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News/Beyond "Made with AI": Visualizing Provenance Density to Mitigate the Transparency Penalty
arxiv
PublishedSeptember 4, 2026 at 4:00 AM
—neutral

Beyond "Made with AI": Visualizing Provenance Density to Mitigate the Transparency Penalty

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arXiv:2609.03460v1 Announce Type: new Abstract: As generative AI makes polished prose cheap to produce, users can no longer rely on fluency as a proxy for truth. We call this failure mode the Fluency Trap: users trust fluent hallucinations while also discounting accurate content once it is disclosed

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