Revisiting Over-refusal in Safety-aligned Large Language Models: A Representation and Optimization Perspective.

arXiv:2610.39802v1 Announce Type: new Abstract: Over-refusal is a critical side effect of safety alignment in large language models (LLMs), causing harmless but superficially risky queries to be mistakenly rejected. Despite the effectiveness of existing mitiga