Video Generation on VBench Long
99.62Motion SmoothnessStableWorld + Open-Oasis
Evaluation results
| Method | Links | |||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| StableWorld + Open-OasisLatency=×1.022026.01 | 99.62 | — | — | — | — | — | — | — | — | — | — | 98.84 | 99.52 | 99.67 | 48.73 | 73.75 | 20.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Open-OasisLatency=×1.002026.01 | 99.52 | — | — | — | — | — | — | — | — | — | — | 98.94 | 99.18 | 99.53 | 43.8 | 66.37 | 16.81 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| KlingMax. Raw Frames=3132024.12 | 99.4 | 87.24 | 68.05 | 93.4 | 89.9 | 73.03 | 50.86 | 19.62 | 24.17 | 26.42 | 75.68 | 98.33 | 97.6 | 99.3 | 46.94 | 61.21 | 65.62 | 83.39 | 81.85 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Runway Gen-3Max. Raw Frames=2562024.12 | 99.23 | 87.81 | 53.64 | 96.4 | 80.9 | 65.09 | 54.57 | 24.31 | 24.71 | 26.69 | 75.17 | 97.1 | 96.62 | 98.61 | 60.14 | 63.34 | 66.82 | 84.11 | 82.32 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MAGI-12026.05 | 99.1 | — | — | — | — | — | — | — | — | — | — | 97.29 | 96.53 | — | 57.93 | 59.24 | 39.1 | — | — | — | 1 | — | — | — | — | — | — | — | 6,740.65 | 74.87 | 29.41 | |
| Mochi-12026.05 | 99.02 | 86.51 | 50.47 | 94.6 | 79.73 | 69.24 | 36.99 | 20.33 | 23.65 | 25.15 | 70.08 | 96.99 | 97.28 | 99.4 | 56.94 | 60.64 | 61.85 | — | 80.13 | — | — | — | — | — | — | 82.64 | — | — | — | — | — | |
| HunyuanVideo2026.05 | 98.99 | 86.1 | 68.55 | 94.4 | 91.6 | 68.68 | 53.88 | 19.8 | 23.89 | 26.44 | 75.82 | 97.37 | 97.76 | 99.44 | 60.86 | 67.56 | 70.83 | — | 83.24 | — | — | — | — | — | — | 85.09 | — | — | — | — | — | |
| Vchitect (VEnhancer)2026.05 | 98.98 | 86.61 | 68.84 | 97.2 | 87.04 | 57.55 | 56.57 | 23.73 | 25.01 | 27.57 | 77.06 | 96.83 | 96.66 | 98.57 | 60.41 | 65.35 | 63.89 | — | 82.24 | — | — | — | — | — | — | 83.54 | — | — | — | — | — | |
| LTX-Video2026.05 | 98.96 | 83.45 | 45.43 | 92.8 | 81.45 | 65.43 | 51.07 | 21.47 | 22.62 | 25.19 | 70.79 | 96.56 | 97.2 | 99.34 | 59.81 | 60.28 | 54.35 | — | 80 | — | — | — | — | — | — | 82.3 | — | — | — | — | — | |
| LongLive2026.05 | 98.9 | — | — | — | — | — | — | — | — | — | — | 97.6 | 96.36 | — | 60.74 | 68.06 | 35.42 | — | — | — | 1 | — | — | — | — | — | — | — | 90.06 | 76.18 | 29.06 | |
| Turbo2KResolution=2K2026.05 | 98.86 | 85.82 | 53.58 | 95.2 | 86.95 | 75.44 | 51.08 | 21.01 | 22.41 | 26.93 | 74.24 | 96.77 | 97.2 | 99.2 | 61.78 | 65.62 | 74.65 | — | 82.78 | — | — | — | — | — | — | 84.91 | — | — | — | — | — | |
| MIGABackbone=Wan2.1, Infinite=true, Generation Length=161 frames2026.05 | 98.85 | — | — | — | — | — | 96.46 | — | 98.14 | 97.24 | — | — | 95.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NOVA2026.05 | 98.81 | — | — | — | — | — | — | — | — | — | — | 90.15 | 93.35 | — | 44.14 | 38.81 | 34.08 | — | — | — | 1 | — | — | — | — | — | — | — | 2,558.21 | 66.56 | 24.63 | |
| Rolling Forcing2026.05 | 98.77 | — | — | — | — | — | — | — | — | — | — | 97.88 | 96.47 | — | 60.69 | 70.76 | 29.67 | — | — | — | 1 | — | — | — | — | — | — | — | 83.35 | 75.71 | 28.85 | |
