PAWBench: How Far Are We from Probabilistically Aligned World Modeling?

Formalizes 'probabilistic alignment' as a distributional criterion for video generators acting as stochastic samplers of world dynamics, and ships PAWBench + PAWEval across 50 scenarios and 11 systems. Across all evaluated generators, none consistently matches reference probabilities while preserving the range of valid behaviors.