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ResearchFormerly WizWand

Optimization Modeling on MAMO Easy

94.4AccuracyStarOR
76.40881.07985.7590.421Jun 13, 2026
Updated 4mo ago

Evaluation results

MethodLinks
StarORMethod Category=Test-Time Methods, Base model=Qwen3-4B-Instruct-25072026.0694.4
SIRL-Qwen2.5-7BMethod Category=Learning-based Methods2026.0691.7
OptiTreeMethod Category=Test-Time Methods, Base model=Qwen3-4B-Instruct-25072026.0690
LLMOPT-Qwen2.5-14BMethod Category=Learning-based Methods2026.0689.5
DeepSeek-V3.1Method Category=Model-based Methods2026.0688.9
Best-of-NMethod Category=Test-Time Methods, Base model=Qwen3-4B-Instruct-2507, N=162026.0688.9
GPT-4Method Category=Model-based Methods2026.0687.3
DeepSeek-R1Method Category=Model-based Methods2026.0687.2
OptMATH-Qwen2.5-7BMethod Category=Learning-based Methods2026.0686.5
OR-R1-Qwen3-8BMethod Category=Test-Time Methods, Base model=Qwen3-4B-Instruct-25072026.0686.1
AutoFormulatorMethod Category=Test-Time Methods, Base model=Qwen3-4B-Instruct-25072026.0685.7
ReflexionMethod Category=Test-Time Methods, Base model=Qwen3-4B-Instruct-25072026.0682.7
ORLM-LLaMA3-8BMethod Category=Learning-based Methods2026.0682.3
Zero-shotMethod Category=Test-Time Methods, Base model=Qwen3-4B-Instruct-25072026.0681.9
OpenAI-o3Method Category=Model-based Methods2026.0677.1