Nathan Lambert: open models' demise exaggerated, but AA index flattered them

natolambert · x · 2026-10-28

Nathan Lambert reviews Artificial Analysis v5 and the benchmarking industry: claims of open models' demise are exaggerated, but the previous AA index did flatter them. His core argument: making benchmark scores go up has a clear, expensive playbook, while creating meaningful benchmarks at the true frontier remains under-appreciated as a hard problem — the industry needs more specific intelligence indices since LLMs serve vastly different tasks.

Related event: Nathan Lambert on the Benchmarker's Dilemma and Open Model Rankings(4 posts)→

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