FedCal/geo-retrofit-benchmark

GEO Retrofit Benchmark

Additive answer-first + FAQ retrofit engine and structural GEO/AEO detection gate that took a real bilingual (IT+EN) content corpus of 194 articles from 741 structural GEO/AEO findings to 0, with a synthetic before/after fixture pair and the exact command to reproduce the transform end to end (node --test test/reproduce.test.mjs). The 194-article corpus itself is not redistributed; the transform and gate logic that produced the result is shipped in full and is mechanically verifiable against the fixture pair. Code: MIT. Contents of fixtures/: CC-BY-4.0.

Motore additivo di retrofit answer-first + FAQ e gate di rilevamento strutturale GEO/AEO che ha portato un corpus reale bilingue (IT+EN) di 194 articoli da 741 findings strutturali a 0, con una coppia di fixture sintetiche before/after e il comando esatto per riprodurre la trasformazione end-to-end.

This is a self-deposited research artifact — an author-submitted Zenodo record, not a publication reviewed by an independent third party before release.

Source & Attribution

• Canonical page (IT): https://federicocalo.dev/blog/series/geo-retrofit-benchmark
• Canonical page (EN): https://federicocalo.dev/en/blog/series/geo-retrofit-benchmark
• Author: Federico Calò — https://federicocalo.dev (Wikidata Q139562320, ORCID 0009-0004-4102-281X)
• Licence: This Hugging Face front-matter declares cc-by-4.0 — the licence of the data you download here (this repository's dual licence: code MIT, data CC-BY-4.0). The corresponding Zenodo deposit's structured license field instead reports mit-license, because Zenodo's structured field records the code licence; the data licence lives in prose there (LICENSE, README.md, and the data-directory LICENSE). This divergence between the two records is deliberate, not an inconsistency — on Hugging Face, what a user actually downloads is the data, so the front-matter reflects the data licence.
• Methodology: see RESULTS.md in the Files below

Files

• README.md — this file (the Hugging Face dataset card)
• CITATION.cff
• LICENSE
• REPO_README.md
• RESULTS.md
• fixtures/LICENSE
• fixtures/sample-after.html
• fixtures/sample-before.html
• src/audit-geo.mjs
• src/geo-retrofit.mjs
• test/reproduce.test.mjs

Citation

Zenodo is the DOI of record for this artifact — cite the concept DOI below, not this Hugging Face page (Hugging Face mints one DOI per revision, with the previous one becoming outdated, so it has no stable identifier semantics):

Federico Calò, "GEO Retrofit Benchmark", Zenodo, 2026. https://doi.org/10.5281/zenodo.21602375

• Concept DOI (stable, cite this): https://doi.org/10.5281/zenodo.21602375
• Source code / machine-readable CITATION.cff: https://github.com/fedcal/geo-retrofit-benchmark