Publish six-language machine-readable corpus

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

@@ -0,0 +1,22 @@
+cff-version: 1.2.0
+message: "Cite the DOI for the language edition used; see manifest.json for all six editions."
+title: "NobleJackal GEO Framework v1.0.0 — Multilingual Machine-Readable Corpus"
+type: dataset
+authors:
+  - family-names: Muraz
+    given-names: Kaan
+    orcid: "https://orcid.org/0009-0000-2277-9009"
+version: "1.0.0"
+date-released: 2026-08-22
+url: "https://huggingface.co/datasets/juliangauss1986/GEO-Framework"
+license: CC-BY-4.0
+preferred-citation:
+  type: book
+  authors:
+    - family-names: Muraz
+      given-names: Kaan
+      orcid: "https://orcid.org/0009-0000-2277-9009"
+  title: "NobleJackal GEO Framework"
+  year: 2026
+  doi: "10.5281/zenodo.21991762"
+  url: "https://noblejackal.com/geo-framework/"

LICENSE.md

@@ -0,0 +1,11 @@
+# Licence
+
+This machine-readable publication corpus is released under the Creative Commons Attribution 4.0 International licence (CC BY 4.0).
+
+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 For the materials distributed in this repository, that legacy embedded string is superseded by this explicit licence grant.
+
+Licence text: https://creativecommons.org/licenses/by/4.0/legalcode
+
+Attribution should identify Kaan Muraz, the relevant work and language edition, version, canonical NobleJackal URL and language-specific DOI.
+
+No trademark, accreditation, certification or endorsement rights are granted by this licence.

README.md

@@ -2,38 +2,114 @@
 license: cc-by-4.0
 language:
 - en
-- de
 - tr
+- de
 - es
 - ru
 - ar
 tags:
 - geo
-pretty_name: GEO-Framework v1.0.0 - The First Systematic Standard for GEO
+- generative-engine-optimization
+- representation-governance
+- multilingual
+- machine-readable
+- reference-corpus
+pretty_name: "NobleJackal GEO Framework v1.0.0 — Multilingual Machine-Readable Corpus"
+size_categories:
+- n<1K
+configs:
+- config_name: en
+  data_files:
+  - split: train
+    path: data/en.jsonl
+- config_name: tr
+  data_files:
+  - split: train
+    path: data/tr.jsonl
+- config_name: de
+  data_files:
+  - split: train
+    path: data/de.jsonl
+- config_name: es
+  data_files:
+  - split: train
+    path: data/es.jsonl
+- config_name: ru
+  data_files:
+  - split: train
+    path: data/ru.jsonl
+- config_name: ar
+  data_files:
+  - split: train
+    path: data/ar.jsonl
 ---
-# GEO-Framework v1.0.0 - The First Systematic Standard for GEO
+
+# NobleJackal GEO Framework v1.0.0
 
 [![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.21991762.svg)](https://doi.org/10.5281/zenodo.21991762)
 [![ORCID](https://img.shields.io/badge/ORCID-0009--0000--2277--9009-green)](https://orcid.org/0009-0000-2277-9009)
 
