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Giving vision-language models an explicit action to defer judgment and gather more evidence boosts safety-critical takeover recall from 74.2% to 88.7% over conventional threshold-based alerting.
LLMs can both combat misinformation and generate it, revealing a paradox that demands urgent research attention.