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

0.033RMSE (log space)Ours (Eq. (2))
0.028760.057380.0860.11462May 9, 2026

Evaluation results

MethodLinks
Ours (Eq. (2))2026.050.033
M4 (D-axis)2026.050.079
Farseer2026.050.1
Chinchilla2026.050.115
Muennighoff2026.050.115
BNSL k=22026.050.139