Multimodal Understanding on Aggregate Non-MME Suite
86.62Average AccuracyQwen3-VL-235B
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Qwen3-VL-235BToken Retention Ratio=100%2026.05 | 86.62 | 100 | |
| F3AToken Retention Ratio=60%2026.05 | 85.39 | 98.58 | |
| VisionZipToken Retention Ratio=60%2026.05 | 84.81 | 97.92 | |
| DivPruneToken Retention Ratio=60%2026.05 | 84.74 | 97.83 | |
| CDPrunerToken Retention Ratio=60%2026.05 | 84.56 | 97.63 | |
| FastVToken Retention Ratio=60%2026.05 | 84 | 96.97 | |
| F3AToken Retention Ratio=40%2026.05 | 83.93 | 96.9 | |
| VisionZipToken Retention Ratio=40%2026.05 | 83.09 | 95.93 | |
| DivPruneToken Retention Ratio=40%2026.05 | 82.9 | 95.71 | |
| CDPrunerToken Retention Ratio=40%2026.05 | 82.75 | 95.54 | |
| FastVToken Retention Ratio=40%2026.05 | 82.2 | 94.9 | |
| F3AToken Retention Ratio=20%2026.05 | 81.38 | 93.86 | |
| CDPrunerToken Retention Ratio=20%2026.05 | 80.01 | 92.37 | |
| DivPruneToken Retention Ratio=20%2026.05 | 79.87 | 92.21 | |
| VisionZipToken Retention Ratio=20%2026.05 | 79.86 | 92.19 | |
| FastVToken Retention Ratio=20%2026.05 | 77.25 | 89.18 |