Revisiting JBShield: Breaking and Rebuilding Representation-Level Jailbreak Defenses

Kemal Derya, Berk Sunar

Defending large language models (LLMs) against jailbreak attacks, such as Greedy Coordinate Gradient (GCG), remains a challenge, particularly under adaptive threat models where an…