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AI Content Provenance on Platforms — Clarity Today

Topic

AI Content Provenance on Platforms

Consumer-facing labelling of suspected AI-written content on publishing platforms and preprint mirrors such as Substack and alphaXiv.

Current clusters

science1 distinct publisher

AI text detectors are good enough to deploy. The appeals process is what nobody has written.

Cancer-journal editors are already catching undisclosed LLM use in peer review with commercial software. The unresolved question is what happens to a flagged researcher who says no.

Publishers:nature.com

Reality

Evidence64
Adoption68
Hype gap+22
Incentives74

Confidence55