Paragraph Boundaries Are Not White Space:Compression Depth as the Signature of Hierarchical Structure

Shuyang Xiang

Standard positional encodings treat position as a one-dimensional reading-order coordinate, but reading order alone does not determine hierarchical textual structure. We use a hier…