SafeConstellations: Mitigating Over-Refusals in LLMs Through Task-Aware Representation Steering

Utsav Maskey, Sumit Yadav, Mark Dras +1

LLMs increasingly exhibit over-refusal behavior, where safety mechanisms cause models to reject benign instructions that seemingly resemble harmful content. This phenomenon diminis…