Video Generation on VBench 30s horizon 120 frames
0.991Subjective Quality ScoreRolling Forcing
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Rolling ForcingMethod Category=Static anchor2026.05 | 0.991 | 0.042 | 0.648 | 0.769 | 0.254 | |
| CausVidMethod Category=No persistent anchor2026.05 | 0.986 | 0.096 | 0.626 | 0.761 | 0.213 | |
| Infinity-RoPEMethod Category=Static anchor2026.05 | 0.986 | 0.267 | 0.638 | 0.788 | 0.237 | |
| LongLiveMethod Category=Static anchor2026.05 | 0.983 | 0.373 | 0.625 | 0.801 | 0.255 | |
| Reward ForcingMethod Category=EMA / positional / heuristic2026.05 | 0.979 | 0.607 | 0.628 | 0.837 | 0.252 | |
| Rolling SinkMethod Category=EMA / positional / heuristic2026.05 | 0.977 | 0.402 | 0.621 | 0.807 | 0.252 | |
| MemRoPEMethod Category=EMA / positional / heuristic2026.05 | 0.974 | 0.718 | 0.601 | 0.848 | 0.249 | |
| Self-ForcingMethod Category=No persistent anchor2026.05 | 0.972 | 0.392 | 0.57 | 0.794 | 0.224 | |
| AdaStateMethod Category=Adaptive anchor2026.05 | 0.959 | 0.922 | 0.596 | 0.865 | 0.259 | |
| Causal ForcingMethod Category=No persistent anchor2026.05 | 0.944 | 0.933 | 0.523 | 0.843 | 0.194 |