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Paper · arXiv

Evidence-Grounded Constraint Checking in Construction Documents

Professional-document review is a constraint-checking problem in which decisions depend on relations among text, geometry, pages, and document revisions. We present an evidence-grounded pipeline that normalizes extracted facts, executes four-state rules deterministically, retains source spans, and escalates unresolved cases. We evaluate its PDF evidence allocator on 160 reference-based tasks from 29 construction projects using a repeated four-system test and a disjoint two-system breadth extension. In the repeated test, reallocating a four-image budget from retrieved page overviews to one overview and three overlapping tiles improves project-family standardized decision accuracy by 10.6 p...

AuthorsRashid Mushkani, Hugo Berard, Shin Koseki
Primary categorycs.AI
Published31 July 2026
Last updated at source31 July 2026
cs.AI
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