ResearchBenchmarksVideo Generation on Human Evaluation 50 videos (Preference Scores)Follow74.1Win Rate (%)Motive45.81253.15660.567.844Jan 13, 2026Evaluation ResultsMethodMethodLinksWin Rate (%)Tie Rate (%)Loss Rate (%)MotiveComparison baseline=BaseComparison baseline=Base2026.0174.112.313.6MotiveComparison baseline=Ra...Comparison baseline=Random selection2026.0158.912.129MotiveComparison baseline=Fu...Comparison baseline=Full fine-tuning2026.0153.114.832.1MotiveComparison baseline=Ou...Comparison baseline=Ours w/o MM2026.0146.92033.1