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Multiple-choice QA on RQA-MC

81AccuracyDecoding_r
6.1225.564564.44May 24, 2024

Evaluation results

MethodLinks
Decoding_rLLM=Mistral-I7B, Defense=Decoding_r2024.058171—
VanillaLLM=Mistral-I7B, Defense=Vanilla2024.0580——
VanillaLLM=Llama2-C7B, Defense=Vanilla2024.0579——
Decoding_rLLM=Llama2-C7B, Defense=Decoding_r2024.057869—
No RAGLLM=Llama2-C7B, Defense=No RAG2024.0521——
No RAGLLM=Mistral-I7B, Defense=No RAG2024.059——
No RAGLLM=GPT-3.5, Retrieved passages (k)=0, Corruption size (k')=12024.05——8
RobustRAG (Keyword)LLM=GPT-3.5, Retrieved passages (k)=10, Corruption size (k')=12024.05—69.676.4
VanillaLLM=GPT-3.5, Retrieved passages (k)=10, Corruption size (k')=12024.05—080.4