Video Generation on VBench 5s horizon 21 frames
0.983Subjective QualityRolling Forcing
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Rolling ForcingMethod Category=Static anchor2026.05 | 0.983 | 0.367 | 0.619 | 0.804 | 0.251 | 0.864 | |
| CausVidMethod Category=No persistent anchor2026.05 | 0.979 | 0.547 | 0.606 | 0.819 | 0.238 | 0.62 | |
| Rolling SinkMethod Category=EMA / positional / heuristic2026.05 | 0.979 | 0.508 | 0.627 | 0.822 | 0.255 | 0.812 | |
| Infinity-RoPEMethod Category=Static anchor2026.05 | 0.978 | 0.628 | 0.605 | 0.832 | 0.245 | 0.82 | |
| LongLiveMethod Category=Static anchor2026.05 | 0.976 | 0.393 | 0.635 | 0.806 | 0.253 | 0.84 | |
| MemRoPEMethod Category=EMA / positional / heuristic2026.05 | 0.976 | 0.622 | 0.622 | 0.836 | 0.253 | 0.798 | |
| Reward ForcingMethod Category=EMA / positional / heuristic2026.05 | 0.975 | 0.643 | 0.622 | 0.838 | 0.248 | 0.791 | |
| Causal ForcingMethod Category=No persistent anchor2026.05 | 0.974 | 0.747 | 0.628 | 0.851 | 0.246 | 0.774 | |
| Wan 2.1-1.3BMethod Category=Non-autoregressive, Model Scale=1.3B2026.05 | 0.97 | 0.609 | 0.593 | 0.823 | 0.253 | 0.664 | |
| Self-ForcingMethod Category=No persistent anchor2026.05 | 0.966 | 0.635 | 0.619 | 0.832 | 0.249 | 0.806 | |
| AdaStateMethod Category=Adaptive anchor2026.05 | 0.961 | 0.828 | 0.63 | 0.86 | 0.254 | 0.868 |