2 papers
cs.LG2026
Constructing Industrial-Scale Optimization Modeling Benchmark
Zhong Li, Hongliang Lu, Tao Wei +5
Optimization modeling underpins decision-making in logistics, manufacturing, energy, and finance, yet translating natural-language requirements into correct optimization formulatio…
cs.AI2026
PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language
Hongliang Lu, Zhong Li, Yuxuan Chen +3
Optimization modeling is the process of translating real-world decision problems, often described in natural language, into formal mathematical formulations and executable solver c…