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Question Answering on TriviaQA (TQA) (test) (Robust Accuracy)

75.4Robust AccuracySampling + MIS
9.04826.27443.560.726Sep 27, 2025
Updated 8mo ago

Evaluation results

MethodLinks
Sampling + MISModel=GPT-4o-mini, Poison Position=25, k=502025.0975.4
Sampling + MISModel=GPT-4o-mini, Poison Position=50, k=502025.0974.6
Sampling + MISModel=Mistral-7B, Poison Position=50, k=502025.0967.6
AstuteRAGModel=GPT-4o-mini, Poison Position=50, k=502025.0966.4
Sampling + MISModel=Mistral-7B, Poison Position=25, k=502025.0965.8
AstuteRAGModel=GPT-4o-mini, Poison Position=25, k=502025.0965.8
Sampling + MISModel=Llama3.2-3B, Poison Position=25, k=502025.0964
RobustRAGModel=GPT-4o-mini, Poison Position=25, k=502025.0963.8
RobustRAGModel=GPT-4o-mini, Poison Position=50, k=502025.0963
RobustRAGModel=GPT-4o-mini, Poison Position=1, k=502025.0962.6
Sampling + MISModel=Llama3.2-3B, Poison Position=50, k=502025.0962
Vanilla RAGModel=GPT-4o-mini, Poison Position=25, k=502025.0961.8
AstuteRAGModel=GPT-4o-mini, Poison Position=1, k=502025.0961
Vanilla RAGModel=GPT-4o-mini, Poison Position=50, k=502025.0960.8
AstuteRAGModel=Llama3.2-3B, Poison Position=1, k=502025.0960.6
Sampling + MISModel=GPT-4o-mini, Poison Position=1, k=502025.0959.6
AstuteRAGModel=Mistral-7B, Poison Position=1, k=502025.0957.8
RobustRAGModel=Llama3.2-3B, Poison Position=25, k=502025.0957.8
RobustRAGModel=Llama3.2-3B, Poison Position=1, k=502025.0957.6
RobustRAGModel=Llama3.2-3B, Poison Position=50, k=502025.0957.6
Sampling + MISModel=Mistral-7B, Poison Position=1, k=502025.0956.2
AstuteRAGModel=Mistral-7B, Poison Position=25, k=502025.0955.4
InstructRAGModel=GPT-4o-mini, Poison Position=50, k=502025.0955.2
AstuteRAGModel=Mistral-7B, Poison Position=50, k=502025.0955
InstructRAGModel=GPT-4o-mini, Poison Position=25, k=502025.0954.6
RobustRAGModel=Mistral-7B, Poison Position=50, k=502025.0954.4
RobustRAGModel=Mistral-7B, Poison Position=25, k=502025.0954.2
RobustRAGModel=Mistral-7B, Poison Position=1, k=502025.0953.4
Sampling + MISModel=Llama3.2-3B, Poison Position=1, k=502025.0953.2
AstuteRAGModel=Llama3.2-3B, Poison Position=25, k=502025.0953
InstructRAGModel=Mistral-7B, Poison Position=1, k=502025.0951.2
Vanilla RAGModel=Mistral-7B, Poison Position=1, k=502025.0949.6
Vanilla RAGModel=Llama3.2-3B, Poison Position=1, k=502025.0949.2
AstuteRAGModel=Llama3.2-3B, Poison Position=50, k=502025.0946.6
InstructRAGModel=Llama3.2-3B, Poison Position=1, k=502025.0946.4
InstructRAGModel=GPT-4o-mini, Poison Position=1, k=502025.0944.2
Vanilla RAGModel=GPT-4o-mini, Poison Position=1, k=502025.0942.4
InstructRAGModel=Mistral-7B, Poison Position=25, k=502025.0941.8
InstructRAGModel=Llama3.2-3B, Poison Position=25, k=502025.0938.6
Vanilla RAGModel=Llama3.2-3B, Poison Position=25, k=502025.0937.6
InstructRAGModel=Mistral-7B, Poison Position=50, k=502025.0935.4
InstructRAGModel=Llama3.2-3B, Poison Position=50, k=502025.0933.8
Vanilla RAGModel=Llama3.2-3B, Poison Position=50, k=502025.0925.6
Vanilla RAGModel=Mistral-7B, Poison Position=25, k=502025.0922.6
Vanilla RAGModel=Mistral-7B, Poison Position=50, k=502025.0911.6