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Scaling-law extrapolation on Chinchilla grid (high-C holdout)

0.007RMSE (log space)Ours (Eq. (2))
0.00460.02080.0370.0532May 9, 2026

Evaluation results

MethodLinks
Ours (Eq. (2))2026.050.007
Chinchilla2026.050.024
Muennighoff2026.050.024
Farseer2026.050.03
M4 (D-axis)2026.050.067
BNSL k=22026.050.067