Long Video Generation on VBenchLong 30-second
97.23Dynamic DegreeCausal Forcing + Deep Forcing
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Causal Forcing + Deep ForcingBackbone=Causal Forcing, KV Cache Policy=Deep Forcing2026.05 | 97.23 | — | — | — | — | 68.85 | 94.64 | 94.65 | 96.75 | 58.49 | 23.87 | |
| Causal Forcing + NativeBackbone=Causal Forcing, KV Cache Policy=Native2026.05 | 97.14 | — | — | — | — | 69.07 | 94.74 | 94.7 | 96.8 | 58.71 | 23.85 | |
| Causal Forcing + Future ForcingBackbone=Causal Forcing, KV Cache Policy=Future Forcing2026.05 | 88.16 | — | — | — | — | 69.07 | 96.11 | 95.45 | 97.47 | 59.31 | 24.51 | |
| Reward Forcing + NativeBackbone=Reward Forcing, KV Cache Policy=Native2026.05 | 70.28 | — | — | — | — | 70.29 | 97.02 | 96.06 | 98.34 | 57.04 | 23.94 | |
| Reward Forcing + Future ForcingBackbone=Reward Forcing, KV Cache Policy=Future Forcing2026.05 | 69.77 | — | — | — | — | 70.35 | 97.11 | 95.96 | 98.57 | 57.68 | 23.61 | |
| Self Forcing + Future ForcingBackbone=Self Forcing, KV Cache Policy=Future Forcing2026.05 | 63.08 | — | — | — | — | 70.22 | 97.22 | 96.18 | 98.48 | 57.93 | 23.6 | |
| Self Forcing + Deep ForcingBackbone=Self Forcing, KV Cache Policy=Deep Forcing2026.05 | 59.34 | — | — | — | — | 69.05 | 96.39 | 95.75 | 98.36 | 57.67 | 23.91 | |
| Reward Forcing + Deep ForcingBackbone=Reward Forcing, KV Cache Policy=Deep Forcing2026.05 | 57.62 | — | — | — | — | 68.11 | 96.81 | 96.03 | 98.35 | 56.8 | 23.75 | |
| StreamingLLMSetting=Self Forcing 30-second2026.05 | 54.5 | 21.86 | 1.23 | 2.8 | 80.06 | 67.9 | 96.93 | 96.16 | 98.1 | 59.67 | — | |
| FORCING-KVSetting=Self Forcing 30-second2026.05 | 52.23 | 26.65 | 1.5 | 2.7 | 80.07 | 68.67 | 97 | 96.08 | 98.08 | 60.16 | — | |
| Dummy ForcingSetting=Self Forcing 30-second, L=62026.05 | 50.47 | 22.11 | 1.24 | 3.4 | 79.78 | 68.83 | 96.62 | 96.03 | 98.03 | 59.97 | — | |
| Full KVSetting=Self Forcing 30-second2026.05 | 46.86 | 17.76 | 1 | 3.4 | 79.72 | 67.63 | 97.2 | 96.38 | 98.14 | 61.14 | — | |
| Dummy ForcingSetting=Self Forcing 30-second, L=12026.05 | 46.55 | 27.75 | 1.56 | 3.5 | 79.95 | 69.05 | 97.2 | 96.38 | 98.14 | 61.13 | — | |
| Self Forcing + NativeBackbone=Self Forcing, KV Cache Policy=Native2026.05 | 45.27 | — | — | — | — | 68.92 | 96.01 | 95.2 | 98.16 | 55.43 | 23.09 | |
| FORCING-KVSetting=LongLive 30-second2026.05 | 43.65 | 26.77 | 1.27 | 2.4 | 80.65 | 70.29 | 98 | 96.81 | 98.66 | 61.98 | — | |
| Full KVSetting=LongLive 30-second2026.05 | 42.54 | 21.1 | 1 | 2.4 | 80.38 | 68.91 | 97.99 | 96.93 | 98.8 | 61.67 | — | |
| StreamingLLMSetting=LongLive 30-second2026.05 | 40.93 | 22.34 | 1.06 | 2.4 | 80.38 | 69.35 | 96.06 | 96.98 | 98.78 | 61.92 | — | |
| Rolling Forcing + Deep ForcingBackbone=Rolling Forcing, KV Cache Policy=Deep Forcing2026.05 | 35.97 | — | — | — | — | 70.29 | 97.87 | 96.54 | 98.78 | 57.68 | 23.84 | |
| Rolling Forcing + NativeBackbone=Rolling Forcing, KV Cache Policy=Native2026.05 | 34.2 | — | — | — | — | 70.89 | 97.91 | 96.56 | 98.59 | 57.15 | 23.25 | |
| Dummy ForcingSetting=LongLive 30-second, L=22026.05 | 33.9 | 26.21 | 1.24 | 2.3 | 79.61 | 70.65 | 97.64 | 96.64 | 98.54 | 61.73 | — | |
| Rolling Forcing + Future ForcingBackbone=Rolling Forcing, KV Cache Policy=Future Forcing2026.05 | 32.42 | — | — | — | — | 71.48 | 98.15 | 96.72 | 98.81 | 58.04 | 24.01 | |
| Dummy ForcingSetting=LongLive 30-second, L=12026.05 | 26.56 | 27.45 | 1.3 | 3 | 79.37 | 70.73 | 98.07 | 96.99 | 98.82 | 62.06 | — |