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LLMs Prompted for Legal Context Object More: Overrefusal from Small On-Premises LLMs in Criminal Legal Context

arXiv cs.AI · 2026-06-24 Cached

This paper investigates overrefusal in small on-premises LLMs when prompted with legal context, finding that authority-style prefixes increase refusal rates significantly, suggesting instability that could introduce bias in legal applications.

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