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Epoch AI tracked how many training tokens open-weight language models use per active parameter and finds that ratio has grown, since 2022, by about 3.1×

Verified 2026-11-05

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Why it matters

Open models are being fed far more data per chip-parameter than older scaling recipes assumed, which changes how cheaply capable models can be trained and run.

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