Meta Paper: Scaling Laws Hold in Tiny Models

ChengleiSi · x · 2026-08-16

A Meta paper reveals that scaling laws appear in tiny models (4M params) provided hyperparameters are well-tuned. Small models are highly sensitive to hyperparameters, but this sensitivity fades with scale, making tuning easier. This suggests previous failures in scaling laws at small scales were due to under-tuning.

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