Peering Inside the Black Box: Uncovering LLM Errors in Optimization Modelling through Component-Level Evaluation

Dania Refai, Moataz Ahmed

Large language models (LLMs) are increasingly used to convert natural language descriptions into mathematical optimization formulations. Current evaluations often treat formulation…