Seunghyun Lee

Mark, Don't Erase: Token Inoculation for Dual-Use Knowledge in LLMs

Seunghyun Lee, Dongyoon Han, Sangdoo Yun

Safety interventions on dual-use knowledge typically choose between destroying hazardous content (e.g., unlearning, filtering) and suppressing it at the output layer (e.g., refusal training); both pay a tax in adjacent-domain competence or over-refusal. We argue that the right op…Read more