| SkyReels-V22026.05 | 98.68 | — | — | — | — | — | — | — | — | — | — | 96.93 | 96.15 | — | 58.86 | 63.42 | 38.22 | — | — | — | 1 | — | — | — | — | — | — | — | 1,244.4 | 75.38 | 27.54 | |
| MIGABackbone=VideoCrafter2, Infinite=true, Generation Length=128 frames2026.05 | 98.6 | — | — | — | — | — | 97.66 | — | 98.03 | 97.82 | — | — | 96.99 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LinGenMax. Raw Frames=10882024.12 | 98.58 | 90.98 | 55.15 | 97.5 | 83.95 | 58.15 | 53.51 | 21.08 | 24.29 | 26.32 | 73.73 | 98.3 | 97.6 | 99.26 | 63.67 | 60.55 | 63.36 | 83.77 | 81.76 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Wan2.1-T2V-1.3BParameters=1.3B2026.05 | 98.52 | 88.81 | 74.83 | 94 | 89.2 | 73.04 | 41.96 | 21.81 | 23.13 | 25.5 | 75.65 | 97.56 | 97.93 | 99.55 | 65.46 | 67.01 | 65.19 | — | 83.31 | — | — | — | — | — | — | 85.23 | — | — | — | — | — | |
| OpenSora V1.2Max. Raw Frames=4082024.12 | 98.5 | 82.22 | 51.83 | 91.2 | 90.08 | 68.56 | 42.44 | 23.95 | 24.54 | 26.85 | 73.39 | 96.75 | 97.61 | 99.53 | 42.39 | 56.85 | 63.34 | 81.35 | 79.76 | — | — | — | — | — | — | — | — | — | — | — | — | |
| OpenSora-1.22026.05 | 98.5 | 82.22 | 51.83 | 91.2 | 90.08 | 68.56 | 42.44 | 23.95 | 24.54 | 26.85 | 73.39 | 96.75 | 97.61 | 99.53 | 56.85 | 63.34 | 42.39 | — | 79.76 | — | — | — | — | — | — | 81.35 | — | — | — | — | — | |
| PixelWizard-2kResolution=2k2026.05 | 98.39 | 96.01 | 86.16 | 96.8 | 76.82 | 82.09 | 54.87 | 21.77 | 23.8 | 26.4 | 79.86 | 96.23 | 97.32 | 99.36 | 64.92 | 71.39 | 55.55 | — | 83.62 | — | — | — | — | — | — | 84.56 | — | — | — | — | — | |
| FreeLongBackbone=VideoCrafter2, Infinite=false, Generation Length=128 frames2026.05 | 98.38 | — | — | — | — | — | 95.72 | — | 97.28 | 96.95 | — | — | 96.42 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Salt - Causal ForcingFamily=Causal Forcing family2026.04 | 98.32 | — | — | — | — | — | — | — | — | — | 62.77 | 97.16 | — | 96.95 | 57.42 | 70.99 | 54.02 | — | 78.28 | — | — | — | — | — | — | 82.15 | — | — | — | — | — | |
| CogVideoX-1.52026.05 | 98.31 | 87.47 | 69.65 | 97.2 | 87.55 | 80.25 | 52.91 | 24.89 | 25.19 | 27.3 | 79.76 | 96.87 | 97.35 | 98.88 | 62.79 | 65.02 | 50.93 | — | 82.17 | — | — | — | — | — | — | 82.78 | — | — | — | — | — | |
| Focused ForcingBase Model=LongLive2026.05 | 98.3 | — | — | — | — | — | — | — | — | — | — | 96.26 | 95.79 | — | 61.51 | 69.58 | 46.03 | — | — | — | 1.31 | — | — | — | — | — | — | — | 68.6 | 77.91 | 29.4 | |
| StableWorld + Hunyuan-GameCraft 1.0Latency=×1.022026.01 | 98.29 | — | — | — | — | — | — | — | — | — | — | 97.08 | 97.06 | 96.05 | 57.44 | 65.91 | 98.66 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Salt - LongLiveFamily=LongLive family2026.04 | 98.29 | — | — | — | — | — | — | — | — | — | 64.74 | 97.28 | — | 96.92 | 58.35 | 70.07 | 63.68 | — | 79.27 | — | — | — | — | — | — | 82.9 | — | — | — | — | — | |
| OpenSoraPlan-V1.12026.05 | 98.28 | 76.3 | 40.35 | 86.8 | 89.19 | 53.11 | 27.17 | 22.9 | 23.87 | 26.52 | 66.38 | 95.73 | 96.73 | 99.03 | 56.85 | 62.28 | 47.72 | — | 78 | — | — | — | — | — | — | 80.91 | — | — | — | — | — | |
