ResearchBenchmarksLogistics Optimization Modeling on IndustryOR 83 samples (test)Follow57.83Success RateORThought31.10238.04144.9851.919Aug 20, 2025Evaluation ResultsMethodMethodLinksSuccess RateRelative Change vs Baseline (pp)ORThought2025.0857.8315.66SC2025.0848.196.02Reflexion2025.0848.196.02CoT2025.0843.371.2Standard2025.0842.17—CoE2025.0840.961.21ORLM2025.0832.1310.04