ResearchBenchmarksScientific Equation Discovery on Oscillator1 OODScientific Equation Discovery on Oscillator1 OODFollow0NMSE OODPiT-PO-0.0047280.0271860.05910.091014Feb 11, 2026Evaluation resultsMethodMethodLinksNMSE OODPiT-POBackbone=Llama-3.1-8BBackbone=Llama-3.1-8B2026.020PiT-POBackbone=Llama-3.2-3BBackbone=Llama-3.2-3B2026.020PiT-POBackbone=Llama-3.2-1BBackbone=Llama-3.2-1B2026.020.0001LLM-SRBackbone=Llama-3.1-8BBackbone=Llama-3.1-8B2026.020.0114LLM-SRBackbone=Llama-3.2-3BBackbone=Llama-3.2-3B2026.020.0191LLM-SRBackbone=Llama-3.2-1BBackbone=Llama-3.2-1B2026.020.1182