#gcg-attack News & Analysis

Tracing the Dynamics of Refusal: Exploiting Latent Refusal Trajectories for Robust Jailbreak Detection

Researchers propose SALO, a jailbreak detection method that identifies persistent 'refusal trajectories' across model layers, rather than relying on static terminal representations. The detector demonstrates improved detection rates against adversarial attacks on multiple LLM architectures, though with acknowledged limitations against adaptive attacks.