When LLM Defenses Backfire: Characterizing Safety, Performance, and Cost Trade-offs

Tong Zhang, Zexin Li, Simin Chen +1

Jailbreak defenses are essential for protecting large language models (LLMs), but they can also introduce secondary costs that weaken model utility. We present a systematic study o…