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Brown University
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Cross-lingual safety transfer in LLMs is a mirage, with harmful prompts losing over 90% of their safety signals in low-resource languages.
Current safety benchmarks fail dramatically when applied to African languages, necessitating culturally-grounded benchmarks like UbuntuGuard to avoid overestimating multilingual safety.
