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.
Optimization modeling and verification from problem specifications using a multi-agent multi-stage llm framework,
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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.