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ResearchFormerly WizWand

Visual Question Answering on MME (Total Score, Avg. Ratio)

1,862Total ScoreVanilla
1,061.21,269.11,4771,684.9Jun 10, 2026
Updated 4mo ago

Evaluation results

MethodLinks
VanillaSource=CVPR’24, Average Token=576, Reroute=false2026.061,862100
Nüwa+RerouteSource=Ours, Average Token=192, Reroute=true2026.061,848100.6
NüwaSource=ICLR’26, Average Token=192, Reroute=false2026.061,83499.2
NüwaSource=ICLR’26, Average Token=128, Reroute=false2026.061,82898.4
Nüwa+RerouteSource=Ours, Average Token=128, Reroute=true2026.061,82799.8
VisionZipSource=CVPR’25, Average Token=192, Reroute=false2026.061,78297.9
PDropSource=CVPR’25, Average Token=192, Reroute=false2026.061,76695.7
VisionZipSource=CVPR’25, Average Token=128, Reroute=false2026.061,76196.9
SparseVLMSource=ICML’25, Average Token=192, Reroute=false2026.061,72195.4
PruMergeSource=ICCV’25, Average Token=128, Reroute=false2026.061,71294.7
NüwaSource=ICLR’26, Average Token=64, Reroute=false2026.061,70695.8
SparseVLMSource=ICML’25, Average Token=128, Reroute=false2026.061,69692.9
VisionZipSource=CVPR’25, Average Token=64, Reroute=false2026.061,69093.2
Nüwa+RerouteSource=Ours, Average Token=64, Reroute=true2026.061,68896.7
PDropSource=CVPR’25, Average Token=128, Reroute=false2026.061,66493.8
PruMergeSource=ICCV’25, Average Token=64, Reroute=false2026.061,61692.1
FastVSource=ECCV’24, Average Token=192, Reroute=false2026.061,61290.1
SparseVLMSource=ICML’25, Average Token=64, Reroute=false2026.061,58991.5
FastVSource=ECCV’24, Average Token=128, Reroute=false2026.061,49085.2
FastVSource=ECCV’24, Average Token=64, Reroute=false2026.061,25677.9
PDropSource=CVPR’25, Average Token=64, Reroute=false2026.061,09270.3