Scaling Laws for Neural Language Models

Loss falls as a clean power law in size, data, and compute — and tells you how to spend the budget.

Kaplan et al. · arXiv 2020 · Foundations. Read the paper ↗

A free, interactive, animated visual explainer of Scaling Laws for Neural Language Models — every exhibit computed from the real formulas, with verbatim quotes from the source.

Questions

What is Scaling Laws for Neural Language Models?
Loss falls as a clean power law in size, data, and compute — and tells you how to spend the budget.
Who published Scaling Laws for Neural Language Models, and where?
Kaplan et al. — arXiv 2020 (arXiv:2001.08361).
Where can I find a visual explainer of Scaling Laws for Neural Language Models?
Right here — a free, interactive, animated walkthrough of the whole paper, with exhibits computed from the real formulas and verbatim quotes from the source.

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