Short Video Question Answering on ShortVid-Bench
70.5Average ScoreFull Tokens
Evaluation Results
| Method | Links | |
|---|---|---|
| Full TokensBackbone=Qwen2.5-Omni-7B, Retained Ratio=100%, FLOPs Ratio=100%2025.11 | 70.5 | |
| OmniZipBackbone=Qwen2.5-Omni-7B, Retained Ratio=45%, FLOPs Ratio=39%2025.11 | 69.9 | |
| Full TokensBackbone=Qwen2.5-Omni-3B, Retained Ratio=100%, FLOPs Ratio=100%2025.11 | 69.4 | |
| OmniZipBackbone=Qwen2.5-Omni-7B, Retained Ratio=35%, FLOPs Ratio=29%2025.11 | 69 | |
| DyCoke (V&A)Backbone=Qwen2.5-Omni-7B, Retained Ratio=50%, FLOPs Ratio=44%2025.11 | 68.5 | |
| OmniZipBackbone=Qwen2.5-Omni-3B, Retained Ratio=45%, FLOPs Ratio=36%2025.11 | 68.5 | |
| RandomBackbone=Qwen2.5-Omni-7B, Retained Ratio=55%, FLOPs Ratio=48%2025.11 | 68.3 | |
| FastVBackbone=Qwen2.5-Omni-7B, Retained Ratio=50%, FLOPs Ratio=54%2025.11 | 68 | |
| DyCoke (V&A)Backbone=Qwen2.5-Omni-7B, Retained Ratio=35%, FLOPs Ratio=29%2025.11 | 68 | |
| FastVBackbone=Qwen2.5-Omni-3B, Retained Ratio=50%, FLOPs Ratio=49%2025.11 | 68 | |
| OmniZipBackbone=Qwen2.5-Omni-3B, Retained Ratio=35%, FLOPs Ratio=26%2025.11 | 68 | |
| FastVBackbone=Qwen2.5-Omni-7B, Retained Ratio=35%, FLOPs Ratio=42%2025.11 | 67.9 | |
| RandomBackbone=Qwen2.5-Omni-3B, Retained Ratio=55%, FLOPs Ratio=45%2025.11 | 67.9 | |
| RandomBackbone=Qwen2.5-Omni-7B, Retained Ratio=40%, FLOPs Ratio=34%2025.11 | 67.7 | |
| FastVBackbone=Qwen2.5-Omni-3B, Retained Ratio=35%, FLOPs Ratio=37%2025.11 | 67.7 | |
| DyCoke (V&A)Backbone=Qwen2.5-Omni-3B, Retained Ratio=35%, FLOPs Ratio=26%2025.11 | 67.5 | |
| DyCoke (V&A)Backbone=Qwen2.5-Omni-3B, Retained Ratio=50%, FLOPs Ratio=40%2025.11 | 67.4 | |
| RandomBackbone=Qwen2.5-Omni-3B, Retained Ratio=40%, FLOPs Ratio=31%2025.11 | 67 |