Multimodal Evaluation Summary on Aggregated non-MME
84.4Average AccuracyQwen3-VL-32B
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Qwen3-VL-32BToken Ratio=100%2026.05 | 84.4 | 100 | |
| F3AToken Ratio=60%2026.05 | 83.3 | 98.69 | |
| CDPrunerToken Ratio=60%2026.05 | 82.57 | 97.83 | |
| F3AToken Ratio=40%2026.05 | 81.92 | 97.07 | |
| VisionZipToken Ratio=60%2026.05 | 81.61 | 96.7 | |
| FastVToken Ratio=60%2026.05 | 81.44 | 96.49 | |
| DivPruneToken Ratio=60%2026.05 | 81.43 | 96.49 | |
| CDPrunerToken Ratio=40%2026.05 | 81 | 95.98 | |
| VisionZipToken Ratio=40%2026.05 | 79.86 | 94.62 | |
| DivPruneToken Ratio=40%2026.05 | 79.13 | 93.76 | |
| InternVL3.5-8BRatio=100%, Backbone=InternVL3.5-8B2026.05 | 79.05 | 100 | |
| Qwen2.5-VL-7BRatio=100%, Backbone=Qwen2.5-VL-7B2026.05 | 78.76 | 100 | |
| FastVToken Ratio=40%2026.05 | 78.45 | 92.95 | |
| F3AToken Ratio=20%2026.05 | 77.88 | 92.27 | |
| F3ARatio=60%, Backbone=InternVL3.5-8B2026.05 | 77.61 | 98.17 | |
| F3ARatio=60%, Backbone=Qwen2.5-VL-7B2026.05 | 77.32 | 98.18 | |
| VisionZipRatio=60%, Backbone=InternVL3.5-8B2026.05 | 77.28 | 97.76 | |
| CDPrunerRatio=60%, Backbone=Qwen2.5-VL-7B2026.05 | 76.99 | 97.77 | |
| DivPruneRatio=60%, Backbone=Qwen2.5-VL-7B2026.05 | 76.88 | 97.64 | |
| VisionZipToken Ratio=20%2026.05 | 76.85 | 91.06 | |
| CDPrunerRatio=60%, Backbone=InternVL3.5-8B2026.05 | 76.78 | 97.12 | |
| CDPrunerToken Ratio=20%2026.05 | 76.75 | 90.94 | |
| DivPruneRatio=60%, Backbone=InternVL3.5-8B2026.05 | 76.63 | 96.94 | |
| FastVRatio=60%, Backbone=InternVL3.5-8B2026.05 | 76.61 | 96.9 | |
| VisionZipRatio=60%, Backbone=Qwen2.5-VL-7B2026.05 | 76.59 | 97.25 | |
| F3ARatio=40%, Backbone=InternVL3.5-8B2026.05 | 76.29 | 96.51 | |
| FastVRatio=60%, Backbone=Qwen2.5-VL-7B2026.05 | 76.28 | 96.89 | |
| F3ARatio=40%, Backbone=Qwen2.5-VL-7B2026.05 | 76.14 | 96.67 | |
| VisionZipRatio=40%, Backbone=InternVL3.5-8B2026.05 | 76.03 | 96.17 | |
| CDPrunerRatio=40%, Backbone=Qwen2.5-VL-7B2026.05 | 75.93 | 96.4 | |
| DivPruneRatio=40%, Backbone=Qwen2.5-VL-7B2026.05 | 75.89 | 96.36 | |
| VisionZipRatio=40%, Backbone=Qwen2.5-VL-7B2026.05 | 75.56 | 95.94 | |
| CDPrunerRatio=40%, Backbone=InternVL3.5-8B2026.05 | 75.51 | 95.51 | |
| DivPruneRatio=40%, Backbone=InternVL3.5-8B2026.05 | 75.28 | 95.23 | |
| FastVRatio=40%, Backbone=InternVL3.5-8B2026.05 | 75.22 | 95.15 | |
| DivPruneToken Ratio=20%2026.05 | 75.14 | 89.04 | |
| FastVRatio=40%, Backbone=Qwen2.5-VL-7B2026.05 | 74.99 | 95.21 | |
| F3ARatio=20%, Backbone=InternVL3.5-8B2026.05 | 73.97 | 93.57 | |
| FastVToken Ratio=20%2026.05 | 73.48 | 87.06 | |
| F3ARatio=20%, Backbone=Qwen2.5-VL-7B2026.05 | 73.42 | 93.03 | |
| VisionZipRatio=20%, Backbone=Qwen2.5-VL-7B2026.05 | 73.3 | 92.99 | |
| CDPrunerRatio=20%, Backbone=Qwen2.5-VL-7B2026.05 | 73.22 | 92.9 | |
| DivPruneRatio=20%, Backbone=Qwen2.5-VL-7B2026.05 | 73 | 92.61 | |
| VisionZipRatio=20%, Backbone=InternVL3.5-8B2026.05 | 72.86 | 92.16 | |
| DivPruneRatio=20%, Backbone=InternVL3.5-8B2026.05 | 72.33 | 91.5 | |
| CDPrunerRatio=20%, Backbone=InternVL3.5-8B2026.05 | 72.11 | 91.21 | |
| FastVRatio=20%, Backbone=Qwen2.5-VL-7B2026.05 | 70.55 | 89.48 | |
| FastVRatio=20%, Backbone=InternVL3.5-8B2026.05 | 70.19 | 88.79 |