Rethinking Scientific Modeling: Toward Physically Consistent and Simulation-Executable Programmatic Generation

ArXi:2602.07083v2 Announce Type: replace-cross Structural modeling is a fundamental component of computational engineering science, in which even minor physical inconsistencies or specification violations may invalidate downstream simulations. The potential of large language models (LLMs) for automatic generation of modeling code has been nstrated. However, non-executable or physically inconsistent outputs remain prevalent under stringent engineering constraints.