Clarifying Hyperparameter Claims in Scaling Laws Research

JJitsev · x · 2026-08-20

JJitsev clarifies a common misunderstanding regarding scaling laws by distinguishing two claims: deriving scaling laws requires thorough hyperparameter tuning at smaller scales, while identifying hyperparameters at larger scales is easier, making small prediction errors acceptable.

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