ARTFEED — Contemporary Art Intelligence

DOSA: A Tree-Guided Framework for Document Structure Analysis

other · 2026-07-29

A new framework called DOSA (Document Structure Analyzer) has been proposed for analyzing long document structures. It processes documents chunk-by-chunk, fusing visual, textual, and layout features to predict hierarchical and ordering relations among page objects. These predictions incrementally build a semantic tree that guides inference on subsequent chunks, addressing challenges in multi-page documents with long-range dependencies and heterogeneous layouts. The framework is described in a paper on arXiv (2607.22679).

Key facts

  • DOSA stands for Document Structure Analyzer
  • It is a tree-guided, self-regressive framework
  • Processes documents chunk-by-chunk
  • Fuses visual, textual, and layout features
  • Predicts hierarchical and ordering relations
  • Constructs a semantic tree incrementally
  • The tree guides inference on subsequent chunks
  • Paper available on arXiv: 2607.22679

Entities

Institutions

  • arXiv

Sources