Long Video Generation on VBench-Long 30 seconds
98.07Subject ConsistencyRolling Forcing
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Rolling ForcingTraining Free=false, Throughput (FPS)=15.752026.03 | 98.07 | 96.84 | 60.75 | 70.73 | 98.74 | 32.71 | 76.31 | — | |
| LongLiveTraining Free=false, Throughput (FPS)=18.162026.03 | 97.97 | 96.83 | 61.51 | 69.07 | 98.76 | 45.55 | 78.28 | — | |
| CausVidTraining Free=false, Throughput (FPS)=15.782026.03 | 97.92 | 96.77 | 59.77 | 66.36 | 98.08 | 47.21 | 77.69 | — | |
| LongLive-RAGBase Model=Self-Forcing2026.06 | 97.57 | 96.56 | 57.17 | 65.43 | 98.76 | 42.24 | — | 1.33 | |
| LongLive-RAGBase Model=LongLive2026.06 | 97.53 | 96.39 | 59.24 | 68.42 | 98.77 | 44.84 | — | 1.67 | |
| Deep ForcingBase Model=LongLive2026.06 | 97.52 | 96.43 | 59 | 67.61 | 98.82 | 41.46 | — | 2.5 | |
| LongLive2026.06 | 97.35 | 96.15 | 59.38 | 68.15 | 98.7 | 44.74 | — | 2.67 | |
| Self ForcingTraining Free=false, Throughput (FPS)=15.782026.03 | 97.34 | 96.47 | 59.44 | 68.58 | 98.63 | 36.62 | 76.18 | — | |
| Deep ForcingTraining Free=true, Throughput (FPS)=15.792026.03 | 97.34 | 96.48 | 60.68 | 69.31 | 98.27 | 57.56 | 79.94 | — | |
| ∞-RoPEBase Model=Self-Forcing2026.06 | 97.32 | 96.38 | 56.78 | 63.93 | 98.59 | 46.82 | — | 2 | |
| ∞-RoPEBase Model=LongLive2026.06 | 97.27 | 96.19 | 58.69 | 67.99 | 98.68 | 48.18 | — | 3.17 | |
| Deep ForcingBase Model=Self-Forcing2026.06 | 97.04 | 96.02 | 56.44 | 61.91 | 98.57 | 38.85 | — | 3.5 | |
| Relax ForcingTraining Free=true, Throughput (FPS)=16.332026.03 | 96.99 | 96.12 | 60.13 | 68.5 | 97.8 | 65.67 | 80.87 | — | |
| Self-Forcing2026.06 | 96.21 | 95.39 | 56.69 | 63.31 | 98.39 | 52.03 | — | 3.17 | |
| LongLive-RAGBase Model=Causal-Forcing2026.06 | 95.43 | 94.79 | 57.31 | 70.07 | 97.16 | 82.29 | — | 1.33 | |
| Causal-Forcing2026.06 | 94.6 | 94.68 | 54.58 | 65.53 | 96.56 | 73.96 | — | 3 | |
| ∞-RoPEBase Model=Causal-Forcing2026.06 | 93.93 | 94.11 | 55.42 | 68.26 | 96.21 | 90.83 | — | 2.33 | |
| Deep ForcingBase Model=Causal-Forcing2026.06 | 93.52 | 93.86 | 55.03 | 66.07 | 95.84 | 84.79 | — | 3.33 |