Long Video Generation on VBench-Long 60 seconds
98.6Subject ConsistencyLongSANA
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LongSANA2026.05 | 98.6 | 97.6 | 52.9 | 70.2 | 99.1 | 10.3 | 71.4 | — | — | — | — | — | — | |
| LongLive2026.05 | 98.2 | 96.1 | 60.6 | 66.4 | 99.1 | 43.3 | 77.3 | — | — | — | — | — | — | |
| Rolling Forcing + Future ForcingBackbone=Rolling Forcing, KV Cache Policy=Future Forcing2026.05 | 98.05 | 96.6 | 57.71 | 71.38 | 98.78 | 31.43 | — | 23.5 | — | — | — | — | — | |
| Dummy ForcingSetting=LongLive 60-second, L=12026.05 | 97.95 | 96.94 | 62.01 | 71.25 | 98.79 | 26.02 | 79.35 | — | 28.06 | 1.37 | 3.6 | — | — | |
| Rolling ForcingTraining Free=false, Throughput (FPS)=15.752026.03 | 97.94 | 96.76 | 60.02 | 70.72 | 98.71 | 32.5 | 76.11 | — | — | — | — | — | — | |
| StreamingLLMSetting=LongLive 60-second2026.05 | 97.91 | 96.88 | 61.78 | 69.4 | 98.75 | 40.89 | 80.28 | — | 22.5 | 1.1 | 2.5 | — | — | |
| Deep Forcing2026.05 | 97.9 | 95.7 | 59.7 | 69 | 98.7 | 40.2 | 76.9 | — | — | — | — | — | — | |
| Infinity-RoPE2026.05 | 97.9 | 95.9 | 60.7 | 63.8 | 98.8 | 64.7 | 80.3 | — | — | — | — | — | — | |
| Rolling ForcingTraining strategy=Training-based2026.05 | 97.87 | 96.87 | 60.97 | 70.09 | 98.69 | 32.86 | — | — | 15.99 | — | — | 98.57 | — | |
| LongLiveTraining Free=false, Throughput (FPS)=18.162026.03 | 97.85 | 96.74 | 61.29 | 69.11 | 98.75 | 43.49 | 77.87 | — | — | — | — | — | — | |
| Rolling-SinkFPS=16.452026.05 | 97.84 | 96.13 | 61.61 | 71.89 | 98.84 | 43.13 | — | — | — | — | — | 97.96 | — | |
| Full KVSetting=LongLive 60-second2026.05 | 97.82 | 96.82 | 61.47 | 68.84 | 98.77 | 42.4 | 80.23 | — | 20.48 | 1 | 2.6 | — | — | |
| CausVidTraining Free=false, Throughput (FPS)=15.782026.03 | 97.81 | 96.75 | 59.42 | 65.84 | 98.09 | 46.44 | 77.39 | — | — | — | — | — | — | |
| Head ForcingTraining strategy=Training-free2026.05 | 97.81 | 96.9 | 61.36 | 69.27 | 98.67 | 41.37 | — | — | 15.81 | — | — | 98.72 | — | |
| FORCING-KVSetting=LongLive 60-second2026.05 | 97.79 | 96.66 | 61.5 | 70.24 | 98.57 | 43.56 | 80.43 | — | 26.71 | 1.3 | 2.5 | — | — | |
| Infinity-RoPETraining strategy=Training-free2026.05 | 97.73 | 96.88 | 59.65 | 68.68 | 98.49 | 37.19 | — | — | 16.63 | — | — | 98.61 | — | |
| Rolling Forcing + NativeBackbone=Rolling Forcing, KV Cache Policy=Native2026.05 | 97.73 | 96.48 | 56.65 | 71.09 | 98.76 | 34.2 | — | 23.25 | — | — | — | — | — | |
| LongLiveTraining strategy=Training-based2026.05 | 97.72 | 96.92 | 61.11 | 69.08 | 98.75 | 40.29 | — | — | 19.03 | — | — | 98.7 | — | |
| Deep ForcingTraining strategy=Training-free2026.05 | 97.7 | 96.82 | 60.39 | 68.93 | 98.38 | 35.75 | — | — | 15.74 | — | — | 98.63 | — | |
| Rolling-Forcing2026.05 | 97.7 | 95.8 | 58 | 67 | 98.8 | 38 | 75.9 | — | — | — | — | — | — | |
| Rolling Forcing + Deep ForcingBackbone=Rolling Forcing, KV Cache Policy=Deep Forcing2026.05 | 97.69 | 96.41 | 56.87 | 71.03 | 98.75 | 34.97 | — | 23.19 | — | — | — | — | — | |
| LongLive-2.0Quantization=NVFP42026.05 | 97.62 | 96.97 | 53.72 | 66.24 | 98.94 | 45.88 | — | — | — | — | — | — | 3.83 | |
| LongLive-RAGBase Model=Self-Forcing2026.06 | 97.6 | 96.51 | 57.19 | 64.97 | 98.7 | 44.69 | — | — | — | — | — | — | 1.33 | |
