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Chinese Multi-modal Multi-task Understanding on CMMMU

42.5AccuracyGPT-4V
23.05228.10133.1538.199Mar 8, 2024Jul 1, 2024Oct 24, 2024Feb 17, 2025Jun 12, 2025Oct 5, 2025Jan 29, 2026

Evaluation results

MethodLinks
GPT-4VLLM Size=Unk2024.0342.5
InternVL3.5Parameter Scale=8B2026.0140
Ovis2.5Parameter Scale=9B2026.0140
Qwen-VL-PlusLLM Size=Unk2024.0339.5
DeepSeek-VLLLM Size=7B2024.0337.9
GLM-4.6V-FlashX2026.0136.3
Yi-VLLLM Size=6B2024.0335.8
Ostrakon-VLParameter Scale=8B2026.0133.2
Qwen3-VLParameter Scale=8B2026.0133.1
Qwen2.5-VLParameter Scale=72B2026.0133
DeepSeek-VLLLM=1.3B2024.0327.4
CogVLMLLM Size=7B2024.0324.8
EMU2-ChatLLM Size=7B2024.0323.8