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ResearchFormerly WizWand

Adversarial Robustness Evaluation on OpenBookQA (QA)

100Attack Success Rate (ASR)CacheTrap
99.16899.38499.699.816Nov 27, 2025
Updated 8mo ago

Evaluation results

MethodLinks
CacheTrapModel=LLaMA-2-7B, Target Class=02025.1110080
CacheTrapModel=LLaMA-2-7B, Target Class=12025.11100—
CacheTrapModel=LLaMA-2-7B, Target Class=22025.11100—
CacheTrapModel=LLaMA-2-7B, Target Class=32025.11100—
CacheTrapModel=LLaMA-3.1-8B, Target Class=02025.1110087.8
CacheTrapModel=LLaMA-3.1-8B, Target Class=12025.11100—
CacheTrapModel=LLaMA-3.1-8B, Target Class=22025.11100—
CacheTrapModel=LLaMA-3.1-8B, Target Class=32025.11100—
CacheTrapModel=Mistral-7B, Target Class=02025.1110085.6
CacheTrapModel=Mistral-7B, Target Class=12025.11100—
CacheTrapModel=Mistral-7B, Target Class=22025.11100—
CacheTrapModel=Qwen-2.5-3B, Target Class=02025.1110086
CacheTrapModel=Qwen-2.5-3B, Target Class=12025.11100—
CacheTrapModel=Qwen-2.5-3B, Target Class=22025.11100—
CacheTrapModel=Qwen-2.5-3B, Target Class=32025.11100—
CacheTrapModel=DeepSeek-7B, Target Class=02025.1110075.2
CacheTrapModel=DeepSeek-7B, Target Class=12025.11100—
CacheTrapModel=DeepSeek-7B, Target Class=22025.11100—
CacheTrapModel=DeepSeek-7B, Target Class=32025.11100—
CacheTrapModel=Mistral-7B, Target Class=32025.1199.2—