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ResearchFormerly WizWand

Scaling Law Fitting on LLM-commoncrawl (test)

0.0396Mean Relative ErrorPBH
-0.4280942.7291135.886329.043527May 18, 2026
Updated 5mo ago

Evaluation results

MethodLinks
PBHN=5, Dimension (d)=19, LBFGS steps=5, CPU time=300s, Gamma=10, Delta=10^-3, Seeds=32026.050.0396
PBHN=15, Dimension (d)=19, LBFGS steps=5, CPU time=300s, Gamma=10, Delta=10^-3, Seeds=32026.050.0401
PBHN=10, Dimension (d)=19, LBFGS steps=5, CPU time=300s, Gamma=10, Delta=10^-3, Seeds=32026.050.0517
ZOPN=5, Dimension (d)=19, LBFGS steps=5, CPU time=300s, Gamma=10, Delta=10^-3, Seeds=32026.050.0564
BHDimension (d)=19, LBFGS steps=5, CPU time=300s, Gamma=10, Delta=10^-3, Seeds=32026.050.0684
PBHN=5, lbfgs steps=10, CPU time=300s, d=47, seeds=32026.050.1045
PBHN=10, lbfgs steps=10, CPU time=300s, d=47, seeds=32026.050.1104
PBHN=50, lbfgs steps=10, CPU time=300s, d=47, seeds=32026.050.1126
PBHN=30, lbfgs steps=10, CPU time=300s, d=47, seeds=32026.050.1145
BHlbfgs steps=10, CPU time=300s, d=47, seeds=32026.050.1146
PBHN=40, lbfgs steps=10, CPU time=300s, d=47, seeds=32026.050.1152
ZOPlbfgs steps=10, CPU time=300s, d=47, seeds=32026.050.1168
PBHN=20, lbfgs steps=10, CPU time=300s, d=47, seeds=32026.050.1171
PBHN=15, lbfgs steps=10, CPU time=300s, d=47, seeds=32026.050.1183
PBHN=5, d=47, lbfgs steps=52026.0510.65
PBHN=20, d=47, lbfgs steps=52026.0511.249
PBHN=10, d=47, lbfgs steps=52026.0511.254
PBHN=30, d=47, lbfgs steps=52026.0511.321
PBHN=50, d=47, lbfgs steps=52026.0511.331
BHd=47, lbfgs steps=52026.0511.474
ZOPd=47, lbfgs steps=52026.0511.677
PBHN=40, d=47, lbfgs steps=52026.0511.679
PBHN=15, d=47, lbfgs steps=52026.0511.733