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Amodei compares model scaling to a chemical reaction requiring three ingredients—bigger networks, longer training times, and more data—to be scaled linearly together. Scaling only one ingredient causes the process to stall because the other reagents run out.
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Original excerpt
almost like a chemical reaction, you have three ingredients in the chemical reaction and you need to linearly scale up the three ingredients. If you scale up one, not the others, you run out of the other reagents and the reaction stops.
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nafyi.