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

Qing Zhang, Yifei Huang, Juyoung Lee +2

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 hal…