Video Reasoning on VBVR-Bench
97.4Overall AccuracyHuman
Evaluation results
| Method | Links | |
|---|---|---|
| HumanType=Baseline2026.03 | 97.4 | |
| VBVR-Wan2.2 + CollabVRVGM Cost (s)=10.912026.05 | 75.7 | |
| VBVR-Wan2.2 + Training-Free EnsembleType=Video Reasoning Models, Ensemble=reasoning path ensembling2026.03 | 71.6 | |
| VBVR-Wan2.2 + Pass@4VGM Cost (s)=14.802026.05 | 70.7 | |
| VBVR-Wan2.2 + Pass@2VGM Cost (s)=7.402026.05 | 69.4 | |
| VBVR-Wan2.2Type=Video Reasoning Models2026.03 | 68.5 | |
| VBVR-Wan2.2VGM Cost (s)=3.702026.05 | 67.1 | |
| VBVR-Wan2.2 + VideoTPOVGM Cost (s)=11.102026.05 | 65 | |
| Sora 2Type=Proprietary Video Models2026.03 | 54.6 | |
| Veo 3.1Type=Proprietary Video Models2026.03 | 48 | |
| Runway Gen-4 TurboType=Proprietary Video Models2026.03 | 40.3 | |
| Cosmos-Predict2.5 + CollabVRVGM Cost (s)=10.912026.05 | 40.3 | |
| Wan2.2-I2V-A14BType=Open-source Video Models2026.03 | 37.1 | |
| Kling 2.6Type=Proprietary Video Models2026.03 | 36.9 | |
| LTX-2Type=Open-source Video Models2026.03 | 31.3 | |
| Cosmos-Predict2.5VGM Cost (s)=3.702026.05 | 30.8 | |
| CogVideoX1.5-5B-I2VType=Open-source Video Models2026.03 | 27.3 | |
| HunyuanVideo-I2VType=Open-source Video Models2026.03 | 27.3 |