| CausVidTraining strategy=Training-based2026.05 | 97.53 | 96.66 | 59.32 | 65.36 | 98.26 | 31.08 | — | — | 15.83 | — | — | 98.49 | — | |
| LongLive-2.0Quantization=BF162026.05 | 97.48 | 97 | 53.68 | 65.51 | 98.86 | 60.62 | — | — | — | — | — | — | 3.67 | |
| Self-Forcing2026.05 | 97.4 | 95.8 | 56.5 | 65 | 98.7 | 39.3 | 75.5 | — | — | — | — | — | — | |
| Reward Forcing2026.05 | 97.4 | 95.2 | 58.5 | 67.3 | 98.5 | 67.6 | 80.8 | — | — | — | — | — | — | |
| Dummy ForcingSetting=LongLive 60-second, L=22026.05 | 97.38 | 96.52 | 61.4 | 70.71 | 98.45 | 34.1 | 79.44 | — | 26.36 | 1.29 | 2.9 | — | — | |
| Self ForcingTraining strategy=Training-based2026.05 | 97.32 | 96.53 | 57.17 | 67.33 | 98.21 | 31.92 | — | — | 15.83 | — | — | 98.56 | — | |
| LongLive-RAGBase Model=LongLive2026.06 | 97.32 | 96.08 | 58.3 | 67.79 | 98.62 | 49.9 | — | — | — | — | — | — | 1.33 | |
| ∞-RoPEBase Model=Self-Forcing2026.06 | 97.24 | 96.24 | 56.09 | 63.28 | 98.58 | 46.64 | — | — | — | — | — | — | 2.17 | |
| Echo-ForcingFPS=15.712026.05 | 97.17 | 97.17 | 61.69 | 72.09 | 98.79 | 47.59 | — | — | — | — | — | 98.28 | — | |
| Deep ForcingBase Model=LongLive2026.06 | 97.17 | 96.04 | 57.48 | 67.27 | 98.73 | 45.13 | — | — | — | — | — | — | 2.5 | |
| LongLive2026.05 | 97.13 | 95.89 | 58.17 | 67.56 | 98.61 | 44.56 | — | — | — | — | — | — | 4.17 | |
| LongLive2026.06 | 97.13 | 95.89 | 58.17 | 67.56 | 98.61 | 44.56 | — | — | — | — | — | — | 2.83 | |
| Reward Forcing + Deep ForcingBackbone=Reward Forcing, KV Cache Policy=Deep Forcing2026.05 | 97.08 | 95.14 | 56.68 | 66.62 | 98.22 | 60.45 | — | 23.37 | — | — | — | — | — | |
| Self Forcing + Future ForcingBackbone=Self Forcing, KV Cache Policy=Future Forcing2026.05 | 97.01 | 96.06 | 57.21 | 69.94 | 98.54 | 62.63 | — | 23.87 | — | — | — | — | — | |
| ∞-RoPEBase Model=LongLive2026.06 | 97 | 95.85 | 57.48 | 66.94 | 98.53 | 53.36 | — | — | — | — | — | — | 3.33 | |
| Deep ForcingTraining Free=true, Throughput (FPS)=15.792026.03 | 96.96 | 96.32 | 59.86 | 69.27 | 98.23 | 57.19 | 79.64 | — | — | — | — | — | — | |
| Relax ForcingTraining Free=true, Throughput (FPS)=16.332026.03 | 96.81 | 95.97 | 59.58 | 68.66 | 97.74 | 66.49 | 80.88 | — | — | — | — | — | — | |
| Reward Forcing + Future ForcingBackbone=Reward Forcing, KV Cache Policy=Future Forcing2026.05 | 96.55 | 95.78 | 58.71 | 69.99 | 98.59 | 69.12 | — | 23.73 | — | — | — | — | — | |
| Reward Forcing + NativeBackbone=Reward Forcing, KV Cache Policy=Native2026.05 | 96.5 | 95.47 | 57.74 | 69.84 | 98.3 | 72.35 | — | 23.94 | — | — | — | — | — | |
| Self Forcing + NativeBackbone=Self Forcing, KV Cache Policy=Native2026.05 | 96.45 | 95.12 | 54.23 | 67.28 | 98.46 | 36.15 | — | 20.3 | — | — | — | — | — | |
| Self Forcing + Deep ForcingBackbone=Self Forcing, KV Cache Policy=Deep Forcing2026.05 | 96.42 | 96.09 | 57.47 | 68.86 | 98.45 | 51.01 | — | 23.8 | — | — | — | — | — | |
| Self-ForcingFPS=17.012026.05 | 96.4 | 96.35 | 56.32 | 68.26 | 98.57 | 30 | — | — | — | — | — | 97.94 | — | |
| Self ForcingTraining Free=false, Throughput (FPS)=15.782026.03 | 96.31 | 96.82 | 56.45 | 66.33 | 98.21 | 31.98 | 74.35 | — | — | — | — | — | — | |
