Video Generation on VBench 60s
83.64Total ScoreLongLive
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| LongLive#Params=1.3B, Throughput (FPS)=20.72026.02 | 83.64 | 84.53 | 74.97 | 94.62 | 93.88 | — | — | — | — | — | |
| Context Forcing (student model)#Params=1.3B, Throughput (FPS)=172026.02 | 82.45 | 83.55 | 76.1 | 95.34 | 94.88 | — | — | — | — | — | |
| Causal-ForcingInference Protocol=fixed-camera2026.06 | 82.4 | — | — | 87.73 | — | 97.05 | 68.3 | 94.04 | 55.91 | 91.37 | |
| Infinity-RoPE#Params=1.3B, Throughput (FPS)=172026.02 | 79.99 | 80.81 | 74.3 | 94.21 | 93.05 | — | — | — | — | — | |
| Rolling Forcing#Params=1.3B, Throughput (FPS)=15.82026.02 | 79.31 | 81.87 | 67.69 | 94.12 | 93.1 | — | — | — | — | — | |
| Self-ForcingInference Protocol=fixed-camera2026.06 | 78.93 | — | — | 90.55 | — | 98.73 | 62.26 | 98.03 | 58.11 | 65.88 | |
| Steady-ForcingInference Protocol=fixed-camera2026.06 | 77.84 | — | — | 95.6 | — | 99.13 | 71.59 | 98.44 | 64.85 | 37.43 | |
| LongLiveInference Protocol=fixed-camera2026.06 | 77.44 | — | — | 90.83 | — | 98.44 | 61.45 | 97.67 | 57.05 | 59.18 | |
| Rolling-ForcingInference Protocol=fixed-camera2026.06 | 75.99 | — | — | 92.05 | — | 98.63 | 59.84 | 97.89 | 58.61 | 48.89 | |
| Reward-ForcingInference Protocol=fixed-camera2026.06 | 75.62 | — | — | 90.62 | — | 98.65 | 63.29 | 97.94 | 59.58 | 43.61 | |
| CausVidInference Protocol=fixed-camera2026.06 | 74.99 | — | — | 92.51 | — | 98.99 | 55.72 | 98.3 | 63.51 | 40.93 | |
| Infinite-ForcingInference Protocol=fixed-camera2026.06 | 72.21 | — | — | 92.66 | — | 99.16 | 56.14 | 98.88 | 59.98 | 26.46 | |
| Self Forcing, chunk-wise#Params=1.3B, Throughput (FPS)=172026.02 | 71.86 | 77.2 | 50.51 | 87.84 | 83.6 | — | — | — | — | — | |
| CausVid#Params=1.3B, Throughput (FPS)=172026.02 | 71.04 | 76.8 | 48.01 | 89.85 | 86.75 | — | — | — | — | — | |
| SkyReels-V2#Params=1.3B, Throughput (FPS)=0.492026.02 | 70.47 | 75.3 | 51.15 | 89.95 | 84.99 | — | — | — | — | — | |
| MAGI-1#Params=4.5B, Throughput (FPS)=0.192026.02 | 69.87 | 76.12 | 44.87 | 87.76 | 79.46 | — | — | — | — | — | |
| NOVA#Params=0.6B, Throughput (FPS)=0.882026.02 | 65.25 | 70.25 | 45.24 | 88.06 | 77.5 | — | — | — | — | — |