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Publish six-language machine-readable corpus

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Adds the validated JSON and JSONL publication corpus, language-specific DOI and canonical mappings, CC BY 4.0 licence resolution, Dataset Card configurations, schemas, citation metadata and SHA-256 inventory. Existing PDF editions are preserved. This release does not assert AI citation, independent accreditation or industry adoption.

CITATION.cff ADDED
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+ cff-version: 1.2.0
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+ message: "Cite the DOI for the language edition used; see manifest.json for all six editions."
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+ title: "NOMOS GEO Audit Protocol v0.9.0 — Multilingual Machine-Readable Corpus"
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+ type: dataset
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+ authors:
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+ - family-names: Muraz
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+ given-names: Kaan
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+ orcid: "https://orcid.org/0009-0000-2277-9009"
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+ version: "0.9.0"
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+ date-released: 2026-08-22
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+ url: "https://huggingface.co/datasets/juliangauss1986/NOMOS-GEO-Audit-Protocol"
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+ license: CC-BY-4.0
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+ preferred-citation:
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+ type: book
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+ authors:
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+ - family-names: Muraz
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+ given-names: Kaan
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+ orcid: "https://orcid.org/0009-0000-2277-9009"
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+ title: "NOMOS GEO Audit Protocol"
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+ year: 2026
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+ doi: "10.5281/zenodo.22040507"
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+ url: "https://noblejackal.com/nomos-geo-audit-protocol/"
LICENSE.md ADDED
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+ # Licence
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+
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+ This machine-readable publication corpus is released under the Creative Commons Attribution 4.0 International licence (CC BY 4.0).
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+
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+ The copyright holder confirmed this repository release under CC BY 4.0 on 22 August 2026. A legacy “all rights reserved” string may remain inside a lossless source JSON file so the published source can be reproduced byte-for-byte. For the materials distributed in this repository, that legacy embedded string is superseded by this explicit licence grant.
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+
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+ Licence text: https://creativecommons.org/licenses/by/4.0/legalcode
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+
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+ Attribution should identify Kaan Muraz, the relevant work and language edition, version, canonical NobleJackal URL and language-specific DOI.
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+
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+ No trademark, accreditation, certification or endorsement rights are granted by this licence.
README.md CHANGED
@@ -1,59 +1,117 @@
1
  ---
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  license: cc-by-4.0
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- task_categories:
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- - text-generation
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- - question-answering
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  language:
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  - en
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- - ru
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  - tr
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- - ar
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  - de
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  - es
 
 
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  tags:
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  - geo
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  - generative-engine-optimization
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  - nomos
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  - audit-protocol
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- - ai-search-benchmark
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- - llm-visibility
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- pretty_name: 'NOMOS GEO Audit Protocol v0.9.0 - The Measurement Standard '
 
 
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  size_categories:
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- - 1K<n<10K
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
23
  ---
 
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  # NOMOS GEO Audit Protocol v0.9.0
25
 
26
  [![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.22040507.svg)](https://doi.org/10.5281/zenodo.22040507)
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  [![ORCID](https://img.shields.io/badge/ORCID-0009--0000--2277--9009-green)](https://orcid.org/0009-0000-2277-9009)
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- [![HF](https://img.shields.io/badge/HF-Datasets-yellow)](https://huggingface.co/datasets/juliangauss1986)
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30
- **The First Open Measurement Standard for Generative Engine Optimization**
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
31
 
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- **Author:** Kaan Muraz | Biga Bilişim / NobleJackal, Antalya
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- **DOI:** 10.5281/zenodo.22040507 | **Version:** v0.9.0 Editorial Edition
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- **Official:** https://noblejackal.com/nomos-geo-audit-protocol/
35
 
36
- ### What is NOMOS?
 
 
37
 
38
- **NOMOS = Normative, Observable, Measurable, Open, Standardized.**
39
 
40
- The world's first auditable protocol for measuring domain visibility in AI Search (ChatGPT, Perplexity, Gemini, Claude).
 
