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ResearchFormerly WizWand

Step-wise Verification on MathVerse VO

62.8Macro F1Gemini-2.0-Flash
41.37646.93852.558.062Nov 28, 2025
Updated 8mo ago

Evaluation results

MethodLinks
Gemini-2.0-FlashModel Type=Proprietary2025.1162.8
TIM-PRMModel Type=Open-source, Number of Parameters=8B2025.1161.9
TIM-PRMModel Type=Open-source, Number of Parameters=2B2025.1161.7
Qwen3-VLModel Type=Open-source, Number of Parameters=8B2025.1159.9
GPT-4oModel Type=Proprietary2025.1159.7
Qwen2.5-VLModel Type=Open-source, Number of Parameters=72B2025.1159.7
MiniCPM-V2.6Model Type=Open-source, Number of Parameters=8B2025.1158.9
GPT-4o-MiniModel Type=Proprietary2025.1157.1
MM-PRMModel Type=Open-source, Number of Parameters=8B2025.1154.9
InternVL2.5Model Type=Open-source, Number of Parameters=78B2025.1153.7
LLaVA-OVModel Type=Open-source, Number of Parameters=72B2025.1153
VisualPRMModel Type=Open-source, Number of Parameters=8B2025.1153
InternVL2.5Model Type=Open-source, Number of Parameters=38B2025.1150.9
Qwen3-VLModel Type=Open-source, Number of Parameters=2B2025.1149.6
InternVL2.5Model Type=Open-source, Number of Parameters=26B2025.1149.2
Qwen2.5-VLModel Type=Open-source, Number of Parameters=7B2025.1147.8
InternVL2.5Model Type=Open-source, Number of Parameters=8B2025.1147.8
LLaVA-OVModel Type=Open-source, Number of Parameters=7B2025.1142.2