Discern Truth from Falsehood: Reducing Over-Refusal via Contrastive Refinement

Yuxiao Lu, Lin Xu, Yang Sun +2

Large language models (LLMs) aligned for safety often suffer from over-refusal, the tendency to reject seemingly toxic or benign prompts by misclassifying them as toxic. This behav…