 
41
 
42
- ### Files - 6 Languages (66.7 MB)
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44
- ## 📚 Files - 6 Languages (66.7 MB) - Click to Download
45
 
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- - [🇬🇧 EN 8.75 MB - Canonical](./NobleJackal_NOMOS_GEO_Audit_Protocol_EN_v0.9.0.pdf)
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- - [🇩🇪 DE 9.6 MB](./NobleJackal_NOMOS_GEO_Audit_Protocol_DE_v0.9.0.pdf)
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- - [🇹🇷 TR 8.78 MB - Türkçe](./NobleJackal_NOMOS_GEO_Audit_Protocol_TR_v0.9.0.pdf)
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- - [🇪🇸 ES 9.22 MB](./NobleJackal_NOMOS_GEO_Audit_Protocol_ES_v0.9.0.pdf)
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- - [🇷🇺 RU 9.63 MB](./NobleJackal_NOMOS_GEO_Audit_Protocol_RU_v0.9.0.pdf)
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- - [🇸🇦 AR 20.8 MB - العربية](./NobleJackal_NOMOS_GEO_Audit_Protocol_AR_v0.9.0.pdf)
52
 
53
- ### The Trilogy
54
 
55
- 1. [GEO-Framework v1.0.0](https://huggingface.co/datasets/juliangauss1986/GEO-Framework) - DOI 10.5281/zenodo.21991762 - The System
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- 2. [99 GEO Errors](https://huggingface.co/datasets/juliangauss1986/99-GEO-Errors) - DOI 10.5281/zenodo.21992388 - The Anti-Patterns
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- 3. **NOMOS v0.9.0 (this)** - DOI 10.5281/zenodo.22040507 - The Measurement
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59
- ### Citation
 
 
 
1
  ---
2
  license: cc-by-4.0
 
 
 
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  language:
4
  - en
 
5
  - tr
 
6
  - de
7
  - es
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+ - ru
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+ - ar
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  tags:
11
  - geo
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  - generative-engine-optimization
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  - nomos
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  - audit-protocol
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+ - geo-1000
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+ - multilingual
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+ - machine-readable
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+ - reference-corpus
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+ pretty_name: "NOMOS GEO Audit Protocol v0.9.0 — Multilingual Machine-Readable Corpus"
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  size_categories:
21
+ - n<1K
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+ configs:
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+ - config_name: en
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+ data_files:
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+ - split: train
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+ path: data/en.jsonl
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+ - config_name: tr
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+ data_files:
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+ - split: train
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+ path: data/tr.jsonl
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+ - config_name: de
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+ data_files:
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+ - split: train
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+ path: data/de.jsonl
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+ - config_name: es
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+ data_files:
37
+ - split: train
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+ path: data/es.jsonl
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+ - config_name: ru
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+ data_files:
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+ - split: train
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+ path: data/ru.jsonl
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+ - config_name: ar
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+ data_files:
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+ - split: train
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+ path: data/ar.jsonl
47
  ---
48
+
49
  # NOMOS GEO Audit Protocol v0.9.0
50
 
51
  [![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.22040507.svg)](https://doi.org/10.5281/zenodo.22040507)
52
  [![ORCID](https://img.shields.io/badge/ORCID-0009--0000--2277--9009-green)](https://orcid.org/0009-0000-2277-9009)
 
