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Cinematic multi-shot video generators are surprisingly poor editors: aesthetic visual quality correlates only weakly with a model's actual ability to follow fundamental cinematic grammar like J-cuts, transition timing, and montage.
Semantic Affine Consistency transforms how visual tokenizers align latent semantics, resulting in a 26% reduction in gFID and setting a new benchmark for diffusion models.
