Video Reasoning on VBVR-Bench In-Domain
96Average ScoreHuman
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| HumanType=Baseline2026.03 | 96 | 91.9 | 95.6 | 100 | 95 | 100 | |
| VBVR-Wan2.2 + CollabVRVGM Cost (s)=10.912026.05 | 81.9 | 82.8 | 78.4 | 80.5 | 82.8 | 85.2 | |
| VBVR-Wan2.2-5B-Distilled + VLM-as-TeacherCost (s)=692026.06 | 80.3 | 80.6 | 92 | 83.7 | 82 | 78.7 | |
| VBVR-Wan2.2 + Pass@4VGM Cost (s)=14.802026.05 | 78.9 | 75.1 | 73.4 | 82.6 | 80.5 | 84.1 | |
| VBVR-Wan2.2 + Pass@2VGM Cost (s)=7.402026.05 | 78.3 | 79.1 | 74.2 | 79.5 | 77.4 | 81.2 | |
| VBVR-Wan2.2 + Training-Free EnsembleType=Video Reasoning Models, Ensemble=reasoning path ensembling2026.03 | 78 | 76 | 74.4 | 80.9 | 74.9 | 85.8 | |
| VBVR-Wan2.2-14BCost (s)=1602026.06 | 76.3 | 73.3 | 71.3 | 79.5 | 77.6 | 82.7 | |
| VBVR-Wan2.2VGM Cost (s)=3.702026.05 | 76.2 | 70.1 | 74.6 | 80.2 | 79.3 | 80.3 | |
| VBVR-Wan2.2Type=Video Reasoning Models2026.03 | 76 | 72.4 | 75 | 78.2 | 74.5 | 83.3 | |
| VBVR-Wan2.2-5B + Pass@5Cost (s)=4352026.06 | 74.1 | 71.4 | 76.2 | 73 | 75.7 | 74.1 | |
| VBVR-Wan2.2-5B + Pass@4Cost (s)=3482026.06 | 74 | 71.3 | 75.7 | 72.9 | 75.6 | 74 | |
| VBVR-Wan2.2-5B + Pass@3Cost (s)=2612026.06 | 73.3 | 69.3 | 75.1 | 72.8 | 75.3 | 73.6 | |
| VBVR-Wan2.2-5B + Pass@2Cost (s)=1742026.06 | 72.9 | 68.6 | 74.9 | 72.7 | 75.1 | 72.7 | |
| VBVR-Wan2.2 + VideoTPOVGM Cost (s)=11.102026.05 | 71.7 | 72.3 | 69.8 | 64.1 | 74.4 | 81.6 | |
| VBVR-Wan2.2-5BCost (s)=872026.06 | 71.3 | 67.5 | 72.2 | 71.5 | 73.3 | 71.5 | |
| VBVR-Wan2.2-5B-Distilled + Pass@5Cost (s)=702026.06 | 71.2 | 67.6 | 72.2 | 68 | 75.1 | 72.6 | |
| VBVR-Wan2.2-5B-Distilled + Pass@4Cost (s)=562026.06 | 71.1 | 67.3 | 72.2 | 68 | 74.8 | 72.6 | |
| VBVR-Wan2.2-5B-Distilled + Pass@3Cost (s)=422026.06 | 70.7 | 65.9 | 71.9 | 67.9 | 74.8 | 72.2 | |
| VBVR-Wan2.2-5B-Distilled + Pass@2Cost (s)=282026.06 | 70.2 | 65.3 | 71.7 | 67.4 | 74.3 | 71.8 | |
| VBVR-Wan2.2-5B + VideoTPOCost (s)=2762026.06 | 69.7 | 65.4 | 70.1 | 69.8 | 72.4 | 70.8 | |
| VBVR-Wan2.2-5B-DistilledCost (s)=142026.06 | 69.2 | 63.8 | 70.9 | 66.1 | 73.2 | 71.2 | |
| VBVR-Wan2.2-5B-Distilled + VideoTPOCost (s)=572026.06 | 67.1 | 62.4 | 68.7 | 64.3 | 71.2 | 68.9 | |
| Sora 2Type=Proprietary Video Models2026.03 | 56.9 | 60.2 | 47.7 | 58.1 | 57.2 | 59.7 | |
| Sora 22026.06 | 56.9 | 60.2 | 47.7 | 58.1 | 57.2 | 59.7 | |
| Veo 3.1Type=Proprietary Video Models2026.03 | 53.1 | 61.1 | 50.3 | 52 | 44.4 | 51 | |
| Veo 3.12026.06 | 53.1 | 61.1 | 50.3 | 52 | 44.4 | 51 | |
| Wan2.2-I2V-A14BType=Open-source Video Models2026.03 | 41.2 | 43 | 38.2 | 41.5 | 40.4 | 41.9 | |
| Kling 2.6Type=Proprietary Video Models2026.03 | 40.8 | 46.5 | 32.3 | 37.5 | 34.7 | 51.9 | |
| Kling 2.62026.06 | 40.8 | 46.5 | 32.3 | 37.5 | 34.7 | 51.9 | |
| Cosmos-Predict2.5 + CollabVRVGM Cost (s)=10.912026.05 | 40.6 | 40.4 | 43.1 | 41.1 | 30.1 | 48.2 | |
| Runway Gen-4 TurboType=Proprietary Video Models2026.03 | 39.2 | 39.6 | 40.9 | 42.9 | 34.1 | 36.3 | |
| LTX-2Type=Open-source Video Models2026.03 | 32.9 | 31.6 | 36.2 | 32.6 | 34 | 30.6 | |
| Cosmos-Predict2.5VGM Cost (s)=3.702026.05 | 31.2 | 27.2 | 32.7 | 35.5 | 22.7 | 39 | |
| CogVideoX1.5-5B-I2VType=Open-source Video Models2026.03 | 28.3 | 24.1 | 32.8 | 25.7 | 32.8 | 30.5 | |
| HunyuanVideo-I2VType=Open-source Video Models2026.03 | 28 | 20.7 | 35.7 | 29.3 | 28 | 31.6 |