Asked about Predicting capability from compute

What are scaling laws and why do they matter?

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Loss falls as a power law in compute, data and parameters, consistently across many orders of magnitude. They let a lab predict the loss a compute budget will reach before committing, which turns a very expensive training run into a planned decision.

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