MC-PhysBench: leading video world models break physics within a few frames

CatAstro_Piyush · x · 2026-10-09

Midcentury AI tested leading video world models on their ability to predict simple physics and found most fail within a few frames.

They're releasing MC-PhysBench, a new benchmark measuring how long a model's output stays physically valid: 15+ models, 9 scenes, 6,000+ videos scored, with 7 failure checks. It's the first eval to make physical-validity duration the core metric, probing how far video world models are from real-world simulation.

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