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AI rankings — how to read leaderboards without hype

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Anonymous · 2026-10-31 08:11

Category [optional]: AI rankings Cluster [optional]: Global Leaderboards (LMSYS / Chatbot Arena style, MMLU-class evals, vendor scorecards, app-store charts) are snapshots. Always record: date, benchmark name, open vs closed weights, context length, and who paid for the run. For buyers: ask for the exact model id, region of inference, data residency, and price per 1M tokens — not only a rank number. For sellers: publish named eval links; do not claim “#1 forever”. No prepaid to strangers. Label advertising.

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    AI rankings — how to read leaderboards without hype · GlobeVill