Text-to-Video Generation on VBench (Total, Quality, and Detailed Temporal Metrics)
85.46Total ScoreRAVEN + CM-GRPO
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| RAVEN + CM-GRPObase_model=Wan2.1-T2V-1.3B, Stage=CM-GRPO2026.05 | 85.46 | 86.54 | 81.17 | — | — | — | — | 2.962 | — | |
| RAVENbase_model=Wan2.1-T2V-1.3B, initialization=Causal Forcing2026.05 | 85.15 | 86.18 | 81.04 | — | — | — | — | 2.951 | — | |
| Causal Forcing + CM-GRPObase_model=Wan2.1-T2V-1.3B, Stage=CM-GRPO2026.05 | 85.08 | 86.12 | 80.96 | — | — | — | — | 2.829 | — | |
| Causal Forcingbase_model=Wan2.1-T2V-1.3B2026.05 | 84.96 | 86 | 80.76 | — | — | — | — | 2.669 | — | |
| Reward Forcingbase_model=Wan2.1-T2V-1.3B2026.05 | 84.39 | 85.27 | 80.87 | — | — | — | — | 2.508 | — | |
| Self Forcingbase_model=Wan2.1-T2V-1.3B2026.05 | 84.27 | 85.1 | 80.97 | — | — | — | — | 2.543 | — | |
| Wan 2.1#Params=2B, Attention Type=Full 3D2026.03 | 84.26 | 85.3 | 80.09 | 96.34 | 97.29 | 99.49 | 97.44 | 85.56 | 25.31 | |
| Rolling Forcingbase_model=Wan2.1-T2V-1.3B2026.05 | 83.25 | 84 | 80.25 | — | — | — | — | 2.536 | — | |
| LongLivebase_model=Wan2.1-T2V-1.3B2026.05 | 83.05 | 83.7 | 80.46 | — | — | — | — | 2.277 | — | |
| CausVidbase_model=Wan2.1-T2V-1.3B2026.05 | 83.01 | 84.18 | 78.34 | — | — | — | — | 2.34 | — | |
| LTX-Video#Params=1.9B, Attention Type=Full 3D2026.03 | 80 | 82.3 | 70.79 | 96.56 | 97.2 | 99.34 | 98.86 | 54.35 | 22.62 | |
| FrameDiT-H#Params=1.3B, Attention Type=Matrix2026.03 | 79.12 | 81.69 | 68.84 | 95.1 | 96.37 | 97.16 | 95.97 | 70.83 | 24.84 | |
| OpenSoraPlan 1.1#Params=1B, Attention Type=Factorized2026.03 | 78 | 80.91 | 66.38 | 95.73 | 96.73 | 99.03 | 98.28 | 47.72 | 23.87 | |
| Latte#Params=1B, Attention Type=Factorized2026.03 | 77.29 | 79.72 | 67.58 | 88.88 | 95.4 | 98.89 | 94.63 | 68.89 | 24.76 | |
| OpenSoraPlan 1.3#Params=2.7B, Attention Type=Full 3D2026.03 | 77.23 | 80.14 | 65.62 | 97.79 | 97.24 | 99.2 | 99.05 | 30.28 | 22.47 | |
| Lavie#Params=3B, Attention Type=Factorized2026.03 | 77.08 | 78.78 | 70.31 | 91.41 | 97.47 | 98.3 | 96.38 | 49.72 | 25.93 |