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Multimodal Model Evaluation on MMBench Chinese

82.6Accuracy

SAIL-VL2

Updated 4mo ago

Evaluation Results

Method	Links
SAIL-VL2 2025.12		82.6
CoLLaVO 2024.02		82.1
HyperVL 2025.12		80.5
SAIL-VL1.5 2025.12		79.3
HyperVL ViTL 2025.12		79.3
Ovis2 2025.12		78.9
AndesVL 2025.12		78.6
InternVL3 2025.12		78.3
Qwen3-VL 2025.12		78
InternVL3.5 2025.12		77.7
MoAI 2024.03		76.5
Qwen2-VL 2025.12		74.2
LLaVA-XTuner 2024.02		73.7
LLaVA-XTuner 2024.03		73.7
Intern-XC 2024.02		72.4
Intern-XC 2024.03		72.4
VisionLLM v2-chat 2024.06		67.6
Dragonfly (Ours) 2024.06		66.1
Merlin 2023.11		65.5
VILA-13B + ShareGPT4V 2023.12		65.4
FMVR-LLaVA 2026.03		65.1
LLaVA-UHD 2024.03		64.8
VILA-13B 2023.12		64.3
ASMv2 2024.02		64.3
FMVR-LLaVA 2026.03		63.8
LLaVA-1.5 2024.03		63.6
LLaVA-1.5 2023.12		63.6
LLaVA1.5 2024.02		63.6
LLaVA-v1.5-13B 2024.05		63.6
LLaVA-1.5 2024.01		63.6
CaMML-13B 2024.01		63.6
LLaVA1.5 2024.03		63.6
LLaVA-1.5 2024.02		63.6
LLaVA-1.5-13B 2026.03		63.5
LLaVA-1.5-13B 2024.11		63.3
VILA 2024.02		62.8
PyramidDrop 2026.03		62.8
SparseVLM 2026.03		62.6
VisionZip 2026.03		62.5
FMVR-LLaVA 2026.03		62.5
FastV 2026.03		62.3
ShareGPT4V 2024.02		62.2
ShareGPT4V 2024.03		62.2
ShareGPT4V-7B 2024.06		62.2
DART 2026.03		62.2
PPLLAVA 2024.11		62
Qwen-VL-Chat 2023.11		61.8
VILA-7B 2023.12		61.7
VILA 2024.06		61.7
CDPruner 2026.03		61.5
VisPruner 2026.03		61.3
Prumerge+ 2026.03		61.2
MQT-LLaVA 2026.03		61
DivPrune 2026.03		60.7
HyperLLaVA 2024.03		60.6
CaMML-7B 2024.01		60.6
LLaVA-NeXT 2024.06		60.6
LLaVA-Next-7B 2024.11		60.6
FMVR-LLaVA 2026.03		60.4
Shikra 2023.11		60.2
M3 2026.03		59.8
HyperLLaVA w/o Ev 2024.03		59.7
LLaVA-1.5 2023.11		59.5
InfMLLM-7B-Chat 2023.11		59.1
HyperLLaVA w/o EL 2024.03		58.6
TRIM 2026.03		58.4
LLaVA-1.5-7B 2023.11		58.3
LLaVA-1.5 2024.03		58.3
LLaVA-1.5 2023.12		58.3
LLaVA1.5 2024.02		58.3
LLaVA-1.5 2024.01		58.3
LLaVA1.5 2024.03		58.3
LLaVA-1.5 2024.06		58.3
FSR 2026.02		58.3
VisPruner 2026.02		58.2
SPHINX-2k 2024.03		57.9
SPHINX-2k 2024.06		57.9
FSR 2026.02		57.9
InternVL-7B 2024.06		57.6
CDPruner 2026.02		57.6
CDPruner 2026.02		57.6
LLaVA-NeXT-7B 2026.02		57.4
DivPrune 2026.02		57.3
VisPruner 2026.02		57.3
LLaVA-NeXT-7B 2026.03		57.3
FMVR-LLaVA 2026.03		57.1
HoloV 2026.02		57
FMVR-LLaVA 2026.03		56.9
Qwen-VL-Chat 2023.11		56.7
Qwen-VL-Chat 2024.03		56.7
Qwen-VL-Chat 2023.12		56.7
Qwen-VL-Chat 2024.02		56.7
Qwen-VL-Chat 2024.01		56.7
Qwen-VL-Chat 2024.03		56.7
Qwen-VL-Chat 2024.02		56.7
Qwen-VL-Chat 2024.06		56.7
LLaVA-Next-Video 2024.11		56.7
HoloV 2026.02		56.7
SparseVLM 2026.03		56.7
FMVR-LLaVA 2026.03		56.3

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