Data, code and label audit for "Toward honest style attribution: a hierarchical, uncertainty-aware approach for architectural heritage"

Supporting data, evaluation code and label-audit record for a study of hierarchical, uncertainty-aware architectural style attribution over y. The release contains three archives. dataset_release —ges (split, styleand family label, original file name, source pool and, for the24,533 images obt a link to the file page), the taxonomy with Wikidata entities and periods, class counts, per-classe threshold sweepand calibration bins. The image files themselves are not redistributed; th from the manifestunder the licences recorded on the linked file pages. code_release — thipts that reproduce every reported number from the stored probability vectors, with a README describing the order in which they run. label_audit — the complete record of a pre-specified audit of 335 test images: the of the selectedimages, the documentary evidence assembled for each, the mechanical rule cying one row perimage with the verdict, its reason and an open column for expertadjudication. A srdict and recompute the reported rates without repeating the retrieval work.