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Scaling-law extrapolation on TinyStories high-C holdout

0.095RMSE (log space)Muennighoff
0.085320.150660.2160.28134May 9, 2026

Evaluation results

MethodLinks
Muennighoff2026.050.095
Farseer2026.050.119
Chinchilla2026.050.173
Ours (Eq. (2))2026.050.184
BNSL k=22026.050.324
M4 (D-axis)2026.050.337