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ResearchFormerly WizWand

Visual Reasoning on MMMU-Pro

39.42Avg@8Vanilla
10.081617.698325.31532.9317Mar 24, 2026Mar 27, 2026Mar 31, 2026Apr 3, 2026Apr 7, 2026Apr 10, 2026Apr 14, 2026
Updated 6mo ago

Evaluation results

MethodLinks
VanillaBackbone=InternVL3.5-8B, Token Retention Ratio=Full Tokens, DSTP=false2026.0439.42—100
VanillaBackbone=Qwen3-VL-4B, Token Retention Ratio=Full Tokens, DSTP=false2026.0437.63—100
DSTPBackbone=InternVL3.5-8B, Token Retention Ratio=33.3%, Pruning Method=FastV (ECCV’24), DSTP=true2026.0434.2786.992.44
DSTPBackbone=InternVL3.5-8B, Token Retention Ratio=33.3%, Pruning Method=DivPrune (CVPR’25), DSTP=true2026.0431.2179.290.09
DSTPBackbone=InternVL3.5-8B, Token Retention Ratio=22.2%, Pruning Method=FastV (ECCV’24), DSTP=true2026.0431.0478.787
DSTPBackbone=Qwen3-VL-4B, Token Retention Ratio=33.3%, Pruning Method=FastV (ECCV’24), DSTP=true2026.0430.5281.182.9
DSTPBackbone=InternVL3.5-8B, Token Retention Ratio=33.3%, Pruning Method=VisionZip (CVPR’25), DSTP=true2026.0428.2671.787.83
DSTPBackbone=InternVL3.5-8B, Token Retention Ratio=22.2%, Pruning Method=DivPrune (CVPR’25), DSTP=true2026.0428.2171.682.98
DSTPBackbone=Qwen3-VL-4B, Token Retention Ratio=33.3%, Pruning Method=DivPrune (CVPR’25), DSTP=true2026.0428.0374.583.8
PEPO_GBackbone=Qwen2.5-VL-3B-Instruct, Training Data=ViRL39K2026.0327.47——
DSTPBackbone=Qwen3-VL-4B, Token Retention Ratio=33.3%, Pruning Method=VisionZip (CVPR’25), DSTP=true2026.0427.3972.881.04
PAPO_GBackbone=Qwen2.5-VL-3B-Instruct, Training Data=ViRL39K2026.0327.11——
DSTPBackbone=Qwen3-VL-4B, Token Retention Ratio=22.2%, Pruning Method=FastV (ECCV’24), DSTP=true2026.0426.8771.471.48
DSTPBackbone=InternVL3.5-8B, Token Retention Ratio=22.2%, Pruning Method=VisionZip (CVPR’25), DSTP=true2026.0425.8565.681.01
GRPOBackbone=Qwen2.5-VL-3B-Instruct, Training Data=ViRL39K2026.0325.66——
DSTPBackbone=Qwen3-VL-4B, Token Retention Ratio=22.2%, Pruning Method=VisionZip (CVPR’25), DSTP=true2026.0422.2559.168.74
DSTPBackbone=Qwen3-VL-4B, Token Retention Ratio=22.2%, Pruning Method=DivPrune (CVPR’25), DSTP=true2026.0421.6657.673.34
DivPrune (CVPR’25)Backbone=InternVL3.5-8B, Token Retention Ratio=33.3%, DSTP=false2026.0419.4249.363.55
FastV (ECCV’24)Backbone=Qwen3-VL-4B, Token Retention Ratio=33.3%, DSTP=false2026.0419.4151.655.68
FastV (ECCV’24)Backbone=InternVL3.5-8B, Token Retention Ratio=33.3%, DSTP=false2026.0418.9648.156.66
VisionZip (CVPR’25)Backbone=InternVL3.5-8B, Token Retention Ratio=33.3%, DSTP=false2026.0416.7142.459.54
VisionZip (CVPR’25)Backbone=Qwen3-VL-4B, Token Retention Ratio=33.3%, DSTP=false2026.0416.3643.560.42
DivPrune (CVPR’25)Backbone=InternVL3.5-8B, Token Retention Ratio=22.2%, DSTP=false2026.0414.135.857.61
DivPrune (CVPR’25)Backbone=Qwen3-VL-4B, Token Retention Ratio=33.3%, DSTP=false2026.0413.0834.855.24
VisionZip (CVPR’25)Backbone=Qwen3-VL-4B, Token Retention Ratio=22.2%, DSTP=false2026.041334.546.4
VisionZip (CVPR’25)Backbone=InternVL3.5-8B, Token Retention Ratio=22.2%, DSTP=false2026.0412.0230.551.04
FastV (ECCV’24)Backbone=InternVL3.5-8B, Token Retention Ratio=22.2%, DSTP=false2026.0411.629.449.42
FastV (ECCV’24)Backbone=Qwen3-VL-4B, Token Retention Ratio=22.2%, DSTP=false2026.0411.530.645.18
DivPrune (CVPR’25)Backbone=Qwen3-VL-4B, Token Retention Ratio=22.2%, DSTP=false2026.0411.2129.847.4