ResearchBenchmarksDynamical System Discovery on Dynamical Systems D=2, n=28Dynamical System Discovery on Dynamical Systems D=2, n=28Follow18Success Rate (Tol 10^-1)LLM-ODE11.7613.381516.62Mar 21, 2026Evaluation resultsMethodMethodLinksSuccess Rate (Tol 10^-1)Success Rate (Tol 10^-2)Success Rate (Tol 10^-3)Success Rate (Tol 10^-4)Success Rate (Tol 10^-5)Success Rate (Tol 10^-6)LLM-ODEBackbone=OlmoBackbone=Olmo2026.03181210951SINDy2026.03181612963LLM-ODEBackbone=QwenBackbone=Qwen2026.0317119443PySR2026.031696621LLM-ODEBackbone=MistralBackbone=Mistral2026.0315107631ODEFormer2026.031251000