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optimization modeling

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RESEARCHarXiv CS.CL·15d ago

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.

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