2025
COVER: Context-Driven Over-Refusal Verification in LLMs
ACL 2025finding
We introduce the concept of context-driven over-refusal, an abstention arising when model’s safety guardrails are triggered by the grounding knowledge provided alongside the user’s request. Distinct from question-driven over-refusal, this occurs in both retrieval-augmented generation (RAG) and natur…