| Hunyuan-GameCraft 1.0Latency=×1.002026.01 | 98.27 | — | — | — | — | — | — | — | — | — | — | 97.21 | 96.83 | 95.66 | 48.38 | 57.91 | 98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Self Forcing2026.05 | 98.27 | — | — | — | — | — | — | — | — | — | — | 96.61 | 96.17 | — | 58.83 | 68.04 | 41.55 | — | — | — | 1 | — | — | — | — | — | — | — | 78.06 | 76.58 | 28.03 | |
| LongLiveFamily=LongLive family2026.04 | 98.16 | — | — | — | — | — | — | — | — | — | 63.88 | 97.36 | — | 96.62 | 58.26 | 70.9 | 63.45 | — | 79.03 | — | — | — | — | — | — | 82.82 | — | — | — | — | — | |
| StableWorld + Matrix-Game 2.0Latency=×1.012026.01 | 98.13 | — | — | — | — | — | — | — | — | — | — | 97.02 | 97.74 | 95.96 | 53.44 | 73.52 | 56.66 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CausVid2026.05 | 98.08 | — | — | — | — | — | — | — | — | — | — | 97.88 | 96.82 | — | 59.94 | 65.79 | 48.61 | — | — | — | 1 | — | — | — | — | — | — | — | 61.69 | 77.85 | 27.19 | |
| Focused ForcingBase Model=Self Forcing2026.05 | 98.04 | — | — | — | — | — | — | — | — | — | — | 95.84 | 95.49 | — | 60.59 | 68.62 | 61.39 | — | — | — | 1.45 | — | — | — | — | — | — | — | 53.9 | 80 | 28.75 | |
| FIFO-DiffusionBackbone=Wan2.1, Infinite=true, Generation Length=161 frames2026.05 | 98.03 | — | — | — | — | — | 92.67 | — | 97.09 | 95.29 | — | — | 93.37 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Focused ForcingBase Model=Rolling Forcing2026.05 | 97.91 | — | — | — | — | — | — | — | — | — | — | 96.21 | 95.4 | — | 59.77 | 68.47 | 50.03 | — | — | — | 1.43 | — | — | — | — | — | — | — | 58.2 | 77.97 | 28.99 | |
| ScalingNoiseBackbone=VideoCrafter2, Infinite=true, Generation Length=128 frames2026.05 | 97.86 | — | — | — | — | — | 94.29 | — | 96.12 | 95.95 | — | — | 95.52 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CogVideoX-2BParameters=2B2026.05 | 97.76 | 87.81 | 69.35 | 97 | 86.87 | 54.64 | 57.51 | 24.93 | 25.56 | 28.01 | 77.79 | 96.42 | 96.53 | 98.45 | 61.47 | 65.6 | 58.33 | — | 81.57 | — | — | — | — | — | — | 82.51 | — | — | — | — | — | |
| Causal ForcingFamily=Causal Forcing family2026.04 | 97.67 | — | — | — | — | — | — | — | — | — | 60.25 | 96.29 | — | 95.47 | 56.5 | 71.12 | 76.95 | — | 78.11 | — | — | — | — | — | — | 82.57 | — | — | — | — | — | |
| Causal Forcing2026.05 | 97.56 | — | — | — | — | — | — | — | — | — | — | 95.66 | 94.34 | — | 56.46 | 68.35 | 94.05 | — | — | — | 1 | — | — | — | — | — | — | — | 77.99 | 84.4 | 26.8 | |
| Matrix-Game 2.0Latency=×1.002026.01 | 97.41 | — | — | — | — | — | — | — | — | — | — | 96.49 | 97.52 | 95.19 | 38.83 | 63.39 | 56.19 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FIFO-DiffusionBackbone=VideoCrafter2, Infinite=true, Generation Length=128 frames2026.05 | 97.19 | — | — | — | — | — | 92.92 | — | 94.94 | 95.02 | — | — | 95.01 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CogVideoX-5BParameters=5B2026.05 | 96.92 | 85.23 | 62.11 | 99.4 | 82.81 | 66.35 | 53.2 | 24.91 | 25.38 | 27.59 | 77.04 | 96.23 | 96.52 | 98.66 | 61.98 | 62.9 | 70.97 | — | 81.61 | — | — | — | — | — | — | 82.75 | — | — | — | — | — | |
