Chao Chen

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

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 mitigation methods, why safety-aligned LLMs may still reject harmless queries under correct safety supervision rem...