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News/Copies Are Not Confirmations: How News Duplication Fools LLM Judges and Continual Learners
arxiv
PublishedNovember 10, 2026 at 5:00 AM

Copies Are Not Confirmations: How News Duplication Fools LLM Judges and Continual Learners

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Publisher summary· verbatim

arXiv:2611.09203v1 Announce Type: cross Abstract: Many news reports of a claim are copies of one source: wire stories, content shared within a media group, syndicated features and press releases. We ask whether LLM judges and continual learners treat such copies as independent confirmations. In 200,

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