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Scaling-law extrapolation on MNIST high-C holdout

0.127RMSE (log space)Ours (Eq. (2))
0.076520.417260.7581.09874May 9, 2026

Evaluation results

MethodLinks
Ours (Eq. (2))2026.050.127
M4 (D-axis)2026.050.295
BNSL k=22026.050.309
Chinchilla2026.050.332
Muennighoff2026.050.333
Farseer2026.051.389