Multi-modal Understanding on MM-Bench-CN (MMBCN) (test)
84MMBCN ScoreQwen
Evaluation Results
| Method | Links | |
|---|---|---|
| QwenToken Retention Rate=100%, Base Model=Qwen2.5-VL-32B-Instruct2025.08 | 84 | |
| HiPruneToken Retention Rate=22.2%, Base Model=Qwen2.5-VL-32B-Instruct2025.08 | 80 | |
| VisionZipToken Retention Rate=22.2%, Base Model=Qwen2.5-VL-32B-Instruct2025.08 | 79.1 | |
| HiPrune++Token Retention Rate=22.2%, Base Model=Qwen2.5-VL-32B-Instruct2025.08 | 79 | |
| HiPruneToken Retention Rate=11.1%, Base Model=Qwen2.5-VL-32B-Instruct2025.08 | 74.3 | |
| VisionZipToken Retention Rate=11.1%, Base Model=Qwen2.5-VL-32B-Instruct2025.08 | 73.9 | |
| HiPrune++Token Retention Rate=11.1%, Base Model=Qwen2.5-VL-32B-Instruct2025.08 | 73.5 | |
| FastVToken Retention Rate=22.2%, Base Model=Qwen2.5-VL-32B-Instruct2025.08 | 72.9 | |
| HiPruneToken Retention Rate=5.6%, Base Model=Qwen2.5-VL-32B-Instruct2025.08 | 67.4 | |
| HiPrune++Token Retention Rate=5.6%, Base Model=Qwen2.5-VL-32B-Instruct2025.08 | 67.4 | |
| VisionZipToken Retention Rate=5.6%, Base Model=Qwen2.5-VL-32B-Instruct2025.08 | 66.6 | |
| FastVToken Retention Rate=11.1%, Base Model=Qwen2.5-VL-32B-Instruct2025.08 | 63.5 | |
| FastVToken Retention Rate=5.6%, Base Model=Qwen2.5-VL-32B-Instruct2025.08 | 53 |