Behavioral safety evals miss latent vulnerabilities; Latent Vulnerability Score proposed

Models can pass behavioral safety benchmarks while remaining exploitable via harmful fine-tuning or layer-wise latent perturbations. The paper formalizes this as the audit gap and introduces the Latent Vulnerability Score (LVS) to quantify representation-level robustness independently of output behavior.