Collapse, Not Complexity: Failure-Conditioned Decomposition Repair for End-to-End Document Parsing

Xingyu Lin, Dehui Du

End-to-end document parsers increasingly offer an optional reasoning mode for complex pages. On a 180-page entropy-stratified discovery sample with one frozen 4B checkpoint, comple…