LLMs fail to reliably detect culturally embedded health misinformation on YouTube because promotional and debunking content share similar rhetorical registers that blend tradition with pseudo-science, and this limitation persists across prompt variations.
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When Cow Urine Cures Constipation on YouTube: Limits of LLMs in Detecting Culture-specific Health Misinformation
LLMs fail to reliably detect culturally embedded health misinformation on YouTube because promotional and debunking content share similar rhetorical registers that blend tradition with pseudo-science, and this limitation persists across prompt variations.