Multimodal Understanding on MM-Bench (MBen/MBzh Scores)
87.64MBen ScoreQwen3-VL-32B
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Qwen3-VL-32BToken Ratio=100%2026.05 | 87.64 | 86.3 | |
| F3AToken Ratio=60%2026.05 | 86.46 | 85.35 | |
| CDPrunerToken Ratio=60%2026.05 | 86.23 | 85.26 | |
| FastVToken Ratio=60%2026.05 | 85.56 | 84.38 | |
| VisionZipToken Ratio=60%2026.05 | 85.33 | 85.05 | |
| VisionZipToken Ratio=40%2026.05 | 85.19 | 84.7 | |
| F3AToken Ratio=40%2026.05 | 84.98 | 84.73 | |
| DivPruneToken Ratio=60%2026.05 | 84.94 | 84.22 | |
| CDPrunerToken Ratio=40%2026.05 | 84.91 | 84.2 | |
| FastVToken Ratio=40%2026.05 | 84.29 | 82.97 | |
| DivPruneToken Ratio=40%2026.05 | 83.85 | 82.37 | |
| CDPrunerToken Ratio=20%2026.05 | 83.13 | 82.53 | |
| F3AToken Ratio=20%2026.05 | 83.06 | 82.16 | |
| VisionZipToken Ratio=20%2026.05 | 81.49 | 81.22 | |
| FastVToken Ratio=20%2026.05 | 80.38 | 79.95 | |
| DivPruneToken Ratio=20%2026.05 | 79.88 | 78.84 |