TriVAL performs construct-validate-revise validation at semantic specification, mathematical formulation, and code generation stages for automatic optimization modeling and introduces the NL4COP benchmark of 150 instances across 50 problem types.
Large language models in operations research: Methods, applications, and challenges,
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TriVAL: A Tri-Validation Framework for Faithful Automatic Optimization Modeling
TriVAL performs construct-validate-revise validation at semantic specification, mathematical formulation, and code generation stages for automatic optimization modeling and introduces the NL4COP benchmark of 150 instances across 50 problem types.