HierDoc: Hierarchical Page-to-Region Evidence Routing for Long-Document Visual Question Answering

Multi-page document visual question answering requires locating sparse evidence at both the page and region levels.

Multi-page document visual question answering requires locating sparse evidence at both the page and region levels. Existing approaches typically emphasize one level over the other: page-centric methods focus on page acquisition, with region operations serving mainly as…