sciml-agent

SciMLAgents: Write the Solver, Not the Solution

SciML-Agent is an evaluation framework designed to assess the ability of large language models (LLMs) to generate scientifically grounded ODE-solving code. It introduces dedicated benchmarks and leverages guided prompting and fine-tuning to produce executable and numerically valid solutions. With proper prompting and fine-tuning, current LLMs — even small models like Qwen3 (0.6B) — can write code that is both executable and numerically correct.