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Question Answering on Natural Questions (NQ) (test) (Robust Accuracy)

68Robust AccuracySampling + MIS
36.844.95361.1Sep 27, 2025
Updated 8mo ago

Evaluation results

MethodLinks
Sampling + MISModel=GPT-4o-mini, Poison Position=50, k=502025.0968
Sampling + MISModel=GPT-4o-mini, Poison Position=25, k=502025.0967.6
Vanilla RAGModel=GPT-4o-mini, Poison Position=50, k=502025.0963.6
Sampling + MISModel=GPT-4o-mini, Poison Position=1, k=502025.0963.6
Vanilla RAGModel=GPT-4o-mini, Poison Position=25, k=502025.0962.8
RobustRAGModel=GPT-4o-mini, Poison Position=25, k=502025.0962.4
RobustRAGModel=GPT-4o-mini, Poison Position=50, k=502025.0962.2
Sampling + MISModel=Mistral-7B, Poison Position=25, k=502025.0961.3
InstructRAGModel=Mistral-7B, Poison Position=1, k=502025.0960.8
Sampling + MISModel=Mistral-7B, Poison Position=50, k=502025.0960.4
RobustRAGModel=GPT-4o-mini, Poison Position=1, k=502025.0960.4
AstuteRAGModel=GPT-4o-mini, Poison Position=50, k=502025.0960
InstructRAGModel=Mistral-7B, Poison Position=25, k=502025.0959.8
Vanilla RAGModel=GPT-4o-mini, Poison Position=1, k=502025.0959
InstructRAGModel=Llama3.2-3B, Poison Position=1, k=502025.0958.8
AstuteRAGModel=GPT-4o-mini, Poison Position=25, k=502025.0958.2
Sampling + MISModel=Llama3.2-3B, Poison Position=25, k=502025.0957.6
InstructRAGModel=Mistral-7B, Poison Position=50, k=502025.0957
Sampling + MISModel=Llama3.2-3B, Poison Position=50, k=502025.0957
Vanilla RAGModel=Mistral-7B, Poison Position=1, k=502025.0955.8
Sampling + MISModel=Llama3.2-3B, Poison Position=1, k=502025.0955.2
InstructRAGModel=Llama3.2-3B, Poison Position=25, k=502025.0955
Sampling + MISModel=Mistral-7B, Poison Position=1, k=502025.0954.6
AstuteRAGModel=Llama3.2-3B, Poison Position=25, k=502025.0954.2
AstuteRAGModel=Llama3.2-3B, Poison Position=1, k=502025.0953.8
AstuteRAGModel=GPT-4o-mini, Poison Position=1, k=502025.0953.8
InstructRAGModel=GPT-4o-mini, Poison Position=50, k=502025.0953.8
RobustRAGModel=Llama3.2-3B, Poison Position=50, k=502025.0953.2
InstructRAGModel=GPT-4o-mini, Poison Position=1, k=502025.0952.8
InstructRAGModel=GPT-4o-mini, Poison Position=25, k=502025.0952.8
RobustRAGModel=Llama3.2-3B, Poison Position=25, k=502025.0952.2
Vanilla RAGModel=Llama3.2-3B, Poison Position=1, k=502025.0952
RobustRAGModel=Llama3.2-3B, Poison Position=1, k=502025.0951.4
AstuteRAGModel=Mistral-7B, Poison Position=25, k=502025.0950.6
AstuteRAGModel=Llama3.2-3B, Poison Position=50, k=502025.0950.2
AstuteRAGModel=Mistral-7B, Poison Position=1, k=502025.0949.8
AstuteRAGModel=Mistral-7B, Poison Position=50, k=502025.0948.2
InstructRAGModel=Llama3.2-3B, Poison Position=50, k=502025.0947.6
RobustRAGModel=Mistral-7B, Poison Position=50, k=502025.0947.2
RobustRAGModel=Mistral-7B, Poison Position=25, k=502025.0946.4
RobustRAGModel=Mistral-7B, Poison Position=1, k=502025.0946
Vanilla RAGModel=Mistral-7B, Poison Position=25, k=502025.0943.4
Vanilla RAGModel=Llama3.2-3B, Poison Position=25, k=502025.0943.4
Vanilla RAGModel=Llama3.2-3B, Poison Position=50, k=502025.0942.2
Vanilla RAGModel=Mistral-7B, Poison Position=50, k=502025.0938