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ResearchFormerly WizWand

Scaling Law Fitting on LLM-c4 (test)

0.0411MREPBH
-0.4201482.6929385.8060258.919112May 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=32026.050.0411
PBHN=15, Dimension (d)=19, LBFGS steps=5, CPU time=300s, Gamma=10, Delta=10^-3, Seeds=32026.050.0417
PBHN=10, Dimension (d)=19, LBFGS steps=5, CPU time=300s, Gamma=10, Delta=10^-3, Seeds=32026.050.0453
BHDimension (d)=19, LBFGS steps=5, CPU time=300s, Gamma=10, Delta=10^-3, Seeds=32026.050.0698
ZOPN=5, Dimension (d)=19, LBFGS steps=5, CPU time=300s, Gamma=10, Delta=10^-3, Seeds=32026.050.0706
PBHN=50, lbfgs steps=10, CPU time=300s, d=47, seeds=32026.0510.716
PBHN=15, lbfgs steps=10, CPU time=300s, d=47, seeds=32026.0510.874
PBHN=20, lbfgs steps=10, CPU time=300s, d=47, seeds=32026.0510.936
PBHN=5, lbfgs steps=10, CPU time=300s, d=47, seeds=32026.0510.937
PBHN=10, lbfgs steps=10, CPU time=300s, d=47, seeds=32026.0510.949
PBHN=50, d=47, lbfgs steps=52026.0510.992
BHd=47, lbfgs steps=52026.0511.06
PBHN=30, lbfgs steps=10, CPU time=300s, d=47, seeds=32026.0511.115
PBHN=20, d=47, lbfgs steps=52026.0511.161
PBHN=30, d=47, lbfgs steps=52026.0511.201
PBHN=40, d=47, lbfgs steps=52026.0511.203
PBHN=5, d=47, lbfgs steps=52026.0511.226
PBHN=10, d=47, lbfgs steps=52026.0511.266
ZOPd=47, lbfgs steps=52026.0511.309
ZOPlbfgs steps=10, CPU time=300s, d=47, seeds=32026.0511.309
BHlbfgs steps=10, CPU time=300s, d=47, seeds=32026.0511.314
PBHN=40, lbfgs steps=10, CPU time=300s, d=47, seeds=32026.0511.472
PBHN=15, d=47, lbfgs steps=52026.0511.571