Long Video Generation on VBench
98.5Overall ScoreReCA
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| ReCABackbone=HappyHorse 1.02026.05 | 98.5 | — | — | — | — | — | — | 73.7 | |
| ReCABackbone=Wan 2.72026.05 | 98.4 | — | — | — | — | — | — | 74.9 | |
| Infinity-RoPE2026.05 | 98.08 | 98.61 | 97.79 | — | — | 97.03 | 98.89 | — | |
| MIGABase Model=VideoCrafter22026.05 | 97.82 | 97.66 | 98.03 | — | — | 96.99 | 98.6 | — | |
| VGoTBackbone=Wan 2.72026.05 | 97.8 | — | — | — | — | — | — | 56.9 | |
| VGoTBackbone=HappyHorse 1.02026.05 | 97.8 | — | — | — | — | — | — | 57.2 | |
| LongLive2026.05 | 97.71 | 98 | 97.34 | — | — | 96.76 | 98.74 | — | |
| MovieAgentBackbone=HappyHorse 1.02026.05 | 97.6 | — | — | — | — | — | — | 63.6 | |
| MovieAgentBackbone=Wan 2.72026.05 | 97.4 | — | — | — | — | — | — | 69.1 | |
| MoraBackbone=HappyHorse 1.02026.05 | 97.4 | — | — | — | — | — | — | 60 | |
| CausVid2026.05 | 97.24 | 97.89 | 96.49 | — | — | 96.53 | 98.03 | — | |
| MIGABase Model=Wan2.12026.05 | 97.24 | 96.46 | 98.14 | — | — | 95.5 | 98.85 | — | |
| MoraBackbone=Wan 2.72026.05 | 97.2 | — | — | — | — | — | — | 60.2 | |
| Self-Forcing2026.05 | 97.14 | 97.13 | 96.96 | — | — | 96.02 | 98.44 | — | |
| Reward Forcing2026.05 | 96.73 | 96.44 | 96.42 | — | — | 95.66 | 98.4 | — | |
| I2V ExtensionBackbone=Wan 2.72026.05 | 95.1 | — | — | — | — | — | — | 49.2 | |
| I2V ExtensionBackbone=HappyHorse 1.02026.05 | 94.8 | — | — | — | — | — | — | 48.5 | |
| ReCABackbone=Wan 2.22026.05 | 89.1 | — | — | — | — | — | — | 68.3 | |
| MoraBackbone=Wan 2.22026.05 | 88.5 | — | — | — | — | — | — | 54.5 | |
| MovieAgentBackbone=Wan 2.22026.05 | 87.8 | — | — | — | — | — | — | 60.8 | |
| VGoTBackbone=Wan 2.22026.05 | 87.1 | — | — | — | — | — | — | 52 | |
| I2V ExtensionBackbone=Wan 2.22026.05 | 85.3 | — | — | — | — | — | — | 45.4 | |
| LongLive-2.0Precision=BF16, #Steps=4, #Params=5B, Resolution=1280×720, Throughput (FPS)=24.82026.05 | 85.06 | — | — | 86.67 | 78.63 | — | — | — | |
| LongLivePrecision=BF16, #Steps=4, #Params=1.3B, Resolution=832×480, Throughput (FPS)=20.72026.05 | 84.87 | — | — | 86.97 | 76.47 | — | — | — | |
| LongLive-2.0Precision=NVFP4, #Steps=4, #Params=5B, Resolution=1280×720, Throughput (FPS)=29.72026.05 | 84.51 | — | — | 86.43 | 76.81 | — | — | — | |
| Self-ForcingPrecision=BF16, #Steps=4, #Params=1.3B, Resolution=832×480, Throughput (FPS)=21.22026.05 | 84.31 | — | — | 85.07 | 81.28 | — | — | — | |
| Wan2.1-T2V-1.3BPrecision=BF16, #Steps=50, #Params=1.3B, Resolution=832×480, Throughput (FPS)=1.62026.05 | 84.26 | — | — | 85.3 | 80.09 | — | — | — | |
| SANA Video-480PPrecision=BF16, #Steps=4, #Params=2B, Resolution=832×480, Throughput (FPS)=13.22026.05 | 84.17 | — | — | 84.85 | 81.46 | — | — | — | |
| SANA Video-720PPrecision=BF16, #Steps=4, #Params=2B, Resolution=1280×7202026.05 | 84.05 | — | — | 84.63 | 81.73 | — | — | — | |
| Causal-ForcingPrecision=BF16, #Steps=4, #Params=1.3B, Resolution=832×480, Throughput (FPS)=21.02026.05 | 84.04 | — | — | 84.59 | 81.84 | — | — | — | |
| Context-ForcingPrecision=BF16, #Steps=4, #Params=1.3B, Resolution=832×480, Throughput (FPS)=17.02026.05 | 83.44 | — | — | 84.98 | 77.29 | — | — | — | |
| Wan2.2-TI2V-5BPrecision=BF16, #Steps=50, #Params=5B, Resolution=1280×720, Throughput (FPS)=3.32026.05 | 83.32 | — | — | 84.95 | 76.81 | — | — | — | |
| LongLive-2.0Precision=NVFP4, #Steps=2, #Params=5B, Resolution=1280×720, Throughput (FPS)=45.72026.05 | 83.14 | — | — | 85.4 | 74.12 | — | — | — | |
| Rolling-ForcingPrecision=BF16, #Steps=4, #Params=1.3B, Resolution=832×480, Throughput (FPS)=19.52026.05 | 81.22 | — | — | 84.08 | 69.78 | — | — | — | |
| CausVidPrecision=BF16, #Steps=4, #Params=1.3B, Resolution=832×480, Throughput (FPS)=21.22026.05 | 81.2 | — | — | 84.05 | 69.8 | — | — | — | |
| CDGSNumber of frames=350, Method configuration=w/o PR2025.12 | — | 91.06 | 97.08 | 59.4 | 25.42 | — | — | — | |
| CDGSNumber of frames=3502025.12 | — | 91.67 | 97.16 | 58.9 | 26.13 | — | — | — | |
| CogVideoX-2BNumber of frames=502025.12 | — | 95.91 | 97.35 | 63.1 | 25.51 | — | — | — | |
| CogVideoX-2BNumber of frames=3502025.12 | — | 90.24 | 98.44 | 49.44 | 21.78 | — | — | — | |
| GSC (Gen-L-Video)Number of frames=3502025.12 | — | 89.51 | 96.89 | 60.12 | 25.13 | — | — | — |