Video Understanding on MLVU (Metrics: M-Aug, G-Aug, Rel. Avg.)
68.6M-AugVanilla
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| VanillaModels=InternVL 2.5 8B, Average Tokens=100%2026.02 | 68.6 | 4.79 | 100 | |
| IVC-PruneModels=InternVL 2.5 8B, Average Tokens=50%2026.02 | 68.3 | 4.74 | 100.3 | |
| PDropModels=InternVL 2.5 8B, Average Tokens=56%2026.02 | 66.5 | 4.65 | 97.4 | |
| IVC-PruneModels=Qwen2.5-VL 7B, Average Tokens=50%2026.02 | 65.7 | 5.55 | 100.1 | |
| FastVModels=InternVL 2.5 8B, Average Tokens=53%2026.02 | 65.7 | 4.77 | 98.6 | |
| VanillaModels=Qwen2.5-VL 7B, Average Tokens=100%2026.02 | 65.1 | 5.65 | 100 | |
| FastVModels=Qwen2.5-VL 7B, Average Tokens=54%2026.02 | 65 | 5.52 | 99.2 | |
| PDropModels=Qwen2.5-VL 7B, Average Tokens=61%2026.02 | 64 | 5.53 | 99.5 |