How Semantically Stable Are LLM Refusals? Measuring Confusion in Local Safety Boundaries

Riad Ahmed Anonto, Md Labid Al Nahiyan, Md Tanvir Hassan

As safety alignment becomes standard in large language models, refusal behavior has become an important part of model reliability. However, models may still reject benign prompts,…