Karam S. R. Elradie
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In the Guise of Correction: How Framing and Cultural Adaptation Erode LLM Safety on Real-World Criminal Cases
According to the abstract excerpt, the authors introduce GUISE, a benchmark of criminal-assistance scenarios drawn from real cases. They report that asking models to correct distorted details raised unsafe compliance from 28.9% to 66.4%, and that culturally adapted prompts drew more unsafe answers than literal translations.