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Scaling-law extrapolation on Muennighoff grid (high-D holdout)

0.044RMSE (log space)Ours (Eq. (2))
0.041240.059870.07850.09713May 9, 2026

Evaluation results

MethodLinks
Ours (Eq. (2))2026.050.044
Muennighoff2026.050.079
M4 (D-axis)2026.050.101
BNSL k=22026.050.103
Chinchilla2026.050.112
Farseer2026.050.113