ResearchBenchmarksDynamical System Discovery on Dynamical Systems D=4, n=18Follow6Performance at Tolerance 1e-1LLM-ODE0.82.153.54.85Mar 21, 2026Evaluation ResultsMethodMethodLinksPerformance at Tolerance 1e-1Performance at Tolerance 1e-2Performance at Tolerance 1e-3Performance at Tolerance 1e-4Performance at Tolerance 1e-5Performance at Tolerance 1e-6LLM-ODEBackbone=OlmoBackbone=Olmo2026.03641110LLM-ODEBackbone=MistralBackbone=Mistral2026.03443333LLM-ODEBackbone=QwenBackbone=Qwen2026.03422100PySR2026.03110000ODEFormer2026.03100000SINDy2026.03100000