Multi-modal Understanding on WorldSense
46.85WorldSense PerformanceQwen2.5-Omni-7B
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Qwen2.5-Omni-7BModel Backbone=Qwen2.5-Omni-7B, Retained Ratio (%)=1002026.05 | 46.85 | — | 1.73 | 1.82 | 28.92 | |
| OmniDropModel Backbone=Qwen2.5-Omni-3B, Retained Ratio (%)=302026.05 | 46.78 | — | 0.99 | 1.03 | 15.9 | |
| Qwen2.5-Omni-3BModel Backbone=Qwen2.5-Omni-3B, Retained Ratio (%)=1002026.05 | 46.63 | — | 1.35 | 1.4 | 18.63 | |
| OmniDropModel Backbone=Qwen2.5-Omni-7B, Retained Ratio (%)=302026.05 | 46.6 | — | 1.05 | 1.15 | 25.65 | |
| OmniDropModel Backbone=Qwen2.5-Omni-7B, Retained Ratio (%)=202026.05 | 46.5 | -0.18 | 1.04 | 1.14 | 25.65 | |
| OmniDropModel Backbone=Qwen2.5-Omni-3B, Retained Ratio (%)=202026.05 | 46.19 | -0.47 | 0.97 | 1.02 | 15.9 | |
| DASHModel Backbone=Qwen2.5-Omni-7B, Retained Ratio (%)=302026.05 | 45.87 | — | 1.07 | 1.15 | 25.68 | |
| OmniZipModel Backbone=Qwen2.5-Omni-3B, Retained Ratio (%)=302026.05 | 45.71 | — | 0.95 | 0.99 | 15.98 | |
| OmniZipModel Backbone=Qwen2.5-Omni-7B, Retained Ratio (%)=302026.05 | 45.55 | — | 1.06 | 1.15 | 25.76 | |
| OmniZipModel Backbone=Qwen2.5-Omni-3B, Retained Ratio (%)=202026.05 | 44.99 | -0.98 | 0.94 | 0.98 | 15.91 | |
| DASHModel Backbone=Qwen2.5-Omni-3B, Retained Ratio (%)=302026.05 | 44.83 | — | 1.03 | 1.08 | 15.91 | |
| DASHModel Backbone=Qwen2.5-Omni-7B, Retained Ratio (%)=202026.05 | 44.61 | -1.09 | 1.02 | 1.11 | 25.65 | |
| OmniZipModel Backbone=Qwen2.5-Omni-7B, Retained Ratio (%)=202026.05 | 44.1 | -1.08 | 0.97 | 1.05 | 25.65 | |
| DASHModel Backbone=Qwen2.5-Omni-3B, Retained Ratio (%)=202026.05 | 44.1 | -1.36 | 0.97 | 1.02 | 15.91 |