2026
Beyond “Made with AI”: Visualizing Provenance Density to Mitigate the Transparency Penalty
IJCAI 2026
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 as AI-generated. Binary "Made with AI" labels r