reference
The paper 'Observational scaling laws and the predictability of langauge model performance' was published in Advances in Neural Information Processing Systems 37 (pp. 15841–15892) and is cited in section 7.2.2 of 'A Survey on the Theory and Mechanism of Large Language Models'.

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