Multimodal Model Evaluation on MME (Score, Avg. Acc.)
2,303.4MME ScoreQwen2.5-VL-7B
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Qwen2.5-VL-7BRetain Tokens=1296, Retain Ratio (%)=100%2026.07 | 2,303.4 | 84 | |
| EADPRetain Tokens=512, Retain Ratio (%)=↓ 60.5%2026.07 | 2,213.3 | 78 | |
| EADPRetain Tokens=256, Retain Ratio (%)=↓ 80.2%2026.07 | 2,202 | 74.3 | |
| DivPruneRetain Tokens=512, Retain Ratio (%)=↓ 60.5%2026.07 | 2,188.4 | 78.1 | |
| HiPruneRetain Tokens=512, Retain Ratio (%)=↓ 60.5%2026.07 | 2,176.5 | 75.9 | |
| DivPruneRetain Tokens=256, Retain Ratio (%)=↓ 80.2%2026.07 | 2,173 | 73.6 | |
| HiPruneRetain Tokens=256, Retain Ratio (%)=↓ 80.2%2026.07 | 2,153.2 | 69.4 | |
| EADPRetain Tokens=128, Retain Ratio (%)=↓ 90.1%2026.07 | 2,137.9 | 68.4 | |
| CDPrunerRetain Tokens=512, Retain Ratio (%)=↓ 60.5%2026.07 | 2,122.4 | 71.6 | |
| DivPruneRetain Tokens=128, Retain Ratio (%)=↓ 90.1%2026.07 | 2,054.9 | 66.4 | |
| HiPruneRetain Tokens=128, Retain Ratio (%)=↓ 90.1%2026.07 | 2,026.8 | 62.3 | |
| CDPrunerRetain Tokens=256, Retain Ratio (%)=↓ 80.2%2026.07 | 2,017.6 | 65 | |
| CDPrunerRetain Tokens=128, Retain Ratio (%)=↓ 90.1%2026.07 | 1,876.7 | 58.2 |