Video Reasoning on VBVR-Bench Overall
78.1Overall ScoreVBVR-Wan2.2-5B-Distilled + VLM-as-Teacher
Evaluation Results
| Method | Links | |
|---|---|---|
| VBVR-Wan2.2-5B-Distilled + VLM-as-TeacherCost (s)=692026.06 | 78.1 | |
| VBVR-Wan2.2-5B + Pass@5Cost (s)=4352026.06 | 70.1 | |
| VBVR-Wan2.2-5B + Pass@4Cost (s)=3482026.06 | 70 | |
| VBVR-Wan2.2-5B + Pass@3Cost (s)=2612026.06 | 69.3 | |
| VBVR-Wan2.2-5B + Pass@2Cost (s)=1742026.06 | 69 | |
| VBVR-Wan2.2-5B-Distilled + Pass@5Cost (s)=702026.06 | 68.3 | |
| VBVR-Wan2.2-14BCost (s)=1602026.06 | 68.2 | |
| VBVR-Wan2.2-5B-Distilled + Pass@4Cost (s)=562026.06 | 68.1 | |
| VBVR-Wan2.2-5B-Distilled + Pass@3Cost (s)=422026.06 | 67.8 | |
| VBVR-Wan2.2-5BCost (s)=872026.06 | 67.6 | |
| VBVR-Wan2.2-5B-Distilled + Pass@2Cost (s)=282026.06 | 67.5 | |
| VBVR-Wan2.2-5B-DistilledCost (s)=142026.06 | 66.6 | |
| VBVR-Wan2.2-5B + VideoTPOCost (s)=2762026.06 | 66.3 | |
| VBVR-Wan2.2-5B-Distilled + VideoTPOCost (s)=572026.06 | 63.4 | |
| Sora 22026.06 | 54.6 | |
| Veo 3.12026.06 | 48 | |
| Kling 2.62026.06 | 36.9 |