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Video Generation on VBench short video (test)

97.79Subject ConsistencySemanticGen
66.53874.651582.76590.8785Dec 4, 2025Dec 7, 2025Dec 10, 2025Dec 13, 2025Dec 16, 2025Dec 19, 2025Dec 23, 2025

Evaluation results

MethodLinks
SemanticGen2025.1297.7997.6898.4799.1765.2364.6—
Wan2.1-T2V-14BModel Parameters=14B2025.1297.2398.2898.3599.0866.6365.61—
Base-CT2025.1296.1797.2798.0799.0765.7763.97—
Hunyuan-Video2025.1291.1195.3297.4999.0764.2362.6—
LongLive#Params=1.3B, Model Type=Autoregressive2025.1280.53———84.26—83.52
Self Forcing ++#Params=1.3B, Model Type=Autoregressive2025.1280.37———83.79—83.11
VideoSSM#Params=1.4B, Model Type=Autoregressive2025.1280.22———84.88—83.95
Self Forcing#Params=1.3B, Model Type=Autoregressive2025.1280.14———83.71—83
Wan2.1#Params=1.3B, Model Type=Bidirectional Diffusion2025.1280.09———85.3—84.26
NOVA#Params=0.6B, Model Type=Autoregressive2025.1279.05———80.39—80.12
SkyReels-V2#Params=1.3B, Model Type=Autoregressive2025.1274.53———84.7—82.67
LTX-Video#Params=1.9B, Model Type=Bidirectional Diffusion2025.1270.79———82.3—80
CausVid#Params=1.3B, Model Type=Autoregressive2025.1269.8———84.05—81.2
Rolling Forcing#Params=1.3B, Model Type=Autoregressive2025.1269.78———84.08—81.22
Pyramid Flow#Params=2B, Model Type=Autoregressive2025.1269.62———84.74—81.72
MAGI-1#Params=4.5B, Model Type=Autoregressive2025.1267.74———82.04—79.18