ResearchBenchmarksHuman Preference Evaluation on VideoPhy 1.0 (test)Follow59.3Physics Plausibility Win RateMAGI-139.95644.9785055.022Jan 15, 2026Evaluation ResultsMethodMethodLinksPhysics Plausibility Win RatePhysics Plausibility AccuracyVisual Quality Win RateVisual Quality AccuracyPrompt Alignment Win RatePrompt Alignment AccuracyOverall Win RateOverall AccuracyMAGI-1Sampling Strategy=WMRe...Sampling Strategy=WMReward(∇+BoN)2026.0159.369.657.266.750.551.455.763.2vLDMSampling Strategy=WMRe...Sampling Strategy=WMReward(∇+BoN)2026.0156.26252.658.14946.752.656.8vLDMSampling Strategy=vanillaSampling Strategy=vanilla2026.0143.83847.441.95153.347.443.2MAGI-1Sampling Strategy=vanillaSampling Strategy=vanilla2026.0140.730.442.833.349.548.644.336.8