AIDwarkesh Podcast1h ago

Analysis: from 2019 to 2025, gains in pretraining compute efficiency

Analysis: from 2019 to 2025, gains in pretraining compute efficiency came mostly from data improvements rather than model improvements

Analysis: from 2019 to 2025, gains in pretraining compute efficiency

TL;DRAI got better mostly by using better data, not smarter model designs.

Why it matters: Understanding where gains come from shapes how companies allocate R&D resources and compute budgets going forward.

Breaking down 6 years of pretraining progress into data vs model improvements — How much of the rapid progress in AI that we've seen over the last few years 1 …

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Source: Dwarkesh Podcast · Opens in new tab