How AI benchmarks work — and why they keep "saturating"
MMLU, SWE-bench, ARC and LMArena: how AI benchmarks are built, what their scores really measure, why models quickly max them out and how to read leaderboards.
AI Desk4 min read
Research & Science
Benchmarks & Leaderboards
Results, comparisons and the metrics behind them.
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Quick take: benchmark scores won't tell you which AI model to use
Why leaderboard rankings are a poor guide to choosing an AI model for your work, what they do measure, and a simple way to test models on your own tasks.
AI Desk3 min read