Video Reasoning on LVBench
43.3LVBench ScoreTriage
Evaluation results
| Method | Links | |
|---|---|---|
| TriageModel=LLaVA-OneVision-7B, Retention Ratio=50%2026.01 | 43.3 | |
| TriageModel=LLaVA-OneVision-7B, Retention Ratio=75%2026.01 | 42 | |
| TriageModel=LLaVA-OneVision-7B, Retention Ratio=100%2026.01 | 41.7 | |
| TriageModel=LLaVA-OneVision-7B, Retention Ratio=25%2026.01 | 41.1 | |
| TriageModel=Qwen2-VL-7B, Retention Ratio=50%2026.01 | 41.1 | |
| PyramidDropModel=LLaVA-OneVision-7B, Retention Ratio=50%2026.01 | 40.8 | |
| TriageModel=Qwen2-VL-7B, Retention Ratio=75%2026.01 | 40.8 | |
| TriageModel=LLaVA-Video-7B, Retention Ratio=50%2026.01 | 40.5 | |
| FastVModel=LLaVA-OneVision-7B, Retention Ratio=50%2026.01 | 40.4 | |
| DyCokeModel=LLaVA-OneVision-7B, Retention Ratio=50%2026.01 | 40.4 | |
| TriageModel=LLaVA-Video-7B, Retention Ratio=75%2026.01 | 40.4 | |
| VanillaModel=LLaVA-OneVision-7B, Retention Ratio=100%2026.01 | 40.3 | |
| TriageModel=Qwen2-VL-7B, Retention Ratio=100%2026.01 | 40.1 | |
| TriageModel=LLaVA-Video-7B, Retention Ratio=100%2026.01 | 39.9 | |
| TriageModel=LLaVA-Video-7B, Retention Ratio=25%2026.01 | 39.3 | |
| PyramidDropModel=Qwen2-VL-7B, Retention Ratio=50%2026.01 | 38.9 | |
| TriageModel=Qwen2-VL-7B, Retention Ratio=25%2026.01 | 38.9 | |
| VanillaModel=Qwen2-VL-7B, Retention Ratio=100%2026.01 | 38.7 | |
| DyCokeModel=Qwen2-VL-7B, Retention Ratio=50%2026.01 | 37.7 | |
| FastVModel=Qwen2-VL-7B, Retention Ratio=50%2026.01 | 37.3 | |
| VanillaModel=LLaVA-Video-7B, Retention Ratio=100%2026.01 | 36.8 | |
| PyramidDropModel=LLaVA-Video-7B, Retention Ratio=50%2026.01 | 36.5 | |
| FastVModel=LLaVA-Video-7B, Retention Ratio=50%2026.01 | 36.2 | |
| DyCokeModel=LLaVA-Video-7B, Retention Ratio=50%2026.01 | 35.4 |