Video Generation on VBench 5s
86.97Quality ScoreLongLive
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| LongLive#Params=1.3B, Throughput (FPS)=20.72026.02 | 86.97 | 84.87 | 76.47 | 96.55 | 95.82 | — | — | — | — | |
| Flex-Forcing (15-3-3) - Best Performance#Params=1.3B, FPS=25.8, NFE=52026.07 | 86.33 | 85.07 | 80.02 | — | — | — | — | — | — | |
| Ours - Causal Forcing#Params=1.3B, Resolution=832 × 480, NFE=42026.04 | 85.96 | 85.08 | 81.59 | — | — | — | — | — | — | |
| Flex-Forcing - (7-7-7) - Fastest#Params=1.3B, FPS=29.4, NFE=52026.07 | 85.89 | 84.63 | 79.59 | — | — | — | — | — | — | |
| Wan2.1#Params=1.3B, Model Type=Bidirectional2026.05 | 85.69 | 84.67 | 80.6 | — | — | — | — | — | — | |
| Ours - Causal Forcing#Params=1.3B, Resolution=832 × 480, NFE=22026.04 | 85.63 | 84.8 | 81.49 | — | — | — | — | — | — | |
| Ours - LongLive#Params=1.3B, Resolution=832 × 480, NFE=42026.04 | 85.41 | 84.93 | 83 | — | — | — | — | — | — | |
| Causal Forcing#Params=1.3B, Resolution=832 × 480, NFE=42026.04 | 85.41 | 84.62 | 81.47 | — | — | — | — | — | — | |
| Flex-Forcing (12-6-3) - Best Performance#Params=1.3B, FPS=45.6, NFE=32026.07 | 85.33 | 84.29 | 80.12 | — | — | — | — | — | — | |
| Wan2.1#Params=1.3B, Throughput (FPS)=0.782026.02 | 85.3 | 84.26 | 80.09 | 96.96 | 95.99 | — | — | — | — | |
| Wan2.1Video Length=5s, Type=Diffusion, Params=1.3B, Resolution=832×480, Throughput (FPS)=0.782025.12 | 85.3 | 84.26 | 80.09 | — | — | — | — | — | — | |
| Wan2.1#Params=1.3B, FPS=1.3, NFE=50×22026.07 | 85.3 | 84.26 | 80.09 | — | — | — | — | — | — | |
| Ours - Self Forcing#Params=1.3B, Resolution=832 × 480, NFE=42026.04 | 85.27 | 84.47 | 81.28 | — | — | — | — | — | — | |
| Self Forcing (Frame-wise)#Params=1.3B, FPS=24.9, NFE=52026.07 | 85.25 | 84.26 | 80.3 | — | — | — | — | — | — | |
| RealTime#Param=14.0B, Resolution=832 x 480, FPS=2.89, Speedup=-2026.01 | 85.24 | 84.53 | 81.69 | — | — | — | — | — | — | |
| LongLive#Params=1.3B, Resolution=832 × 480, NFE=42026.04 | 85.12 | 84.4 | 81.53 | — | — | — | — | — | — | |
| Self Forcing, chunk-wise#Params=1.3B, Throughput (FPS)=172026.02 | 85.07 | 84.31 | 81.28 | 95.98 | 96.29 | — | — | — | — | |
| Self Forcing (Chunk-wise)#Params=1.3B, FPS=24.9, NFE=52026.07 | 85.07 | 84.31 | 81.28 | — | — | — | — | — | — | |
| Context Forcing (student model)#Params=1.3B, Throughput (FPS)=172026.02 | 84.98 | 83.44 | 77.29 | 97.38 | 96.84 | — | — | — | — | |
| Flex-Forcing - (7-7-7) - Fastest#Params=1.3B, FPS=48.9, NFE=32026.07 | 84.96 | 83.92 | 79.78 | — | — | — | — | — | — | |
| Flex-Forcing (3-3-3-3-3-3-3)#Params=1.3B, FPS=24.9, NFE=52026.07 | 84.91 | 84.03 | 79.95 | — | — | — | — | — | — | |
| Flex-Forcing (3-3-3-3-3-3-3)#Params=1.3B, FPS=41.5, NFE=32026.07 | 84.85 | 83.91 | 80.16 | — | — | — | — | — | — | |
| Pyramid Flow#Params=2B, Throughput (FPS)=6.72026.02 | 84.74 | 81.72 | 69.62 | 96.09 | 96.08 | — | — | — | — | |
