FRAGMENT: Factorized Graph Representations for Document Generation and Editing via Entity-Aware Transformations

Structured documents such as invoices, forms, reports, and scientific articles derive meaning from the interplay between spatial layout, textual content, and logical structure. Generative models operating at the pixel or token level often struggle to capture these dependencies effectively. We explor