Why does GPT-4 know more than GPT-2? Why does Llama 3 8B outperform models with 10× more parameters from two years ago? The answer lies in scaling laws — empirical formulas that predict how a model's quality depends on three numbers: how many parameters it has, how much data it trained on, and how much compute was spent.
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