Multimodal Understanding on MM-Vet (RelSpd)
193.2Relative Speed (RelSpd)TwigVLM++
Evaluation results
| Method | Links | |
|---|---|---|
| TwigVLM++Tokens Retained Percentage=11.1%2025.03 | 193.2 | |
| TwigVLM++Tokens Retained Percentage=22.2%2025.03 | 192.4 | |
| TwigVLM++Tokens Retained Percentage=33.3%2025.03 | 187.1 | |
| TwigVLMTokens Retained Percentage=11.1%2025.03 | 152.3 | |
| TwigVLMTokens Retained Percentage=22.2%2025.03 | 151.2 | |
| TwigVLMTokens Retained Percentage=33.3%2025.03 | 147.7 | |
| VisionZipTokens Retained Percentage=11.1%2025.03 | 107.1 | |
| VisionZipTokens Retained Percentage=22.2%2025.03 | 105.8 | |
| FastVTokens Retained Percentage=11.1%2025.03 | 104.3 | |
| VisionZipTokens Retained Percentage=33.3%2025.03 | 103.4 | |
| FastVTokens Retained Percentage=22.2%2025.03 | 103.1 | |
| FastVTokens Retained Percentage=33.3%2025.03 | 101.7 | |
| Q2.5VL-7BTokens Retained Percentage=100%2025.03 | 100 |