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ResearchFormerly WizWand

Multi-modal Reasoning on MMVet

51.5ScoreQwen2-VL-2B
6.57218.23629.941.564Jun 8, 2025Aug 12, 2025Oct 17, 2025Dec 22, 2025Feb 26, 2026May 3, 2026Jul 8, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Qwen2-VL-2B#Params=2B, TFLOPs=0.42025.0651.5
LaTtE-Flow#Params=2B, TFLOPs=0.42025.0651.5
AsyMoE-LLaMA3LLM Backbone=LLaMA-3-8B, Act Param=10.8B2026.0549.2
CuMoLLM Backbone=Mixtral-8×7B, Act Param=13.5B2026.0548.7
EMU2 Chat#Params=34B, TFLOPs=5.42025.0648.5
MoIIE-LLaMA3LLM Backbone=LLaMA-3-8B, Act Param=11.3B2026.0547.3
MM1LLM Backbone=MM1-7B-MoE2026.0547
Mini-GeminiLLM Backbone=Mixtral-8×7B, Act Param=13.5B2026.0545.8
AsyMoE-Phi3LLM Backbone=Phi-3-mini, Act Param=4.1B2026.0545.8
LLaVA-NeXTLLM Backbone=Vicuna-7B, Act Param=7.1B2026.0543.9
ContextMoE-Phi2LLM Backbone=Phi-2, Act Param=4.1B2026.0543.5
Seed-X#Params=17B, TFLOPs=11.12025.0643
MoIIE-Phi3LLM Backbone=Phi-3-mini, Act Param=5.5B2026.0542.8
Deepseek-VLLLM Backbone=Deepseek-7B2026.0541.5
SPHINX-XLLM Backbone=Mixtral-8×7B2026.0540.9
Mini-GeminiLLM Backbone=Vicuna-7B, Act Param=7.3B2026.0540.8
CDPrunerRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0740.7
EADPRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0740.1
LLaVA-NeXT-7BRetained Tokens=2,880, Token Reduction Ratio=100%2026.0740
Janus Pro#Params=1.5B, TFLOPs=0.82025.0639.8
EADPRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0739.4
VisionZipRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0739.2
MousiLLM Backbone=Vicuna-7B, Act Param=7.9B2026.0538.4
HiPruneRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0738.4
DivPruneRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0738
CDPrunerRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0737.9
ShareGPT-4VLLM Backbone=Vicuna-7B2026.0537.6
DARTRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0737.3
EMU3#Params=8B, TFLOPs=4.12025.0637.2
FastVRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0737.1
TRIMRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0736.9
DARTRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0736.3
mPLUG-Owl2LLM Backbone=LLaMA-2-7B2026.0536.2
MoE-LLaVA-Phi2LLM Backbone=Phi-2, Act Param=3.6B2026.0535.9
SparseVLMRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0735.7
EADPRetained Tokens=160, Token Reduction Ratio=↓ 94.4%2026.0735.6
PDropRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0735.4
VisionZipRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0735.2
CDPrunerRetained Tokens=160, Token Reduction Ratio=↓ 94.4%2026.0735
DivPruneRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0734.8
HiPruneRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0734.7
Janus#Params=1.5B, TFLOPs=0.82025.0634.3
PruMerge+Retained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0733.6
VILA-U#Params=7B, TFLOPs=3.62025.0633.5
TRIMRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0733.5
AnchorPruneBackbone=LLaVA-1.5-7B, Visual Token Budget=1282026.0732.8
VisionZipBackbone=LLaVA-1.5-7B, Visual Token Budget=1282026.0732.7
DivPruneRetained Tokens=160, Token Reduction Ratio=↓ 94.4%2026.0732.4
PruMerge+Retained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0732.3
DARTRetained Tokens=160, Token Reduction Ratio=↓ 94.4%2026.0732
SparseVLMRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0731.9
VisionZipRetained Tokens=160, Token Reduction Ratio=↓ 94.4%2026.0731.6
LLaVA-1.5-7BBackbone=LLaVA-1.5-7B, Visual Token Budget=5762026.0731.3
LLaVA-1.5-7BLLM Backbone=Vicuna-7B, Act Param=7.1B2026.0530.5
SparseVLMBackbone=LLaVA-1.5-7B, Visual Token Budget=1282026.0730.4
TRIMRetained Tokens=160, Token Reduction Ratio=↓ 94.4%2026.0730.1
AnchorPruneBackbone=LLaVA-1.5-7B, Visual Token Budget=642026.0730.1
VisionZipBackbone=LLaVA-1.5-7B, Visual Token Budget=642026.0730
HiPruneRetained Tokens=160, Token Reduction Ratio=↓ 94.4%2026.0729.2
DivPruneBackbone=LLaVA-1.5-7B, Visual Token Budget=1282026.0729.2
AnchorPruneBackbone=LLaVA-1.5-7B, Visual Token Budget=322026.0728.7
FastVBackbone=LLaVA-1.5-7B, Visual Token Budget=1282026.0728.2
CDPrunerBackbone=LLaVA-1.5-7B, Visual Token Budget=1282026.0728.1
CDPrunerBackbone=LLaVA-1.5-7B, Visual Token Budget=322026.0727.7
PruMerge+Retained Tokens=160, Token Reduction Ratio=↓ 94.4%2026.0727.6
PruMerge+Backbone=LLaVA-1.5-7B, Visual Token Budget=1282026.0726.6
FastVBackbone=LLaVA-1.5-7B, Visual Token Budget=642026.0726.4
PyramidDropBackbone=LLaVA-1.5-7B, Visual Token Budget=1282026.0726.3
InstructBLIP-7BLLM Backbone=Vicuna-7B, Act Param=7.9B2026.0526.2
CDPrunerBackbone=LLaVA-1.5-7B, Visual Token Budget=642026.0726.1
DivPruneBackbone=LLaVA-1.5-7B, Visual Token Budget=322026.0724.3
DivPruneBackbone=LLaVA-1.5-7B, Visual Token Budget=642026.0724.2
PruMerge+Backbone=LLaVA-1.5-7B, Visual Token Budget=642026.0724.1
VisionZipBackbone=LLaVA-1.5-7B, Visual Token Budget=322026.0724
PDropRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0723.7
SparseVLMBackbone=LLaVA-1.5-7B, Visual Token Budget=642026.0723.6
PruMerge+Backbone=LLaVA-1.5-7B, Visual Token Budget=322026.0722.1
FastVRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0721.1
PyramidDropBackbone=LLaVA-1.5-7B, Visual Token Budget=642026.0720.2
Chameleon#Params=34B, TFLOPs=17.42025.069.7
Chameleon#Params=7B, TFLOPs=3.62025.068.3