Visual Question Answering on MME (Total Score, Avg. Ratio)
1,862Total ScoreVanilla
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| VanillaSource=CVPR’24, Average Token=576, Reroute=false2026.06 | 1,862 | 100 | |
| Nüwa+RerouteSource=Ours, Average Token=192, Reroute=true2026.06 | 1,848 | 100.6 | |
| NüwaSource=ICLR’26, Average Token=192, Reroute=false2026.06 | 1,834 | 99.2 | |
| NüwaSource=ICLR’26, Average Token=128, Reroute=false2026.06 | 1,828 | 98.4 | |
| Nüwa+RerouteSource=Ours, Average Token=128, Reroute=true2026.06 | 1,827 | 99.8 | |
| VisionZipSource=CVPR’25, Average Token=192, Reroute=false2026.06 | 1,782 | 97.9 | |
| PDropSource=CVPR’25, Average Token=192, Reroute=false2026.06 | 1,766 | 95.7 | |
| VisionZipSource=CVPR’25, Average Token=128, Reroute=false2026.06 | 1,761 | 96.9 | |
| SparseVLMSource=ICML’25, Average Token=192, Reroute=false2026.06 | 1,721 | 95.4 | |
| PruMergeSource=ICCV’25, Average Token=128, Reroute=false2026.06 | 1,712 | 94.7 | |
| NüwaSource=ICLR’26, Average Token=64, Reroute=false2026.06 | 1,706 | 95.8 | |
| SparseVLMSource=ICML’25, Average Token=128, Reroute=false2026.06 | 1,696 | 92.9 | |
| VisionZipSource=CVPR’25, Average Token=64, Reroute=false2026.06 | 1,690 | 93.2 | |
| Nüwa+RerouteSource=Ours, Average Token=64, Reroute=true2026.06 | 1,688 | 96.7 | |
| PDropSource=CVPR’25, Average Token=128, Reroute=false2026.06 | 1,664 | 93.8 | |
| PruMergeSource=ICCV’25, Average Token=64, Reroute=false2026.06 | 1,616 | 92.1 | |
| FastVSource=ECCV’24, Average Token=192, Reroute=false2026.06 | 1,612 | 90.1 | |
| SparseVLMSource=ICML’25, Average Token=64, Reroute=false2026.06 | 1,589 | 91.5 | |
| FastVSource=ECCV’24, Average Token=128, Reroute=false2026.06 | 1,490 | 85.2 | |
| FastVSource=ECCV’24, Average Token=64, Reroute=false2026.06 | 1,256 | 77.9 | |
| PDropSource=CVPR’25, Average Token=64, Reroute=false2026.06 | 1,092 | 70.3 |