Inherited or Learned? Backdoor Selectivity in Distilled Language Models

Distillation is a routine step in building small language models, and a backdoored teacher can pass its backdoor to the student. We study what a student inherits when the backdoor is a rare string that triggers a fixed refusal. Keeping the trigger fixed, we vary only where it appears, at a random wo