Shuyi Yu

Random Character-Level Perturbations Amplify LLM Jailbreak Attacks

This work finds that models cannot reliably reconstruct the original meaning and layer-wise probe classifiers fail to detect the harmful intent of perturbed prompts, and perturbations can occasionally reduce attack success by inducing off-topic or incoherent responses.