| ∞-RopeFPS=17.012026.05 | 96.27 | 94.66 | 58.49 | 70.36 | 97.95 | 71.04 | — | — | — | — | — | 96.1 | — | |
| LongLiveFPS=20.702026.05 | 96.18 | 94.74 | 59.48 | 67.97 | 98.09 | 58.54 | — | — | — | — | — | 96.55 | — | |
| Causal Forcing + Future ForcingBackbone=Causal Forcing, KV Cache Policy=Future Forcing2026.05 | 96.11 | 95.44 | 59.09 | 69.31 | 97.48 | 86.79 | — | 24.2 | — | — | — | — | — | |
| Deep ForcingBase Model=Self-Forcing2026.06 | 96.08 | 95.38 | 56.68 | 60.81 | 98.24 | 41.44 | — | — | — | — | — | — | 3.17 | |
| Self-Forcing2026.05 | 95.84 | 95.27 | 56.05 | 62.22 | 98.2 | 51.72 | — | — | — | — | — | — | 5.83 | |
| Self-Forcing2026.06 | 95.84 | 95.27 | 56.05 | 62.22 | 98.2 | 51.72 | — | — | — | — | — | — | 3.33 | |
| Deep-ForcingFPS=15.652026.05 | 95.72 | 94.59 | 58.65 | 69.04 | 97.76 | 40.63 | — | — | — | — | — | 96.52 | — | |
| VideoMLA2026.05 | 95.4 | 96.3 | 56.9 | 71.5 | 99.3 | 95.8 | 85.9 | — | — | — | — | — | — | |
| Causal Forcing + NativeBackbone=Causal Forcing, KV Cache Policy=Native2026.05 | 94.62 | 94.61 | 58.3 | 68.94 | 96.71 | 97.4 | — | 23.5 | — | — | — | — | — | |
| Causal Forcing + Deep ForcingBackbone=Causal Forcing, KV Cache Policy=Deep Forcing2026.05 | 94.5 | 94.57 | 58.08 | 68.62 | 96.67 | 97.3 | — | 23.57 | — | — | — | — | — | |
| LongLive-RAGBase Model=Causal-Forcing2026.06 | 94.29 | 94.24 | 54.95 | 68.16 | 96.48 | 88.2 | — | — | — | — | — | — | 1.33 | |
| Deep ForcingBase Model=Causal-Forcing2026.06 | 94.27 | 94.18 | 52.12 | 64.25 | 96.62 | 78.59 | — | — | — | — | — | — | 2.33 | |
| Rolling-Forcing2026.05 | 94.09 | 94.47 | 63.5 | 72.42 | 98.65 | 36 | — | — | — | — | — | — | 4.5 | |
| ∞-RoPEBase Model=Causal-Forcing2026.06 | 93.81 | 93.78 | 54.42 | 67.5 | 96.09 | 92.47 | — | — | — | — | — | — | 2.5 | |
| Causal-Forcing2026.05 | 93.52 | 94.12 | 51.24 | 62.3 | 95.74 | 72.32 | — | — | — | — | — | — | 6.5 | |
| Causal-Forcing2026.06 | 93.52 | 94.12 | 51.24 | 62.3 | 95.74 | 72.32 | — | — | — | — | — | — | 3.83 | |
| CausVid2026.05 | 93.3 | 92.9 | 49.7 | 57.4 | 94.8 | 72.3 | 76.7 | — | — | — | — | — | — | |
| Deep ForcingDuration=60s2026.03 | 92.55 | 93.8 | 58.88 | 67.75 | 98.56 | 53.67 | — | 21.75 | — | — | — | — | — | |
| LongLiveDuration=60s2026.03 | 92 | 92.97 | 63.3 | 69.06 | 98.7 | 44.53 | — | 25.73 | — | — | — | — | — | |
| Causal Forcing2026.05 | 92 | 93.6 | 50.3 | 60.8 | 93.5 | 84.7 | 79.2 | — | — | — | — | — | — | |
| Rolling ForcingDuration=60s2026.03 | 91.62 | 93 | 61.43 | 71.06 | 98.7 | 33.59 | — | 25.73 | — | — | — | — | — | |
| PackForcingDuration=60s2026.03 | 90.49 | 93.46 | 62.56 | 69.36 | 98.29 | 56.25 | — | 26.07 | — | — | — | — | — | |
| CausVid2026.05 | 86.75 | 89.85 | 62.88 | 67.47 | 98.47 | 52 | — | — | — | — | — | — | 5.33 | |
| SkyReels-V22026.05 | 84.99 | 89.95 | 57.64 | 66.67 | 98.67 | 44 | — | — | — | — | — | — | 6 | |
| CausVidDuration=60s2026.03 | 84.53 | 89.84 | 60.63 | 65.69 | 98.04 | 48.43 | — | 23.36 | — | — | — | — | — | |
| Self-ForcingDuration=60s2026.03 | 80.41 | 86.95 | 57.15 | 66.62 | 98.26 | 35.93 | — | 24.92 | — | — | — | — | — | |
| MAGI-12026.05 | 79.46 | 87.76 | 52.1 | 54.54 | 99.26 | 56 | — | — | — | — | — | — | 6.67 | |
| NOVA2026.05 | 77.5 | 88.06 | 47.53 | 44.97 | 98.94 | 12 | — | — | — | — | — | — | 8.5 |