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ResearchFormerly WizWand

Multi-modal Benchmarking on MMBench Chinese

85.4AccuracyInternVL3-8B
4.2825.3446.467.46Aug 1, 2025Sep 25, 2025Nov 20, 2025Jan 14, 2026Mar 11, 2026May 5, 2026Jun 30, 2026
Updated 4mo ago

Evaluation results

MethodLinks
InternVL3-8BBackbone=InternVL3-8B, Retained Tokens=1280, Reduction Ratio=0%2026.0685.4
DARTBackbone=InternVL3-8B, Retained Tokens=256, Reduction Ratio=80.0%2026.0683.2
ERABackbone=InternVL3-8B, Retained Tokens=256, Reduction Ratio=80.0%2026.0683
VisionZipBackbone=InternVL3-8B, Retained Tokens=256, Reduction Ratio=80.0%2026.0681.5
DARTBackbone=InternVL3-8B, Retained Tokens=128, Reduction Ratio=90.0%2026.0680.9
DivPruneBackbone=InternVL3-8B, Retained Tokens=256, Reduction Ratio=80.0%2026.0680.8
ERABackbone=InternVL3-8B, Retained Tokens=128, Reduction Ratio=90.0%2026.0679.8
DivPruneBackbone=InternVL3-8B, Retained Tokens=128, Reduction Ratio=90.0%2026.0678
VisionZipBackbone=InternVL3-8B, Retained Tokens=128, Reduction Ratio=90.0%2026.0676.5
HiPruneBackbone=LLaVA-NeXT-13B, Token Num=6402025.0865.3
HiPruneBackbone=LLaVA-NeXT-13B, Token Num=3202025.0864.9
HiPrune++Backbone=LLaVA-NeXT-13B, Token Num=6402025.0864.8
LLaVA-1.5-13BToken Num=5762025.0863.5
HiPrune++Backbone=LLaVA-NeXT-13B, Token Num=3202025.0863.4
HiPruneBackbone=LLaVA-1.5-13B, Token Num=1282025.0863.1
HiPrune++Backbone=LLaVA-1.5-13B, Token Num=1282025.0862.8
HiPruneBackbone=LLaVA-1.5-13B, Token Num=1922025.0862.5
HiPrune++Backbone=LLaVA-1.5-13B, Token Num=1922025.0862.5
PDropBase Model=LLaVA-1.5-13B, Retain Tokens=192, Retention Ratio=↓ 66.7%2026.0662.4
VanillaBase Model=LLaVA-1.5-13B, Retain Tokens=576, Retention Ratio=100%2026.0662.3
HiPruneBackbone=LLaVA-NeXT-13B, Token Num=1602025.0861.3
LLaVA-NeXT-13BToken Num=28802025.0861.2
SparseVLMBase Model=LLaVA-1.5-13B, Retain Tokens=192, Retention Ratio=↓ 66.7%2026.0661
CLSEBase Model=LLaVA-1.5-13B, Retain Tokens=192, Retention Ratio=↓ 66.7%2026.0660.8
HiPrune++Backbone=LLaVA-NeXT-13B, Token Num=1602025.0860.7
CLSEBase Model=LLaVA-1.5-13B, Retain Tokens=128, Retention Ratio=↓ 77.8%2026.0659.5
HiPruneBackbone=LLaVA-1.5-13B, Token Num=642025.0859.2
PDropBase Model=LLaVA-1.5-13B, Retain Tokens=128, Retention Ratio=↓ 77.8%2026.0659.2
LLaVA-v1.5#Vision Tokens=5762026.0358.3
FMVR-LLaVA#Vision Tokens=362026.0358.3
HiPrune++Backbone=LLaVA-1.5-13B, Token Num=642025.0858.3
FiCoCo-VBase Model=LLaVA-1.5-13B, Retain Tokens=192, Retention Ratio=↓ 66.7%2026.0658.3
FMVR-LLaVA#Vision Tokens=5762026.0358
FMVR-LLaVA#Vision Tokens=1442026.0357.6
FMVR-LLaVA#Vision Tokens=92026.0357.5
DART#Vision Tokens=1282026.0357.3
VisPruner#Vision Tokens=1282026.0357.3
MQT-LLaVA#Vision Tokens=1442026.0357.2
VisionZip#Vision Tokens=1922026.0357
SparseVLM#Vision Tokens=1922026.0356.7
CLSEBase Model=LLaVA-1.5-13B, Retain Tokens=64, Retention Ratio=↓ 88.9%2026.0656.7
PyramidDrop#Vision Tokens=1922026.0356.3
M3#Vision Tokens=1442026.0356.3
FiCoCo-VBase Model=LLaVA-1.5-13B, Retain Tokens=128, Retention Ratio=↓ 77.8%2026.0655.9
SparseVLMBase Model=LLaVA-1.5-13B, Retain Tokens=128, Retention Ratio=↓ 77.8%2026.0655.8
FastV#Vision Tokens=1922026.0355.4
CDPruner#Vision Tokens=1282026.0355
DivPrune#Vision Tokens=1282026.0354.8
SparseVLMBase Model=LLaVA-1.5-13B, Retain Tokens=64, Retention Ratio=↓ 88.9%2026.0654.8
FMVR-LLaVA#Vision Tokens=12026.0353.4
Prumerge+#Vision Tokens=1442026.0353.2
TRIM#Vision Tokens=1282026.0352.3
FastVBase Model=LLaVA-1.5-13B, Retain Tokens=192, Retention Ratio=↓ 66.7%2026.0651.2
PDropBase Model=LLaVA-1.5-13B, Retain Tokens=64, Retention Ratio=↓ 88.9%2026.0650.7
FiCoCo-VBase Model=LLaVA-1.5-13B, Retain Tokens=64, Retention Ratio=↓ 88.9%2026.0649.4
FastVBase Model=LLaVA-1.5-13B, Retain Tokens=128, Retention Ratio=↓ 77.8%2026.0648.8
FastVBase Model=LLaVA-1.5-13B, Retain Tokens=64, Retention Ratio=↓ 88.9%2026.0642.1
InstructBLIP#Vision Tokens=322026.0323.7
Qwen-VL#Vision Tokens=2562026.037.4