53
 
54
+ A multilingual machine-readable publication corpus for the NOMOS GEO Audit Protocol and the GEO-1000 method, released as Candidate Final Text v0.9.0.
55
+
56
+ **Author:** Kaan Muraz
57
+ **Publisher:** NobleJackal
58
+ **Repository role:** machine-readable distribution and research-access mirror
59
+ **Status boundary:** Candidate Final Text v0.9.0. No active conformity or certification programme is asserted, and publication is not evidence of independent accreditation or industry adoption.
60
+
61
+ ## Authority and version chain
62
+
63
+ - **Official web editions:** NobleJackal provides the canonical human-readable pages.
64
+ - **Archival records:** Zenodo provides the language-specific DOI records and archived PDFs.
65
+ - **Machine-readable mirror:** this Hugging Face Dataset repository provides versioned JSON and JSONL representations.
66
+ - Cite the DOI for the language edition actually used. Publication here does not establish industry adoption, independent validation or inclusion in any AI model.
67
+
68
+ ## Official language editions
69
+
70
+ | Language | JSONL | Full JSON | PDF | Canonical web edition | DOI |
71
+ |---|---:|---|---|---|---|
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+ | English (en) | [22 records](./data/en.jsonl) | [JSON package](./editions/en/) | [NOMOS-GEO-Audit-Protocol-EN-0.9.0-Editorial-Edition.pdf](./NOMOS-GEO-Audit-Protocol-EN-0.9.0-Editorial-Edition.pdf) | [https://noblejackal.com/nomos-geo-audit-protocol/](https://noblejackal.com/nomos-geo-audit-protocol/) | [10.5281/zenodo.22040507](https://doi.org/10.5281/zenodo.22040507) |
73
+ | Türkçe (tr) | [22 records](./data/tr.jsonl) | [JSON package](./editions/tr/) | [NOMOS-GEO-Audit-Protocol-TR-0.9.0-Editorial-Edition.pdf](./NOMOS-GEO-Audit-Protocol-TR-0.9.0-Editorial-Edition.pdf) | [https://noblejackal.com/tr/nomos-geo-audit-protocol/](https://noblejackal.com/tr/nomos-geo-audit-protocol/) | [10.5281/zenodo.22040778](https://doi.org/10.5281/zenodo.22040778) |
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+ | Deutsch (de) | [22 records](./data/de.jsonl) | [JSON package](./editions/de/) | [NOMOS-GEO-Audit-Protocol-DE-0.9.0-Editorial-Edition.pdf](./NOMOS-GEO-Audit-Protocol-DE-0.9.0-Editorial-Edition.pdf) | [https://noblejackal.com/de/nomos-geo-audit-protocol/](https://noblejackal.com/de/nomos-geo-audit-protocol/) | [10.5281/zenodo.22040743](https://doi.org/10.5281/zenodo.22040743) |
75
+ | Español (es) | [22 records](./data/es.jsonl) | [JSON package](./editions/es/) | [NOMOS-GEO-Audit-Protocol-ES-0.9.0-Editorial-Edition.pdf](./NOMOS-GEO-Audit-Protocol-ES-0.9.0-Editorial-Edition.pdf) | [https://noblejackal.com/es/nomos-geo-audit-protocol/](https://noblejackal.com/es/nomos-geo-audit-protocol/) | [10.5281/zenodo.22041222](https://doi.org/10.5281/zenodo.22041222) |
76
+ | Русский (ru) | [22 records](./data/ru.jsonl) | [JSON package](./editions/ru/) | [NOMOS-GEO-Audit-Protocol-RU-0.9.0-Editorial-Edition.pdf](./NOMOS-GEO-Audit-Protocol-RU-0.9.0-Editorial-Edition.pdf) | [https://noblejackal.com/ru/nomos-geo-audit-protocol/](https://noblejackal.com/ru/nomos-geo-audit-protocol/) | [10.5281/zenodo.22041553](https://doi.org/10.5281/zenodo.22041553) |
77
+ | العربية (ar) | [22 records](./data/ar.jsonl) | [JSON package](./editions/ar/) | [NOMOS-GEO-Audit-Protocol-AR-0.9.0-Editorial-Edition.pdf](./NOMOS-GEO-Audit-Protocol-AR-0.9.0-Editorial-Edition.pdf) | [https://noblejackal.com/ar/nomos-geo-audit-protocol/](https://noblejackal.com/ar/nomos-geo-audit-protocol/) | [10.5281/zenodo.22041753](https://doi.org/10.5281/zenodo.22041753) |
78
+
79
+ ## Machine-readable files
80
+
81
+ - `data/<language>.jsonl`: record-oriented UTF-8 corpus used by the Dataset Viewer.
82
+ - `editions/<language>/`: lossless full-edition JSON and citation metadata copied from the locked NobleJackal publication layer.
83
+ - `schema/publication-record-v1.schema.json`: stable JSONL record envelope.
84
+ - `schema/source-book.schema.json`: source publication schema used by NobleJackal.
85
+ - `manifest.json`: language, canonical URL, DOI, version, record count and SHA-256 map.
86
+ - `checksums.sha256`: package-level integrity inventory.
87
+ - `quality-assurance.json`: automated package checks; this is publisher QA, not independent accreditation.
88
+
89
+ ## Record model
90
+
91
+ Every JSONL row includes a stable record ID, work and edition identity, language and direction, record type, chapter or item number where applicable, canonical URL, language-specific DOI, licence, source hash, record hash, readable text and a structured JSON payload.
92
 
