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ResearchFormerly WizWand

Multi-modal Vision-Language Evaluation on MMVet

46.8AccuracyVisionZip
20.69627.47334.2541.027Feb 5, 2026Feb 21, 2026Mar 9, 2026Mar 25, 2026Apr 10, 2026Apr 26, 2026May 12, 2026
Updated 5mo ago

Evaluation results

MethodLinks
VisionZipBackbone=LLaVA-NeXT-13B, Tokens Retained=640, Pruning Ratio=77.8%2026.0246.8
VisPrunerBackbone=LLaVA-NeXT-13B, Tokens Retained=640, Pruning Ratio=77.8%2026.0246.1
VisPrunerBackbone=LLaVA-NeXT-13B, Tokens Retained=960, Pruning Ratio=66.7%2026.0245
FSRBackbone=LLaVA-NeXT-13B, Tokens Retained=960, Pruning Ratio=66.7%2026.0244.7
FSRBackbone=LLaVA-NeXT-13B, Tokens Retained=640, Pruning Ratio=77.8%2026.0244.1
FastVBackbone=LLaVA-NeXT-13B, Tokens Retained=640, Pruning Ratio=77.8%2026.0243.8
HoloVBackbone=LLaVA-NeXT-13B, Tokens Retained=960, Pruning Ratio=66.7%2026.0242.3
FSRBackbone=LLaVA-NeXT-13B, Tokens Retained=320, Pruning Ratio=88.9%2026.0242.3
CDPrunerBackbone=LLaVA-NeXT-13B, Tokens Retained=320, Pruning Ratio=88.9%2026.0242.1
CDPrunerBackbone=LLaVA-NeXT-13B, Tokens Retained=960, Pruning Ratio=66.7%2026.0241.7
CDPrunerBackbone=LLaVA-NeXT-13B, Tokens Retained=640, Pruning Ratio=77.8%2026.0241.4
HoloVBackbone=LLaVA-NeXT-13B, Tokens Retained=640, Pruning Ratio=77.8%2026.0241.3
VisionZipBackbone=LLaVA-NeXT-13B, Tokens Retained=320, Pruning Ratio=88.9%2026.0241.1
HoloVBackbone=LLaVA-NeXT-13B, Tokens Retained=320, Pruning Ratio=88.9%2026.0240.7
VisPrunerBackbone=LLaVA-NeXT-13B, Tokens Retained=320, Pruning Ratio=88.9%2026.0239.7
DivPruneBackbone=LLaVA-NeXT-13B, Tokens Retained=320, Pruning Ratio=88.9%2026.0239.2
DivPruneBackbone=LLaVA-NeXT-13B, Tokens Retained=640, Pruning Ratio=77.8%2026.0239
LaSCDBackbone=GLM-4V2026.0538.8
MemVRBackbone=GLM-4V2026.0538.2
RegularBackbone=GLM-4V2026.0537.6
LLaVA-NeXT-13BBackbone=LLaVA-NeXT-13B, Tokens Retained=2880, Pruning Ratio=0%2026.0236.6
DeCoBackbone=GLM-4V2026.0534.4
VCDBackbone=GLM-4V2026.0533.6
LaSCDBackbone=LLaVA-1.52026.0533.4
MemVRBackbone=Qwen-VL2026.0533.4
LaSCDBackbone=Qwen-VL2026.0532.8
ICDBackbone=GLM-4V2026.0532.5
MemVRBackbone=LLaVA-1.52026.0532.4
OPERABackbone=LLaVA-1.52026.0532
DeCoBackbone=Qwen-VL2026.0531.5
RegularBackbone=Qwen-VL2026.0531.1
FastVBackbone=LLaVA-NeXT-13B, Tokens Retained=320, Pruning Ratio=88.9%2026.0230.2
RegularBackbone=LLaVA-1.52026.0527.5
VCDBackbone=LLaVA-1.52026.0526.7
DeCoBackbone=LLaVA-1.52026.0526.1
ICDBackbone=LLaVA-1.52026.0525.9
VCDBackbone=Qwen-VL2026.0524.6
ICDBackbone=Qwen-VL2026.0521.7