| FlashVideo2026.05 | 96.84 | 90.02 | 81.47 | 99 | 85.71 | 83.2 | 55.34 | 24.64 | 25.23 | 27.65 | 82.03 | 96.91 | 96.77 | 98.56 | 62.55 | 66.96 | 63.47 | — | 82.8 | — | — | — | — | — | — | 82.99 | — | — | — | — | — | |
| Focused ForcingBase Model=Causal Forcing2026.05 | 96.63 | — | — | — | — | — | — | — | — | — | — | 94.53 | 94.11 | — | 57.54 | 68.29 | 97.77 | — | — | — | 1.48 | — | — | — | — | — | — | — | 52.68 | 84.81 | 28.27 | |
| FreePCABackbone=VideoCrafter2, Infinite=false, Generation Length=128 frames2026.05 | 93.73 | — | — | — | — | — | 93.57 | — | 91.27 | 93.45 | — | — | 95.24 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LongLiveEvaluation Protocol=custom-prompt protocol (NarraStream-Bench)2026.05 | 17.202 | — | — | — | — | — | — | — | — | 59.42 | — | 98.956 | 96.394 | 99.402 | — | — | 75.895 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IAMFlowEvaluation Protocol=custom-prompt protocol (NarraStream-Bench)2026.05 | 16.522 | — | — | — | — | — | — | — | — | 59.63 | — | 99.006 | 96.554 | 99.438 | — | — | 75.942 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MemFlowEvaluation Protocol=custom-prompt protocol (NarraStream-Bench)2026.05 | 16.44 | — | — | — | — | — | — | — | — | 57.667 | — | 98.946 | 96.17 | 99.386 | — | — | 75.726 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AstrolabeBase Model=Self-Forcing, Position Extrapolation=Infinity-RoPE2026.03 | — | — | — | — | — | — | — | — | — | — | 72.71 | — | — | — | — | — | — | 82.03 | — | — | — | — | — | — | — | 84.36 | 10.38 | 1.72 | — | — | — | |
| AstrolabeBase Model=LongLive2026.03 | — | — | — | — | — | — | — | — | — | — | 75.87 | — | — | — | — | — | — | 84.07 | — | — | — | — | — | — | — | 86.12 | 10.67 | 1.64 | — | — | — | |
| AstrolabeBase Model=Causal Forcing, Position Extrapolation=Infinity-RoPE2026.03 | — | — | — | — | — | — | — | — | — | — | 76.48 | — | — | — | — | — | — | 84.24 | — | — | — | — | — | — | — | 86.18 | 10.52 | 1.74 | — | — | — | |
| Causal ForcingPosition Extrapolation=Infinity-RoPE2026.03 | — | — | — | — | — | — | — | — | — | — | 76.91 | — | — | — | — | — | — | 82.87 | — | — | — | — | — | — | — | 84.36 | 9.28 | 1.65 | — | — | — | |
| CausVid#Params=1.3B, Resolution=832×480, Throughput (FPS)=15.42026.04 | — | — | — | — | — | — | — | — | — | 22.69 | 65.89 | — | — | — | — | — | 51 | — | 79.67 | — | — | — | — | — | — | 83.11 | — | — | — | — | — | |
| FlowCache-fastModel=MAGI-12026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 77.93 | — | 140 | 2.38 | 1,209 | 0.4311 | 0.514 | 19.27 | — | — | — | — | — | — | |
| FlowCache-fastModel=SkyReels-V22026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 83.05 | — | 28 | 6.7 | 230 | 0.1467 | 0.7635 | 22.95 | — | — | — | — | — | — | |
| FlowCache-slowModel=MAGI-12026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 78.96 | — | 161 | 1.86 | 1,546 | 0.316 | 0.6497 | 22.34 | — | — | — | — | — | — | |
| FlowCache-slowModel=SkyReels-V22026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 83.12 | — | 36 | 5.88 | 262 | 0.1225 | 0.789 | 23.74 | — | — | — | — | — | — | |
