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Collapse, Not Complexity: Failure-Conditioned Decomposition Repair for End-to-End Document Parsing
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, complexity is the wrong decision variable. Reasoning lowers mean quality by 2.21 Overall at 1.54x tokens; a preregistered inpu
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