Scaling Laws Hold Even in 4M-Parameter Models, Meta Paper Shows

A Meta paper argues small models are not poor predictors of scaling laws but are simply under-tuned, showing scaling laws still emerge in models as small as 4 million parameters when hyperparameters are properly optimized.

2026-08-16 ~ 2026-08-17 · 2 related posts

• Meta Paper: Scaling Laws Hold in Tiny Models — ChengleiSi · 2026-08-16
• Meta Paper: Small Models Need Broad Tuning to Predict Scaling Laws — rohanpaul_ai · 2026-08-17