJALanguage Model=Llama-2-13B, Retriever=Contriever2026.04 | 89.33 | 9.33 | 0.47 | |
| DEJALanguage Model=Mistral-7B, Retriever=Contriever2026.04 | 86.49 | 8.11 | 0.45 | |
| DEJALanguage Model=Llama-2-7B, Retriever=Contriever2026.04 | 85.06 | 11.49 | 0.48 | |
| Prompt InjectionLanguage Model=Mistral-7B, Retriever=Contriever2026.04 | 70.27 | 29.73 | 0.95 | |
| JammingLanguage Model=Llama-2-13B, Retriever=Contriever2026.04 | 35 | 44 | 1.56 | |
| JammingLanguage Model=Llama-2-7B, Retriever=Contriever2026.04 | 30 | 35 | 1.53 | |
| PoisonedRAGLanguage Model=Mistral-7B, Retriever=Contriever2026.04 | 28.38 | 27.03 | 1.45 | |
| JammingLanguage Model=Mistral-7B, Retriever=Contriever2026.04 | 27 | 41 | 1.7 | |
| Prompt InjectionLanguage Model=Llama-2-13B, Retriever=Contriever2026.04 | 24 | 76 | 1.3 | |
| PoisonedRAGLanguage Model=Llama-2-7B, Retriever=Contriever2026.04 | 22.99 | 33.33 | 1.49 | |
| PoisonedRAGLanguage Model=Llama-2-13B, Retriever=Contriever2026.04 | 21.33 | 50.67 | 1.49 | |
| Prompt InjectionLanguage Model=Llama-2-7B, Retriever=Contriever2026.04 | 6.9 | 93.1 | 1.5 |