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arxiv_llm_reliability · Nov 10, 2026 · paper

Source brief

Framing-Induced Vulnerability in Large Language Models: Evidence from Chinese News Headlines

arxiv.orgNov 10, 2026
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In brief

Large language models increasingly evaluate, route, and moderate news, so a model's judgment of a headline has become a gatekeeping decision. We ask whether that judgment follows the fact being reported or the way the fact is framed. We combine an ecological audit of 63,926 Chine

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