See Before You Code: Learning Visual Priors for Spatially Aware Educational Animation Generation

Yuejia Li, Ke He, Junheng Li +5

Large language models can generate executable code for educational animations, but the resulting renders often exhibit visual defects, including element overlap, misalignment, and…