Multimodal Model Evaluation on MMBench EN
83.9AccuracyQwen2.5-VL-7B
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Qwen2.5-VL-7BRetain Tokens=1296, Retain Ratio (%)=100%2026.07 | 83.9 | 84 | |
| DivPruneRetain Tokens=512, Retain Ratio (%)=↓ 60.5%2026.07 | 81.7 | 78.1 | |
| EADPRetain Tokens=512, Retain Ratio (%)=↓ 60.5%2026.07 | 81.6 | 78 | |
| DivPruneRetain Tokens=256, Retain Ratio (%)=↓ 80.2%2026.07 | 80.5 | 73.6 | |
| HiPruneRetain Tokens=512, Retain Ratio (%)=↓ 60.5%2026.07 | 80.3 | 75.9 | |
| EADPRetain Tokens=256, Retain Ratio (%)=↓ 80.2%2026.07 | 80.2 | 74.3 | |
| CDPrunerRetain Tokens=512, Retain Ratio (%)=↓ 60.5%2026.07 | 79.6 | 71.6 | |
| HiPruneRetain Tokens=256, Retain Ratio (%)=↓ 80.2%2026.07 | 78.4 | 69.4 | |
| EADPRetain Tokens=128, Retain Ratio (%)=↓ 90.1%2026.07 | 78.4 | 68.4 | |
| CDPrunerRetain Tokens=256, Retain Ratio (%)=↓ 80.2%2026.07 | 77.6 | 65 | |
| DivPruneRetain Tokens=128, Retain Ratio (%)=↓ 90.1%2026.07 | 77.4 | 66.4 | |
| HiPruneRetain Tokens=128, Retain Ratio (%)=↓ 90.1%2026.07 | 75 | 62.3 | |
| CDPrunerRetain Tokens=128, Retain Ratio (%)=↓ 90.1%2026.07 | 73.3 | 58.2 |