| Pyramid FlowVideo Length=5s, Type=Autoregressive, Params=2B, Resolution=640×384, Throughput (FPS)=6.72025.12 | 84.74 | 81.72 | 69.62 | — | — | — | — | — | — | |
| Self Forcing#Params=1.3B, Resolution=832 × 480, NFE=42026.04 | 84.74 | 84.2 | 82.05 | — | — | — | — | — | — | |
| Pyramid Flow#Params=2B, Model Type=Autoregressive2026.05 | 84.74 | 81.72 | 69.62 | — | — | — | — | — | — | |
| Pyramid Flow#Params=2B, FPS=0.9, NFE=20×22026.07 | 84.74 | 81.72 | 69.62 | — | — | — | — | — | — | |
| Self Forcing#Param=1.3B, Resolution=832 x 480, FPS=17.56, Speedup=1.0x2026.01 | 84.73 | 84 | 81.03 | — | — | — | — | — | — | |
| SkyReels-V2#Params=1.3B, Throughput (FPS)=0.492026.02 | 84.7 | 82.67 | 74.53 | 96.83 | 96.07 | — | — | — | — | |
| SkyReels-V2#Params=1.3B, Model Type=Autoregressive2026.05 | 84.7 | 82.67 | 74.53 | — | — | — | — | — | — | |
| SkyReels-V2#Params=1.3B, FPS=2.2, NFE=30×22026.07 | 84.7 | 82.67 | 74.53 | — | — | — | — | — | — | |
| DySink#Params=1.3B, Model Type=Autoregressive2026.05 | 84.68 | 83.92 | 80.87 | — | — | — | — | — | — | |
| Dummy ForcingBase Model=Self Forcing, #Param=1.3B, Resolution=832 x 480, FPS=24.30, Speedup=1.4x2026.01 | 84.63 | 83.9 | 80.98 | — | — | — | — | — | — | |
| Self Forcing (Chunk-wise)*#Params=1.3B, FPS=24.9, NFE=52026.07 | 84.45 | 83.89 | 81.63 | — | — | — | — | — | — | |
| SC-DMD#Params=1.3B, Resolution=832 × 480, NFE=42026.04 | 84.42 | 83.19 | 78.3 | — | — | — | — | — | — | |
| DMD#Params=1.3B, Resolution=832 × 480, NFE=42026.04 | 84.39 | 82.78 | 76.36 | — | — | — | — | — | — | |
| Wan2.1#Param=1.3B, Resolution=832 x 480, FPS=0.78, Speedup=-2026.01 | 84.26 | 80.09 | 80.09 | — | — | — | — | — | — | |
| TeaCacheBase Model=Self Forcing, #Param=1.3B, Resolution=832 x 480, FPS=21.82, Speedup=1.2x2026.01 | 84.22 | 83.47 | 80.47 | — | — | — | — | — | — | |
| Rolling Forcing#Params=1.3B, Throughput (FPS)=15.82026.02 | 84.08 | 81.22 | 69.78 | 96.11 | 96.02 | — | — | — | — | |
| SC-DMD#Params=1.3B, Resolution=832 × 480, NFE=22026.04 | 84.06 | 82.85 | 78.01 | — | — | — | — | — | — | |
| CausVid#Params=1.3B, Throughput (FPS)=172026.02 | 84.05 | 81.2 | 69.8 | 95.12 | 95.96 | — | — | — | — | |
| CausVidVideo Length=5s, Type=Autoregressive, Params=1.3B, Resolution=832×480, Throughput (FPS)=17.02025.12 | 84.05 | 81.2 | 69.8 | — | — | — | — | — | — | |
| CausVid#Params=1.3B, Resolution=832 × 480, NFE=42026.04 | 84.05 | 81.2 | 69.8 | — | — | — | — | — | — | |
| CausVid#Params=1.3B, FPS=24.9, NFE=52026.07 | 84.05 | 81.2 | 69.8 | — | — | — | — | — | — | |
| Self Forcing++#Params=1.3B, Throughput (FPS)=172026.02 | 83.79 | 83.11 | 80.37 | — | — | — | — | — | — | |
| Self-Forcing++#Params=1.3B, Model Type=Autoregressive2026.05 | 83.79 | 83.11 | 80.37 | — | — | — | — | — | — | |
| Self-Forcing++#Params=1.3B, FPS=24.9, NFE=52026.07 | 83.79 | 83.11 | 80.37 | — | — | — | — | — | — | |
