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28 OCT 2026 · Nathan Lambert

Artificial Analysis v5's Intelligence Index weighs various aspects of language models, including knowledge work, coding, science, and general capabilities, but its methodology has sparked debate due to the complexity of measuring real-world usage and the trade-offs in aggregating scores. The index's emphasis on closed models may overlook the value of open models, which are still capable of performing well in specific tasks, and its shift towards private benchmarks raises concerns about transparency and accountability. AI summary