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Scaling Law Fitting on SiQA

0.987Score at Scaling Factor 1e-5

Shannon Scaling Law

Updated 2mo ago

Evaluation Results

Method	Links
Shannon Scaling Law 2026.05		0.987	0.924	0.831	0.92	0.921	0.916	0.06
Perturbation-aware Baseline (Exponential) 2026.05		0.985	0.868	0.748	0.488	0.223	0.662	0.31
Asymmetric Law 2026.05		0.974	0.838	0.758	0.886	0.92	0.875	0.08
Symmetric Law 2026.05		0.965	0.735	0.663	0.683	0.757	0.76	0.12
OpenAI Law 2026.05		0.956	0.58	0	0	-0.879	0.131	0.7
Perturbation-aware Baseline (Power) 2026.05		0.929	0.648	0.379	0.488	0.427	0.574	0.22
Chinchilla Law 2026.05		0.928	0.58	0.167	0.014	0.007	0.339	0.4