TriVAL: A Tri-Validation Framework for Faithful Automatic Optimization Modeling

TriVAL is a novel tri-validation framework designed to enhance the accuracy of automatic optimization modeling by addressing the lack of explicit validation in current methods. It implements a construct-validate-revise loop across semantic specification, mathematical formulation, and code generation stages to mitigate errors and improve overall modeling fidelity.