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Adversarial Robustness on Jailbreak Perturbation-based

2.58PerplexityNullSteer
2.32884.02445.727.4156Mar 23, 2026

Evaluation results

MethodLinks
NullSteerBase Model=MiniGPT-42026.032.58
VanillaBase Model=LLaVA-v1.52026.033.68
VanillaBase Model=MiniGPT-42026.033.95
ASTRABase Model=MiniGPT-42026.035.82
VanillaBase Model=Qwen2-VL2026.036.8
NullSteerBase Model=Qwen2-VL2026.036.95
NullSteerBase Model=LLaVA-v1.52026.037.23
ASTRABase Model=LLaVA-v1.52026.038.59
ASTRABase Model=Qwen2-VL2026.038.86