Video Generation on VBench (Quality, Semantic, Total)
85.27Quality ScoreCausal-Forcing
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Causal-Forcing2026.03 | 85.27 | 70.35 | 82.28 | |
| AR-CoPO (semi)Base Model=Self-Forcing, Alignment Strategy=semi-on-policy2026.03 | 85.15 | 71.68 | 82.45 | |
| LongLive2026.03 | 85.1 | 71.16 | 82.31 | |
| AR-CoPO (merged)Base Model=Self-Forcing, Alignment Strategy=semi-on-policy and on-policy merged2026.03 | 85.07 | 70.55 | 82.17 | |
| Self-Forcing2026.03 | 84.87 | 71.27 | 82.15 | |
| AR-CoPO (on-policy)Base Model=Self-Forcing, Alignment Strategy=on-policy2026.03 | 84.81 | 70.71 | 81.99 | |
| Casual ForcingPrompting Strategy=Single-prompt video generation2026.06 | 84.02 | 68.18 | 80.85 | |
| Self-ForcingPrompting Strategy=Single-prompt video generation2026.06 | 83.8 | 70.5 | 81.2 | |
| OTCA2026.04 | 83.72 | 75.19 | 82.01 | |
| DanceGRPO2026.04 | 83.31 | 73.31 | 81.31 | |
| Wan2.22026.04 | 83.3 | 73.1 | 81.26 | |
| Self-ForcingPrompting Strategy=Step-prompt video generation2026.06 | 82.89 | 68.82 | 80.07 | |
| LongLivePrompting Strategy=Single-prompt video generation2026.06 | 82.72 | 70.91 | 80.36 | |
| TempActPrompting Strategy=Step-prompt video generation, Backbone=Self-Forcing2026.06 | 82.71 | 69.14 | 79.99 | |
| TempActPrompting Strategy=Step-prompt video generation, Backbone=LongLive2026.06 | 82.61 | 69.4 | 79.97 | |
| LongLivePrompting Strategy=Step-prompt video generation2026.06 | 82.1 | 69.35 | 79.55 |