Safety Paradox: How Enhanced Safety Awareness Leaves LLMs Vulnerable to Posterior Attack.

arXiv:2606.05614v2 Announce Type: replace Abstract: Large language models (LLMs) are rigorously aligned to refuse harmful requests, a process that inherently cultivates a latent capacity to evaluate and recognize unsafe content. In this work, we reveal that th