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Mozilla AI presented a tutorial on contextual LLM guardrail evaluation at ACM FAccT in Montreal. The team tested 120 refugee-focused scenario pairs across five languages, finding that text-only guardrails miss factuality gaps. Agentic guardrails with search tools changed evidence in 90% of cases but verdicts rarely shifted. Mozilla released the open MHRE evaluation data and the Otari LLM gateway.
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