Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework

Zihan Guan, Rituparna Datta, Mengxuan Hu +5

Large language models (LLMs) have shown promise in constructing mechanistic models from data. However, existing evaluations largely focus on simplified settings and fail to capture…