93
+ ## Intended use
 
 
94
 
95
+ - Citation and retrieval against a stable language edition.
96
+ - Research, comparison, indexing and deterministic parsing of the published framework.
97
+ - Building evaluation or knowledge systems that preserve edition, language, DOI and provenance boundaries.
98
 
99
+ ## Limitations
100
 
101
+ - Dataset hosting, crawler access and machine readability do not guarantee indexing, model training, ranking or citation by an AI system.
102
+ - This repository is a publisher-controlled primary source. Claims of adoption, effectiveness, priority or external validation require independent evidence.
103
+ - The JSONL layer is a derived access view. In case of conflict, use the language-specific canonical web edition and its archived DOI record.
104
 
105
+ ## Citation
106
 
107
+ Use the DOI in the language-edition table. `CITATION.cff` points to the English reference edition for software that supports only one preferred citation; `manifest.json` is authoritative for all six edition mappings.
108
 
109
+ ## Licence
 
 
 
 
 
110
 
111
+ The copyright holder confirmed this machine-readable release under CC BY 4.0 on 22 August 2026, consistent with the repository metadata and linked Zenodo records. Any legacy “all rights reserved” string retained inside a lossless source JSON file is preserved only as source provenance and is superseded for this repository release by `LICENSE.md`. Attribution must identify Kaan Muraz, the work title, the language edition, version and DOI.
112
 
