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Multimodal Understanding and Reasoning on MMMU

59AccuracyPTA-GRPO
32.58439.44246.353.158Jun 12, 2024Aug 30, 2024Nov 18, 2024Feb 5, 2025Apr 26, 2025Jul 14, 2025Oct 2, 2025

Evaluation results

MethodLinks
PTA-GRPOBase Model=Qwen2.5-7B-VL2025.1059
SRPOBase Model=Qwen2.5-7B-VL2025.1057.1
GPT-4V2024.0656.8
BaseBase Model=Qwen2.5-7B-VL2025.1054.3
LLaVA-1.5-LLaMA3-8BBase Model=LLaMA3, Model size=8B2024.0645.2
LLaVA-1.5-13BModel size=13B2024.0636.4
LLaVA-1.5-7BModel size=7B2024.0633.6