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Multimodal Evaluation on MMBench EN (test)

82.2AccuracyInternVL 1.2
59.8465.64571.4577.255Apr 25, 2024Jul 23, 2024Oct 20, 2024Jan 18, 2025Apr 17, 2025Jul 15, 2025Oct 13, 2025

Evaluation results

MethodLinks
InternVL 1.2#param=40B, open-source=false2024.0482.2
InternVL 1.5#param=26B, open-source=false2024.0482.2
LLaVA-NeXT#param=35B, open-source=false2024.0481.1
Step-1V#param=100B, open-source=false2024.0480.7
Mini-Gemini#param=35B, open-source=false2024.0480.6
Qwen-VL-Maxopen-source=false2024.0477.6
HPT Proopen-source=false2024.0477.5
GPT-4Vopen-source=false2024.0477
MM1#param=30B, open-source=false2024.0475.1
Gemini Pro 1.0open-source=false2024.0473.6
Claude-3 Sonnetopen-source=false2024.0467.8
Qwen-VL-Plusopen-source=false2024.0467
LLaVA-1.5 + Meta CLIP 2Vision Encoder=Meta CLIP 2, LMM Base Architecture=LLaVA-1.52025.1067
LLaVA-1.5 + CLIPVision Encoder=CLIP, LMM Base Architecture=LLaVA-1.52025.1066.5
LLaVA-1.5 + FG-CLIP 2Vision Encoder=FG-CLIP 2, LMM Base Architecture=LLaVA-1.52025.1066.5
LLaVA-1.5 + SigLIP 2Vision Encoder=SigLIP 2, LMM Base Architecture=LLaVA-1.52025.1064.8
Claude-3 Opusopen-source=false2024.0463.3
Claude-3 Haikuopen-source=false2024.0460.7