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

This story is from 2026-09-04. It is preserved in the archive; the latest stories are on the live feed.

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 disclose…

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  1. 2026-09-04 04:00 · arXiv cs.AI
    Beyond "Made with AI": Visualizing Provenance Density to Mitigate the Transparency Penalty

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