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Optimization Modeling on MAMO Complex

67.9AccuracyDeepSeek-R1
9.55624.70339.8554.997Jun 13, 2026

Evaluation results

MethodLinks
DeepSeek-R1Method Category=Model-based Methods2026.0667.9
DeepSeek-V3.1Method Category=Model-based Methods2026.0663.5
StarORMethod Category=Test-Time Methods, Base model=Qwen3-4B-Instruct-25072026.0654.2
SIRL-Qwen2.5-7BMethod Category=Learning-based Methods2026.0651.7
OpenAI-o3Method Category=Model-based Methods2026.0651.2
OptMATH-Qwen2.5-7BMethod Category=Learning-based Methods2026.0651.2
OR-R1-Qwen3-8BMethod Category=Test-Time Methods, Base model=Qwen3-4B-Instruct-25072026.0649.9
GPT-4Method Category=Model-based Methods2026.0649.3
LLMOPT-Qwen2.5-14BMethod Category=Learning-based Methods2026.0644.1
ORLM-LLaMA3-8BMethod Category=Learning-based Methods2026.0637.4
OptiTreeMethod Category=Test-Time Methods, Base model=Qwen3-4B-Instruct-25072026.0632.2
AutoFormulatorMethod Category=Test-Time Methods, Base model=Qwen3-4B-Instruct-25072026.0623.1
Best-of-NMethod Category=Test-Time Methods, Base model=Qwen3-4B-Instruct-2507, N=162026.0622.2
ReflexionMethod Category=Test-Time Methods, Base model=Qwen3-4B-Instruct-25072026.0616.3
Zero-shotMethod Category=Test-Time Methods, Base model=Qwen3-4B-Instruct-25072026.0611.8