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Bridging Compute- and Data-Optimal Pretraining
A unified compute-data scaling framework introduces token effectiveness to bridge data-rich and fixed-corpus regimes, showing diminishing returns and three operational regimes that render classical compute-optimal allocations suboptimal.
Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 1 on Hugging Face
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AI panel: 14 of 20 reviewers recommend it
lenient 5/5
medium 8/10
strict 1/5