FRAGMENT: Factorized Graph Representations for Document Generation and Editing via Entity-Aware Transformations
FRAGMENT represents documents as typed relational graphs and factorizes their generation into two stages: an Architect that creates the structural layout and a Builder that realizes it with text and visual attributes. This allows for forgery detection using a document-level likelihood score. It also enables prompt-conditioned editing by injecting instructions into the Builder stage.