General Multimodal Performance Summary on Aggregate
100Relative PerformanceInternVL3.5-38B
Evaluation results
| Method | Links | ||
|---|---|---|---|
| InternVL3.5-38BRatio=100%, Backbone=InternVL3.5-38B2026.05 | 100 | 82.93 | |
| VanillaBackbone=LLaVA-1.5-13B, Token Budget=Full Tokens2026.06 | 100 | — | |
| STSBackbone=LLaVA-1.5-13B, Token Budget=128 Tokens2026.06 | 99.4 | — | |
| F3ARatio=60%, Backbone=InternVL3.5-38B2026.05 | 98.94 | 82.03 | |
| DivPruneRatio=60%, Backbone=InternVL3.5-38B2026.05 | 98.52 | 81.67 | |
| AgilePruneBackbone=LLaVA-1.5-13B, Token Budget=128 Tokens2026.06 | 98.4 | — | |
| FastVRatio=60%, Backbone=InternVL3.5-38B2026.05 | 98.07 | 81.33 | |
| STSBackbone=LLaVA-1.5-13B, Token Budget=64 Tokens2026.06 | 98 | — | |
| VisionZipRatio=60%, Backbone=InternVL3.5-38B2026.05 | 97.96 | 81.27 | |
| CDPrunerRatio=60%, Backbone=InternVL3.5-38B2026.05 | 97.91 | 81.24 | |
| DivPruneBackbone=LLaVA-1.5-13B, Token Budget=128 Tokens2026.06 | 97.6 | — | |
| Zoo-PruneBackbone=LLaVA-1.5-13B, Token Budget=128 Tokens2026.06 | 97.6 | — | |
| F3ARatio=40%, Backbone=InternVL3.5-38B2026.05 | 97.43 | 80.8 | |
| DivPruneRatio=40%, Backbone=InternVL3.5-38B2026.05 | 96.97 | 80.4 | |
| AgilePruneBackbone=LLaVA-1.5-13B, Token Budget=64 Tokens2026.06 | 96.9 | — | |
| DARTBackbone=LLaVA-1.5-13B, Token Budget=128 Tokens2026.06 | 96.8 | — | |
| FastVRatio=40%, Backbone=InternVL3.5-38B2026.05 | 96.64 | 80.15 | |
| VisionZipBackbone=LLaVA-1.5-13B, Token Budget=128 Tokens2026.06 | 96.5 | — | |
| VisionZipRatio=40%, Backbone=InternVL3.5-38B2026.05 | 96.31 | 79.88 | |
| CDPrunerRatio=40%, Backbone=InternVL3.5-38B2026.05 | 96.12 | 79.75 | |
| STSBackbone=LLaVA-1.5-13B, Token Budget=32 Tokens2026.06 | 96 | — | |
| Zoo-PruneBackbone=LLaVA-1.5-13B, Token Budget=64 Tokens2026.06 | 95.2 | — | |
| DivPruneBackbone=LLaVA-1.5-13B, Token Budget=64 Tokens2026.06 | 94.8 | — | |
| VisionZipBackbone=LLaVA-1.5-13B, Token Budget=64 Tokens2026.06 | 94.1 | — | |
| F3ARatio=20%, Backbone=InternVL3.5-38B2026.05 | 93.94 | 77.91 | |
| DARTBackbone=LLaVA-1.5-13B, Token Budget=64 Tokens2026.06 | 93.9 | — | |
| DivPruneRatio=20%, Backbone=InternVL3.5-38B2026.05 | 93.44 | 77.49 | |
| DivPruneBackbone=LLaVA-1.5-13B, Token Budget=32 Tokens2026.06 | 93.1 | — | |
| FastVRatio=20%, Backbone=InternVL3.5-38B2026.05 | 92.63 | 76.85 | |
| CDPrunerRatio=20%, Backbone=InternVL3.5-38B2026.05 | 92.07 | 76.56 | |
| VisionZipRatio=20%, Backbone=InternVL3.5-38B2026.05 | 91.84 | 76.19 | |
| DARTBackbone=LLaVA-1.5-13B, Token Budget=32 Tokens2026.06 | 90.9 | — | |
| VisionZipBackbone=LLaVA-1.5-13B, Token Budget=32 Tokens2026.06 | 89.8 | — |