| Self-Forcing#Params=1.3B, Model Type=Autoregressive2026.05 | 83.71 | 83 | 80.14 | — | — | — | — | — | — | |
| rCM#Params=1.3B, Resolution=832 × 480, NFE=42026.04 | 83.65 | 82.73 | 79.04 | — | — | — | — | — | — | |
| LongLive#Param=1.3B, Resolution=832 x 480, FPS=17.57, Speedup=1.0x2026.01 | 83.64 | 83.13 | 81.08 | — | — | — | — | — | — | |
| CausVid#Params=1.3B, Model Type=Autoregressive2026.05 | 83.61 | 82.46 | 77.84 | — | — | — | — | — | — | |
| LongLive#Params=1.3B, Model Type=Autoregressive2026.05 | 83.57 | 83.1 | 81.23 | — | — | — | — | — | — | |
| DMD#Params=1.3B, Resolution=832 × 480, NFE=22026.04 | 83.49 | 82.41 | 78.06 | — | — | — | — | — | — | |
| R-KVBase Model=Self Forcing, #Param=1.3B, Resolution=832 x 480, FPS=18.41, Speedup=1.1x2026.01 | 83.46 | 82.69 | 79.6 | — | — | — | — | — | — | |
| Dummy ForcingBase Model=LongLive, #Param=1.3B, Resolution=832 x 480, FPS=24.30, Speedup=1.4x2026.01 | 83.28 | 82.8 | 80.89 | — | — | — | — | — | — | |
| Infinity-RoPE#Params=1.3B, Throughput (FPS)=172026.02 | 83.27 | 81.79 | 75.87 | 96.34 | 95.14 | — | — | — | — | |
| TeaCacheBase Model=LongLive, #Param=1.3B, Resolution=832 x 480, FPS=21.82, Speedup=1.2x2026.01 | 83.1 | 82.63 | 80.73 | — | — | — | — | — | — | |
| R-KVBase Model=LongLive, #Param=1.3B, Resolution=832 x 480, FPS=18.41, Speedup=1.1x2026.01 | 82.92 | 82.59 | 81.26 | — | — | — | — | — | — | |
| Infinipot-VBase Model=Self Forcing, #Param=1.3B, Resolution=832 x 480, FPS=19.54, Speedup=1.1x2026.01 | 82.72 | 81.99 | 79.05 | — | — | — | — | — | — | |
| Infinipot-VBase Model=LongLive, #Param=1.3B, Resolution=832 x 480, FPS=19.54, Speedup=1.1x2026.01 | 82.7 | 82.35 | 80.92 | — | — | — | — | — | — | |
| SkyReels-V2#Param=1.3B, Resolution=960 x 540, FPS=0.49, Speedup=-2026.01 | 82.67 | 74.53 | 84.7 | — | — | — | — | — | — | |
| LTX-Video#Params=1.9B, Throughput (FPS)=8.982026.02 | 82.3 | 80 | 70.79 | 95.3 | 95.01 | — | — | — | — | |
| LTX-Video#Param=1.9B, Resolution=768 x 512, FPS=8.98, Speedup=-2026.01 | 82.3 | 70.79 | 70.79 | — | — | — | — | — | — | |
| LTX-VideoVideo Length=5s, Type=Diffusion, Params=1.9B, Resolution=768×512, Throughput (FPS)=8.982025.12 | 82.3 | 80 | 70.79 | — | — | — | — | — | — | |
| LTX-Video#Params=1.9B, Model Type=Bidirectional2026.05 | 82.3 | 80 | 70.79 | — | — | — | — | — | — | |
| MAGI-1#Params=4.5B, Throughput (FPS)=0.192026.02 | 82.04 | 79.18 | 67.74 | 96.83 | 95.83 | — | — | — | — | |
| MAGI-1Video Length=5s, Type=Autoregressive, Params=4.5B, Resolution=832×480, Throughput (FPS)=0.192025.12 | 82.04 | 79.18 | 67.74 | — | — | — | — | — | — | |
| MAGI-1#Params=4.5B, Model Type=Autoregressive2026.05 | 82.04 | 79.18 | 67.74 | — | — | — | — | — | — | |
| MAGI-1#Params=4.5B, FPS=0.5, NFE=64×32026.07 | 82.04 | 79.18 | 67.74 | — | — | — | — | — | — | |
| CausVid#Param=1.3B, Resolution=832 x 480, FPS=17.56, Speedup=-2026.01 | 81.2 | 69.8 | 84.05 | — | — | — | — | — | — | |
