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ResearchFormerly WizWand

Adversarial Attack on RAG on Natural Questions (NQ)

96.74SASRDEJA
31.490448.430265.3782.3098Apr 20, 2026
Updated 6mo ago

Evaluation results

MethodLinks
DEJALanguage Model=Llama-2-7B, Retriever=Contriever2026.0496.741.090.27
DEJALanguage Model=Llama-2-13B, Retriever=Contriever2026.0495.700.29
DEJAGenerator=Llama-2-7B, Retriever=GTR-base2026.0492.270.970.31
DEJAGenerator=Llama-2-13B, Retriever=GTR-base2026.0488.151.850.42
DEJALanguage Model=Mistral-7B, Retriever=Contriever2026.0486.6700.47
Prompt InjectionLanguage Model=Mistral-7B, Retriever=Contriever2026.0482.228.890.79
DEJAGenerator=Mistral-7B, Retriever=GTR-base2026.0481.7600.52
Prompt InjectionGenerator=Mistral-7B, Retriever=GTR-base2026.0471.232.810.94
PoisonedRAGGenerator=Llama-2-7B, Retriever=GTR-base2026.0464.745.80.85
PoisonedRAGLanguage Model=Llama-2-7B, Retriever=Contriever2026.0458.77.610.92
JammingLanguage Model=Llama-2-7B, Retriever=Contriever2026.0454111.07
JammingLanguage Model=Llama-2-13B, Retriever=Contriever2026.0448101.1
Prompt InjectionLanguage Model=Llama-2-7B, Retriever=Contriever2026.0445.6543.481.15
Prompt InjectionLanguage Model=Llama-2-13B, Retriever=Contriever2026.0444.0946.241.17
PoisonedRAGLanguage Model=Llama-2-13B, Retriever=Contriever2026.0444.0913.981.1
Prompt InjectionGenerator=Llama-2-7B, Retriever=GTR-base2026.0441.5530.431.28
PoisonedRAGLanguage Model=Mistral-7B, Retriever=Contriever2026.0441.112.221.15
PoisonedRAGGenerator=Mistral-7B, Retriever=GTR-base2026.0440.351.41.16
JammingLanguage Model=Mistral-7B, Retriever=Contriever2026.0440101.27
JammingGenerator=Llama-2-7B, Retriever=GTR-base2026.043933.331.57
Prompt InjectionGenerator=Llama-2-13B, Retriever=GTR-base2026.0438.8934.451.3
JammingGenerator=Llama-2-13B, Retriever=GTR-base2026.0438.6712.671.27
PoisonedRAGGenerator=Llama-2-13B, Retriever=GTR-base2026.0437.048.151.21
JammingGenerator=Mistral-7B, Retriever=GTR-base2026.04345.331.25