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ResearchFormerly WizWand

Multimodal Understanding (Chinese) on MMBench Chinese

91AccuracyInternVL3-8B-Masters
4.05626.62849.271.772Jan 29, 2024Jun 15, 2024Nov 1, 2024Mar 19, 2025Aug 5, 2025Dec 21, 2025May 9, 2026
Updated 5mo ago

Evaluation results

MethodLinks
InternVL3-8B-MastersSize=8B2025.1291
Qwen3-VL-8B-MastersSize=8B2025.1289.9
Qwen2.5-VL-7B-MastersSize=7B2025.1289.5
Qwen3-VL-4B-MastersSize=4B2025.1289.3
InternVL3.5-8B-MastersSize=8B2025.1288.3
Qwen3-VL-235BToken Retention Ratio=100%2026.0588.1
F3AToken Retention Ratio=60%2026.0586.76
VisionZipToken Retention Ratio=60%2026.0586.71
Qwen3-VL-8BSize=8B2025.1286.5
DivPruneToken Retention Ratio=60%2026.0586.38
Qwen2.5-VL-3B-MastersSize=3B2025.1286.3
InternVL3.5-2B-MastersSize=2B2025.1286.3
F3AToken Retention Ratio=40%2026.0586.14
InternVL3.5-4BSize=4B2025.1286.1
CDPrunerToken Retention Ratio=60%2026.0586.01
InternVL3.5-4B-MastersSize=4B2025.1286
InternVL3.5-8BSize=8B2025.1285.9
VisionZipToken Retention Ratio=40%2026.0585.7
FastVToken Retention Ratio=60%2026.0585.42
DivPruneToken Retention Ratio=40%2026.0585.36
InternVL3-2B-MastersSize=2B2025.1285.2
CDPrunerToken Retention Ratio=40%2026.0585.12
FastVToken Retention Ratio=40%2026.0584.66
Qwen3-VL-4BSize=4B2025.1284.3
Qwen3-VL-2B-MastersSize=2B2025.1284.1
F3AToken Retention Ratio=20%2026.0584.06
Qwen2.5-VL-7BSize=7B2025.1283.4
CDPrunerToken Retention Ratio=20%2026.0582.96
VisionZipToken Retention Ratio=20%2026.0582.73
DivPruneToken Retention Ratio=20%2026.0582.41
InternVL3-8BSize=8B2025.1282.2
MiMo-VL-8BSize=8B2025.1282
InternVL3.5-2BSize=2B2025.1281.8
Qwen3-VL-2BSize=2B2025.1281.4
LLaVA-OneVision-1.5-8BSize=8B2025.1281
FastVToken Retention Ratio=20%2026.0580.74
InternVL3-2BSize=2B2025.1278.4
Qwen2.5-VL-3BSize=3B2025.1278.1
InternLM-XComposer2Number of Parameters=7B2024.0177.6
LLaVA-OneVision-1.5-4BSize=4B2025.1276.9
GPT-4V2024.0174.4
Gemini-Pro2024.0174.3
L-Int2Number of Parameters=20B2024.0173.7
Qwen-VL-Plus2024.0170.7
LLaVA-1.5 + MMInstructLLM=Vicuna-13B2024.0768
Phi-3.5-Vision-4BSize=4B2025.1266.1
LLaVA-1.5 + MMInstructLLM=Vicuna-7B2024.0765.2
LLaVA-1.5-13BLLM=Vicuna-1.5-13B, Resolution=3362024.0663.6
LLaVA-1.5LLM=Vicuna-13B2024.0763.6
LLaVA-Instruct-13BLLM=Vicuna-1.5-13B, Resolution=3362024.0662.5
LLaVA-Instruct-7BLLM=Vicuna-1.5-7B, Resolution=3362024.0660
LLaVA-1.5-7BLLM=Vicuna-1.5-7B, Resolution=3362024.0658.3
LLaVA-1.5LLM=Vicuna-7B2024.0758.3
Qwen-VL-ChatLLM=Qwen-7B, Resolution=4482024.0656.7
Qwen-VL-chatLLM=Qwen-7B2024.0756.7
IDEFICS-80BLLM=LLaMA-65B, Resolution=2242024.0638.1
IDEFICS-80BLLM=LLaMA-65B2024.0738.1
IDEFICS-9BLLM=LLaMA-7B, Resolution=2242024.0625.2
IDEFICS-9BLLM=LLaMA-7B2024.0725.2
InstructBLIP-7BLLM=Vicuna-7B, Resolution=2242024.0623.7
InstructBLIPLLM=Vicuna-7B2024.0723.7
Qwen-VLLLM=Qwen-7B, Resolution=4482024.067.4
Qwen-VLLLM=Qwen-7B2024.077.4