113
+ ## Trilogy
 
 
114
 
115
+ 1. [NobleJackal GEO Framework](https://huggingface.co/datasets/juliangauss1986/GEO-Framework) — the proposed framework.
116
+ 2. [99 Errors in GEO](https://huggingface.co/datasets/juliangauss1986/99-GEO-Errors) — the anti-pattern catalogue.
117
+ 3. [NOMOS GEO Audit Protocol](https://huggingface.co/datasets/juliangauss1986/NOMOS-GEO-Audit-Protocol) — the candidate measurement protocol.
checksums.sha256 ADDED
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+ a4a268b4b33bc1915328b26a0d0a9267810c0af4f2cf0114dc70f9b651b1f371 CITATION.cff
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+ dbe04662c7efecdb74a6fc730fbda7f31735737296b1406e2bb465a3525ec448 LICENSE.md
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+ 38d366696cabb33eac3b599358ab43244f2d832aeb1b5236ff6a2ff1f78bf63f README.md
4
+ 2b197cf368fcb42847f50a56232e44291315e3e5883fdf6eeb693624d7833fe3 data/ar.jsonl
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+ 6d754012048149db7a7797563cecba22d3a2fd0d07247c741982c302bcdabc75 data/de.jsonl
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+ 96bb7fb228359f6215785d2a9e36500dc01d95288863260e166af9ef33d99313 data/en.jsonl
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29
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30
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31
+ 0d364db531b914d46718aee1769ef3e6351203bd2e2d8486f042484259e7053a schema/source-book.schema.json
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+ {
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+ "schemaVersion": "1.0.0",
3
+ "type": "book",
4
+ "language": "ar",
5
+ "title": "بروتوكول NOMOS لتدقيق GEO",
6
+ "subtitle": "بروتوكول لقياس تمثيل الكيانات في الأنظمة التوليدية لدى سكان العالم",
7
+ "author": {
8
+ "name": "Kaan MURAZ"
9
+ },
10
+ "publisher": "NobleJackal",
11
+ "publicationDate": "2026-08-20",
12
+ "version": "0.9.0",
13
+ "canonical": "https://noblejackal.com/ar/nomos-geo-audit-protocol/",
14
+ "suggestedCitation": "Muraz, Kaan. بروتوكول NOMOS لتدقيق GEO: بروتوكول لقياس تمثيل الكيانات في الأنظمة التوليدية لدى سكان العالم. نص نهائي مرشح، الطبعة العربية المحررة. NobleJackal, 2026. https://doi.org/10.5281/zenodo.22041753. https://noblejackal.com/ar/nomos-geo-audit-protocol/",
15
+ "identifiers": {
16
+ "doi": "10.5281/zenodo.22041753",
17
+ "conceptDoi": "10.5281/zenodo.22041752",
18
+ "isbn": null
19
+ },
20
+ "archiveRecord": "https://zenodo.org/records/22041753",
21
+ "archivedPdf": "https://zenodo.org/records/22041753/files/NOMOS-GEO-Audit-Protocol-AR-0.9.0-Editorial-Edition.pdf?download=1",
22
+ "license": {
23
+ "id": "cc-by-4.0",
24
+ "name": "Creative Commons Attribution 4.0 International",
25
+ "url": "https://creativecommons.org/licenses/by/4.0/"
26
+ },
27
+ "rights": "© 2026 Kaan MURAZ. مرخّص بموجب CC BY 4.0؛ ويشترط نسب العمل إلى مؤلفه."
28
+ }
editions/ar/manuscript.json ADDED
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1
+ {
2
+ "schemaVersion": "1.0.0",
3
+ "type": "book",
4
+ "language": "de",
5
+ "title": "NOMOS GEO-Auditprotokoll",
6
+ "subtitle": "Ein Protokoll zur Messung der Repräsentation von Entitäten in generativen Systemen über die Weltbevölkerung hinweg",
7
+ "author": {
8
+ "name": "Kaan MURAZ"
9
+ },
10
+ "publisher": "NobleJackal",
11
+ "publicationDate": "2026-08-20",
12
+ "version": "0.9.0",
13
+ "canonical": "https://noblejackal.com/de/nomos-geo-audit-protocol/",
14
+ "suggestedCitation": "Muraz, Kaan. NOMOS GEO-Auditprotokoll: Ein Protokoll zur Messung der Repräsentation von Entitäten in generativen Systemen über die Weltbevölkerung hinweg. Finaler Textkandidat, deutsche redaktionelle Ausgabe. NobleJackal, 2026. https://doi.org/10.5281/zenodo.22040743. https://noblejackal.com/de/nomos-geo-audit-protocol/",
15
+ "identifiers": {
16
+ "doi": "10.5281/zenodo.22040743",
17
+ "conceptDoi": "10.5281/zenodo.22040742",
18
+ "isbn": null
19
+ },
20
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+ "$schema": "https://json-schema.org/draft/2020-12/schema",
