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Optimization Modeling and Solving on Mamo Complex

51.18SAMiniOpt-7B
0.417613.596326.77539.9537Jun 24, 2026

Evaluation results

MethodLinks
MiniOpt-7BCategory=Ours, Avg.=64.76, Rank=1, Rank*=12026.0651.18
Step-OPT-Qwen2.5-7BCategory=Learning-based Models, Avg.=52.22, Rank=9, Rank*=42026.0650.24
MiniOpt-3BCategory=Ours, Avg.=59.65, Rank=5, Rank*=22026.0647.39
LLMOPT-14BCategory=Learning-based Models, Avg.=60.10, Rank=42026.0644.08
DeepSeek-R1 (671B)Category=General Models (Thinking), Avg.=60.85, Rank=22026.0639.81
OptMATH-7BCategory=Learning-based Models, Avg.=54.62, Rank=8, Rank*=32026.0634.12
Gemini-2.5-ProCategory=General Models (Thinking), Avg.=57.39, Rank=72026.0630.81
DeepSeek-V3 (671B)Category=General Models, Avg.=60.14, Rank=32026.0626.54
GPT-5Category=General Models (Thinking), Avg.=57.54, Rank=62026.0623.22
Chain-of-ExpertsCategory=Prompt-based Methods, Avg.=45.78, Rank=112026.0622.75
Step-OPT-Qwen2.5-3BCategory=Learning-based Models, Avg.=39.76, Rank=13, Rank*=52026.0620.85
ReflexionCategory=Prompt-based Methods, Avg.=45.54, Rank=122026.0618.01
Qwen2.5-14B-InstructCategory=General Models, Avg.=47.46, Rank=102026.0615.64
OptiMUSCategory=Prompt-based Methods, Avg.=20.65, Rank=172026.0611.85
Qwen3-14BCategory=General Models (Thinking), Avg.=23.78, Rank=152026.0611.37
Qwen3-8BCategory=General Models (Thinking), Avg.=21.79, Rank=16, Rank*=72026.069.95
Qwen3-4BCategory=General Models (Thinking), Avg.=11.16, Rank=19, Rank*=82026.066.64
Qwen2.5-7B-InstructCategory=General Models, Avg.=33.20, Rank=14, Rank*=62026.064.27
Qwen2.5-3B-InstructCategory=General Models, Avg.=11.23, Rank=18, Rank*=92026.062.37