Topic: refusal

2 stories found

Monday, September 7, 2026

research40

Safety for Whom? Boundary-Aware Self-Distillation for Controlled LLM Safety Refusal

The research proposes a method for creating boundary-aware self-distillation techniques to ensure that large language models (LLMs) can be safely deployed in various contexts while respecting specific ethical or content guidelines. This is crucial because even models trained on similar data can require different restrictions depending on their intended use, such as civics tutoring versus public-sector assistance.

arxiv.orgโ†—

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