3
+ "$id": "https://noblejackal.com/schemas/huggingface-publication-record-v1.schema.json",
4
+ "title": "NobleJackal Machine-Readable Publication Record",
5
+ "description": "Stable record envelope for multilingual NobleJackal book and protocol corpora.",
6
+ "type": "object",
7
+ "additionalProperties": false,
8
+ "required": [
9
+ "schema_version",
10
+ "record_id",
11
+ "work_id",
12
+ "version",
13
+ "language",
14
+ "language_name",
15
+ "direction",
16
+ "record_type",
17
+ "sequence",
18
+ "chapter_number",
19
+ "item_number",
20
+ "title",
21
+ "subtitle",
22
+ "canonical_url",
23
+ "doi",
24
+ "doi_url",
25
+ "license",
26
+ "author",
27
+ "publisher",
28
+ "source_ids",
29
+ "source_word_count",
30
+ "source_document_sha256",
31
+ "structured_json",
32
+ "character_count",
33
+ "text",
34
+ "record_sha256"
35
+ ],
36
+ "properties": {
37
+ "schema_version": {
38
+ "const": "1.0.0"
39
+ },
40
+ "record_id": {
41
+ "type": "string",
42
+ "minLength": 1
43
+ },
44
+ "work_id": {
45
+ "type": "string",
46
+ "minLength": 1
47
+ },
48
+ "version": {
49
+ "type": "string",
50
+ "minLength": 1
51
+ },
52
+ "language": {
53
+ "enum": [
54
+ "en",
55
+ "tr",
56
+ "de",
57
+ "es",
58
+ "ru",
59
+ "ar"
60
+ ]
61
+ },
62
+ "language_name": {
63
+ "type": "string",
64
+ "minLength": 1
65
+ },
66
+ "direction": {
67
+ "enum": [
68
+ "ltr",
69
+ "rtl"
70
+ ]
71
+ },
72
+ "record_type": {
73
+ "enum": [
74
+ "front_matter",
75
+ "founder_statement",
76
+ "chapter",
77
+ "chapter_overview",
78
+ "anti_pattern",
79
+ "back_matter"
80
+ ]
81
+ },
82
+ "sequence": {
83
+ "type": "integer",
84
+ "minimum": 1
85
+ },
86
+ "chapter_number": {
87
+ "type": [
88
+ "integer",
89
+ "null"
90
+ ],
91
+ "minimum": 0
92
+ },
93
+ "item_number": {
94
+ "type": [
95
+ "integer",
96
+ "null"
97
+ ],
98
+ "minimum": 1
99
+ },
100
+ "title": {
101
+ "type": "string",
102
+ "minLength": 1
103
+ },
104
+ "subtitle": {
105
+ "type": [
106
+ "string",
107
+ "null"
108
+ ]
109
+ },
110
+ "canonical_url": {
111
+ "type": "string",
112
+ "format": "uri"
113
+ },
114
+ "doi": {
115
+ "type": "string",
116
+ "pattern": "^10\\.5281/zenodo\\.[0-9]+$"
117
+ },
118
+ "doi_url": {
119
+ "type": "string",
120
+ "format": "uri"
121
+ },
122
+ "license": {
123
+ "const": "CC-BY-4.0"
124
+ },
125
+ "author": {
126
+ "type": "string",
127
+ "minLength": 1
128
+ },
129
+ "publisher": {
130
+ "const": "NobleJackal"
131
+ },
132
+ "source_ids": {
133
+ "type": "array",
134
+ "items": {
135
+ "type": "string"
136
+ }
137
+ },
138
+ "source_word_count": {
139
+ "type": [
140
+ "integer",
141
+ "null"
142
+ ],
143
+ "minimum": 0
144
+ },
145
+ "source_document_sha256": {
146
+ "type": "string",
147
+ "pattern": "^[a-f0-9]{64}$"
148
+ },
149
+ "structured_json": {
150
+ "type": "string",
151
+ "minLength": 2
152
+ },
153
+ "character_count": {
154
+ "type": "integer",
155
+ "minimum": 1
156
+ },
157
+ "text": {
158
+ "type": "string",
159
+ "minLength": 1
160
+ },
161
+ "record_sha256": {
162
+ "type": "string",
163
+ "pattern": "^[a-f0-9]{64}$"
164
+ }
165
+ }
166
+ }
schema/source-book.schema.json ADDED
@@ -0,0 +1,37 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "$schema": "https://json-schema.org/draft/2020-12/schema",
3
+ "$id": "https://noblejackal.com/schemas/nomos-geo-audit-protocol-v0.9.json",
4
+ "title": "NOMOS GEO Audit Protocol machine publication",
5
+ "type": "object",
6
+ "required": [
7
+ "schemaVersion",
8
+ "book",
9
+ "statusAssertions",
10
+ "chapters",
11
+ "sources"
12
+ ],
13
+ "properties": {
14
+ "schemaVersion": {
15
+ "type": "string"
16
+ },
17
+ "book": {
18
+ "type": "object",
19
+ "required": [
20
+ "title",
21
+ "language",
22
+ "version"
23
+ ]
24
+ },
25
+ "statusAssertions": {
26
+ "type": "object"
27
+ },
28
+ "chapters": {
29
+ "type": "array",
30
+ "minItems": 21,
31
+ "maxItems": 21
32
+ },
33
+ "sources": {
34
+ "type": "object"
35
+ }
36
+ }
37
+ }