| NOVA#Params=0.6B, Throughput (FPS)=0.882026.02 | 80.39 | 80.12 | 79.05 | 95.16 | 93.38 | — | — | — | — | |
| NOVAVideo Length=5s, Type=Autoregressive, Params=0.6B, Resolution=768×480, Throughput (FPS)=0.882025.12 | 80.39 | 80.12 | 79.05 | — | — | — | — | — | — | |
| NOVA#Params=0.6B, Model Type=Autoregressive2026.05 | 80.39 | 80.12 | 79.05 | — | — | — | — | — | — | |
| NOVA#Params=0.6B, FPS=0.9, NFE=25×22026.07 | 80.39 | 80.12 | 79.05 | — | — | — | — | — | — | |
| MAGI-1#Param=4.5B, Resolution=832 x 480, FPS=0.19, Speedup=-2026.01 | 79.18 | 67.74 | 82.04 | — | — | — | — | — | — | |
| Self-forcing2026.05 | 71.61 | — | — | 95.67 | 95.26 | — | 98.67 | — | 63.97 | |
| Stream-T1base model=LongLive2026.05 | 71.42 | — | — | 97.05 | 97.25 | — | 99.15 | — | 65.98 | |
| LongLive2026.05 | 71.28 | — | — | 96.78 | 97 | — | 99.12 | — | 65.28 | |
| Steady-ForcingInference Protocol=fixed-camera2026.06 | 69.87 | 75.7 | — | 98.06 | — | 25.22 | 99 | 98.53 | 63.5 | |
| CausVid2026.05 | 69.69 | — | — | 95.56 | 96.33 | — | 98.66 | — | 62.9 | |
| LongLiveInference Protocol=fixed-camera2026.06 | 67.13 | 75.22 | — | 95.88 | — | 34.26 | 98.72 | 98.07 | 57.23 | |
| Wan2.1Throughput (FPS)=0.782025.11 | 66.75 | 83.19 | — | 96.96 | 95.99 | 44 | 98.51 | 97.45 | — | |
| Rolling-ForcingThroughput (FPS)=17.012025.11 | 66.55 | 83.32 | — | 96.52 | 97.21 | 40 | 98.71 | 97.71 | — | |
| SkyReels-V2Throughput (FPS)=0.492025.11 | 66.21 | 83.35 | — | 96.83 | 96.07 | 48 | 98.84 | 97.57 | — | |
| Self-ForcingThroughput (FPS)=17.012025.11 | 65.76 | 83.98 | — | 95.98 | 96.29 | 60 | 98.41 | 96.77 | — | |
| Reward-ForcingInference Protocol=fixed-camera2026.06 | 65.55 | 74.24 | — | 96.62 | — | 27.95 | 98.67 | 98.2 | 58.46 | |
| Rolling-ForcingInference Protocol=fixed-camera2026.06 | 64.69 | 77.57 | — | 96.63 | — | 47.06 | 98.55 | 97.65 | 60.81 | |
| CausVidThroughput (FPS)=17.012025.11 | 64.43 | 82.31 | — | 95.12 | 95.96 | 48 | 98.32 | 97.3 | — | |
| Pyramid FlowThroughput (FPS)=6.702025.11 | 63.77 | 82.66 | — | 96.09 | 96.08 | 44 | 99.35 | 98.61 | — | |
| MAGI-1Throughput (FPS)=0.192025.11 | 63.6 | 81.99 | — | 96.83 | 95.83 | 44 | 99.45 | 99 | — | |
| Causal-ForcingInference Protocol=fixed-camera2026.06 | 63.46 | 80.91 | — | 95.85 | — | 70 | 97.95 | 96.16 | 62.05 | |
| Infinite-ForcingInference Protocol=fixed-camera2026.06 | 63.21 | 73.4 | — | 97.46 | — | 25.7 | 98.96 | 98.68 | 56.37 | |
| ∞-RoPEThroughput (FPS)=17.012025.11 | 63.08 | 83.77 | — | 97.2 | 97.87 | 48 | 98.72 | 98.45 | — | |
| Self-ForcingInference Protocol=fixed-camera2026.06 | 62.5 | 76.96 | — | 96.47 | — | 48.02 | 98.86 | 98.3 | 57.58 | |
| LTX-VideoThroughput (FPS)=8.982025.11 | 62.09 | 84.39 | — | 95.3 | 95.01 | 64 | 99.41 | 98.12 | — | |
| NOVAThroughput (FPS)=0.882025.11 | 58.19 | 79.15 | — | 95.16 | 93.38 | 28 | 99.08 | 98.33 | — | |
| CausVidInference Protocol=fixed-camera2026.06 | 51.79 | 73.83 | — | 96.49 | — | 37.01 | 98.65 | 97.99 | 61.06 |