reapxdev/zenodo-scraper huggingface dataset:
NSAI-2025 Reproducibility Audit: Supplementary Materials, Data, Protocols, and Analysis Code
Authors: colelough, brandon
Type: Dataset
Published: 2026-08-03

<p>This record contains the supplementary materials supporting the study<br>“6.5% of the Neuro-Symbolic Literature Can Be Reproduced from Its<br>Published Artifacts, a Six-Stage Audit Framework and First<br>Instantiation.”</p>
<p>The archive contains systematic-review search and screening records;<br>the paper-level reproduction and data-extraction dataset; missing-artifact<br>annotations; review protocols, inclusion and exclusion criteria, and<br>annotator guidance; bibliographic and paper-identifier files; analysis<br>and validation scripts; generated statistical reports, tables, and<br>figures; the final list of reproduced works; and an offline copy of the<br>interactive results browser.</p>
<p>The materials support independent inspection of the literature-selection<br>process, paper-level reproduction outcomes, artifact-availability<br>annotations, and the aggregate results reported in the accompanying<br>manuscript. The archive also includes the code and data needed to<br>regenerate the principal aggregate analyses and visualizations.</p>
<p>Public companion resources include:</p>
<p>Analysis repository:<br>https://github.com/Brandonio-c/NSAI-2025-Survey</p>
<p>Interactive results browser:<br>https://brandonio-c.github.io/NSAI-2025-Survey/</p>
<p>Worked data-extraction demonstration:<br>https://www.youtube.com/watch?v=8SY8VoDUliU</p>
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