ResearchBenchmarksDynamical System Discovery on Dynamical Systems D=3, n=22Dynamical System Discovery on Dynamical Systems D=3, n=22Follow10Performance ($10^{-1}$ Tolerance)SINDy1.683.8468.16Mar 21, 2026Evaluation resultsMethodMethodLinksPerformance ($10^{-1}$ Tolerance)Performance ($10^{-2}$ Tolerance)Performance ($10^{-3}$ Tolerance)Performance ($10^{-4}$ Tolerance)Performance ($10^{-5}$ Tolerance)Performance ($10^{-6}$ Tolerance)SINDy2026.031085100LLM-ODEBackbone=QwenBackbone=Qwen2026.03864200LLM-ODEBackbone=OlmoBackbone=Olmo2026.03420000PySR2026.03443110LLM-ODEBackbone=MistralBackbone=Mistral2026.03333210ODEFormer2026.03210000