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Scaling Law Fitting on StarCoder

0.98Performance (1e-5)

Perturbation-aware Baseline (Exponential)

Updated 2mo ago

Evaluation Results

Method	Links
Perturbation-aware Baseline (Exponential) 2026.05		0.98	0.974	0.961	0.913	0.384	0.842	0.26
Shannon Scaling Law 2026.05		0.977	0.976	0.973	0.901	0.858	0.937	0.05
Asymmetric Law 2026.05		0.97	0.963	0.941	0.872	0.832	0.916	0.06
Symmetric Law 2026.05		0.963	0.95	0.904	0.677	0.641	0.827	0.16
OpenAI Law 2026.05		0.956	0.942	0.881	0.507	-8.336	-1.01	4.1
Perturbation-aware Baseline (Power) 2026.05		0.929	0.899	0.844	0.605	0.384	0.732	0.23
Chinchilla Law 2026.05		0.928	0.903	0.832	0.507	0.002	0.634	0.39