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ResearchFormerly WizWand

Adversarial Attack on RAG on FiQA

98.47SASRDEJA
66.59474.869583.14591.4205Apr 20, 2026
Updated 6mo ago

Evaluation results

MethodLinks
DEJAGenerator=Llama-2-7B, Retriever=GTR-base2026.0498.4700.17
Prompt InjectionLanguage Model=Mistral-7B, Retriever=Contriever2026.0497.892.110.52
DEJAGenerator=Llama-2-13B, Retriever=GTR-base2026.0497.800.18
DEJALanguage Model=Llama-2-7B, Retriever=Contriever2026.0497.800.23
DEJALanguage Model=Llama-2-13B, Retriever=Contriever2026.0497.7500.16
DEJALanguage Model=Mistral-7B, Retriever=Contriever2026.0495.7900.26
DEJAGenerator=Mistral-7B, Retriever=GTR-base2026.0494.3900.24
Prompt InjectionGenerator=Mistral-7B, Retriever=GTR-base2026.0489.472.110.66
PoisonedRAGGenerator=Llama-2-13B, Retriever=GTR-base2026.0483.881.470.51
Prompt InjectionLanguage Model=Llama-2-13B, Retriever=Contriever2026.0483.1516.850.79
JammingLanguage Model=Llama-2-7B, Retriever=Contriever2026.0482110.66
PoisonedRAGLanguage Model=Llama-2-13B, Retriever=Contriever2026.0480.93.370.54
PoisonedRAGGenerator=Llama-2-7B, Retriever=GTR-base2026.0480.844.60.56
Prompt InjectionGenerator=Llama-2-13B, Retriever=GTR-base2026.0479.1212.450.8
PoisonedRAGLanguage Model=Llama-2-7B, Retriever=Contriever2026.0478.026.590.6
JammingGenerator=Llama-2-13B, Retriever=GTR-base2026.0477.3390.69
PoisonedRAGLanguage Model=Mistral-7B, Retriever=Contriever2026.0476.8400.63
Prompt InjectionLanguage Model=Llama-2-7B, Retriever=Contriever2026.0475.8224.180.81
JammingGenerator=Llama-2-7B, Retriever=GTR-base2026.0475.67140.8
JammingLanguage Model=Llama-2-13B, Retriever=Contriever2026.0475110.74
JammingLanguage Model=Mistral-7B, Retriever=Contriever2026.047050.72
PoisonedRAGGenerator=Mistral-7B, Retriever=GTR-base2026.0469.1200.71
JammingGenerator=Mistral-7B, Retriever=GTR-base2026.046850.77
Prompt InjectionGenerator=Llama-2-7B, Retriever=GTR-base2026.0467.8222.990.91