ResearchBenchmarksDynamical System Discovery on Dynamical Systems D=1, n=23Dynamical System Discovery on Dynamical Systems D=1, n=23Follow21Success Rate (Tol 10^-1)LLM-ODE17.8818.6919.520.31Mar 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=Olmo2026.0321191816118LLM-ODEBackbone=QwenBackbone=Qwen2026.0321201716138LLM-ODEBackbone=MistralBackbone=Mistral2026.0320191615138PySR2026.032020161386SINDy2026.03201512653ODEFormer2026.03181610420