| FramePack2026.03 | — | — | — | — | — | — | — | — | — | — | 75.32 | — | — | — | — | — | — | 81.95 | — | — | — | — | — | — | — | 83.61 | 8.94 | 1.58 | — | — | — | |
| Hybrid Forcing#Params=1.3B, Resolution=832×480, Throughput (FPS)=29.52026.04 | — | — | — | — | — | — | — | — | — | 26.02 | 78.78 | — | — | — | — | — | 74 | — | 83.49 | — | — | — | — | — | — | 84.67 | — | — | — | — | — | |
| InfRoPE#Params=1.3B, Resolution=832×480, Throughput (FPS)=21.82026.04 | — | — | — | — | — | — | — | — | — | 25.62 | 77.02 | — | — | — | — | — | 62 | — | 82.18 | — | — | — | — | — | — | 83.47 | — | — | — | — | — | |
| Long Live#Params=1.3B, Resolution=832×480, Throughput (FPS)=20.72026.04 | — | — | — | — | — | — | — | — | — | 24.2 | 71.56 | — | — | — | — | — | 34 | — | 80.12 | — | — | — | — | — | — | 82.26 | — | — | — | — | — | |
| LongLive2026.03 | — | — | — | — | — | — | — | — | — | — | 75.82 | — | — | — | — | — | — | 83.52 | — | — | — | — | — | — | — | 85.44 | 9.21 | 1.48 | — | — | — | |
| MemFlow#Params=1.3B, Resolution=832×480, Throughput (FPS)=18.72026.04 | — | — | — | — | — | — | — | — | — | 23.91 | 69.92 | — | — | — | — | — | 61 | — | 80.7 | — | — | — | — | — | — | 83.4 | — | — | — | — | — | |
| Rolling Forcing#Params=1.3B, Resolution=832×480, Throughput (FPS)=15.82026.04 | — | — | — | — | — | — | — | — | — | 25.77 | 78.03 | — | — | — | — | — | 53 | — | 82.66 | — | — | — | — | — | — | 83.81 | — | — | — | — | — | |
| Self Forcing#Params=1.3B, Resolution=832×480, Throughput (FPS)=15.42026.04 | — | — | — | — | — | — | — | — | — | 25.23 | 75.2 | — | — | — | — | — | 52 | — | 81.23 | — | — | — | — | — | — | 82.74 | — | — | — | — | — | |
| Self-ForcingPosition Extrapolation=Infinity-RoPE2026.03 | — | — | — | — | — | — | — | — | — | — | 72.7 | — | — | — | — | — | — | 81.59 | — | — | — | — | — | — | — | 83.82 | 9.12 | 1.61 | — | — | — | |
| SkyReels-V22026.03 | — | — | — | — | — | — | — | — | — | — | 53.37 | — | — | — | — | — | — | 75.29 | — | — | — | — | — | — | — | 80.77 | 8.72 | 1.54 | — | — | — | |
| TeaCache-fastModel=MAGI-12026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 70.11 | — | 225 | 1.44 | 1,998 | 0.816 | 0.1138 | 8.94 | — | — | — | — | — | — | |
| TeaCache-fastModel=SkyReels-V22026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 80.06 | — | 49 | 2.2 | 686 | 0.3063 | 0.6121 | 18.39 | — | — | — | — | — | — | |
| TeaCache-slowModel=MAGI-12026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 77.5 | — | 294 | 1.12 | 2,579 | 0.6211 | 0.2801 | 13.26 | — | — | — | — | — | — | |
| TeaCache-slowModel=SkyReels-V22026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 82.67 | — | 58 | 1.89 | 814 | 0.1472 | 0.7501 | 21.96 | — | — | — | — | — | — | |
| VanillaModel=MAGI-12026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 77.06 | — | 306 | 1 | 2,873 | — | — | — | — | — | — | — | — | — | |
| VanillaModel=SkyReels-V22026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 83.84 | — | 113 | 1 | 1,540 | — | — | — | — | — | — | — | — | — |