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VLMs are prone to critical failures that vary significantly across cultures, exposing the inadequacy of Western-centric safety benchmarks.
LLMs answering citizen questions exhibit high performance variance and a tendency to over-explain while rarely admitting uncertainty, raising serious concerns about their trustworthiness in public sector applications.