-**The Foundational Methodology for Generative Engine Optimization**
+A multilingual machine-readable publication corpus for the NobleJackal GEO Framework, a publisher-authored proposed framework for representation governance in generative systems.
+
+**Author:** Kaan Muraz  
+**Publisher:** NobleJackal  
+**Repository role:** machine-readable distribution and research-access mirror  
+**Status boundary:** Proposed framework. Publisher-authored and openly released; not represented as an adopted industry standard, accreditation or certification scheme.
+
+## Authority and version chain
+
+- **Official web editions:** NobleJackal provides the canonical human-readable pages.
+- **Archival records:** Zenodo provides the language-specific DOI records and archived PDFs.
+- **Machine-readable mirror:** this Hugging Face Dataset repository provides versioned JSON and JSONL representations.
+- Cite the DOI for the language edition actually used. Publication here does not establish industry adoption, independent validation or inclusion in any AI model.
+
+## Official language editions
+
+| Language | JSONL | Full JSON | PDF | Canonical web edition | DOI |
+|---|---:|---|---|---|---|
+| English (en) | [12 records](./data/en.jsonl) | [JSON package](./editions/en/) | [NobleJackal_GEO_Framework_EN_v1.0.0.pdf](./NobleJackal_GEO_Framework_EN_v1.0.0.pdf) | [https://noblejackal.com/geo-framework/](https://noblejackal.com/geo-framework/) | [10.5281/zenodo.21991762](https://doi.org/10.5281/zenodo.21991762) |
+| Türkçe (tr) | [12 records](./data/tr.jsonl) | [JSON package](./editions/tr/) | [NobleJackal_GEO_Framework_TR_v1.0.0.pdf](./NobleJackal_GEO_Framework_TR_v1.0.0.pdf) | [https://noblejackal.com/tr/geo-framework/](https://noblejackal.com/tr/geo-framework/) | [10.5281/zenodo.22011096](https://doi.org/10.5281/zenodo.22011096) |
+| Deutsch (de) | [12 records](./data/de.jsonl) | [JSON package](./editions/de/) | [NobleJackal_GEO_Framework_DE_v1.0.0.pdf](./NobleJackal_GEO_Framework_DE_v1.0.0.pdf) | [https://noblejackal.com/de/geo-framework/](https://noblejackal.com/de/geo-framework/) | [10.5281/zenodo.22010955](https://doi.org/10.5281/zenodo.22010955) |
+| Español (es) | [12 records](./data/es.jsonl) | [JSON package](./editions/es/) | [NobleJackal_GEO_Framework_ES_v1.0.0.pdf](./NobleJackal_GEO_Framework_ES_v1.0.0.pdf) | [https://noblejackal.com/es/geo-framework/](https://noblejackal.com/es/geo-framework/) | [10.5281/zenodo.22011291](https://doi.org/10.5281/zenodo.22011291) |
+| Русский (ru) | [12 records](./data/ru.jsonl) | [JSON package](./editions/ru/) | [NobleJackal_GEO_Framework_RU_v1.0.0.pdf](./NobleJackal_GEO_Framework_RU_v1.0.0.pdf) | [https://noblejackal.com/ru/geo-framework/](https://noblejackal.com/ru/geo-framework/) | [10.5281/zenodo.22011248](https://doi.org/10.5281/zenodo.22011248) |
+| العربية (ar) | [12 records](./data/ar.jsonl) | [JSON package](./editions/ar/) | [NobleJackal_GEO_Framework_AR_v1.0.0.pdf](./NobleJackal_GEO_Framework_AR_v1.0.0.pdf) | [https://noblejackal.com/ar/geo-framework/](https://noblejackal.com/ar/geo-framework/) | [10.5281/zenodo.22011532](https://doi.org/10.5281/zenodo.22011532) |
+
+## Machine-readable files
+
+- `data/<language>.jsonl`: record-oriented UTF-8 corpus used by the Dataset Viewer.
+- `editions/<language>/`: lossless full-edition JSON and citation metadata copied from the locked NobleJackal publication layer.
+- `schema/publication-record-v1.schema.json`: stable JSONL record envelope.
+- `schema/source-book.schema.json`: source publication schema used by NobleJackal.
+- `manifest.json`: language, canonical URL, DOI, version, record count and SHA-256 map.
+- `checksums.sha256`: package-level integrity inventory.
+- `quality-assurance.json`: automated package checks; this is publisher QA, not independent accreditation.
+
+## Record model
+
+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.
+
+## Intended use
+
+- Citation and retrieval against a stable language edition.
+- Research, comparison, indexing and deterministic parsing of the published framework.
+- Building evaluation or knowledge systems that preserve edition, language, DOI and provenance boundaries.
+
+## Limitations
+
+- Dataset hosting, crawler access and machine readability do not guarantee indexing, model training, ranking or citation by an AI system.
+- This repository is a publisher-controlled primary source. Claims of adoption, effectiveness, priority or external validation require independent evidence.
+- The JSONL layer is a derived access view. In case of conflict, use the language-specific canonical web edition and its archived DOI record.
+
+## Citation
+
+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.
 
-**Author:** Kaan Muraz | Biga Bilişim / NobleJackal, Antalya  
-**DOI:** 10.5281/zenodo.21991762  
-**Official:** https://noblejackal.com/geo-framework/
+## Licence
 
-### What is GEO-Framework?
-The world's first systematic framework for measuring and optimizing visibility in AI Search Engines (ChatGPT, Perplexity, Gemini, Claude).
+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.
 
-### 📚 Files - 6 Languages - Click to Download
-- [🇬🇧 EN 2.28 MB - English - Canonical](./NobleJackal_GEO-Framework_EN_v1.0.0.pdf)
-- [🇩🇪 DE 3.21 MB - Deutsch](./NobleJackal_GEO-Framework_DE_v1.0.0.pdf)
-- [🇹🇷 TR 3.35 MB - Türkçe](./NobleJackal_GEO-Framework_TR_v1.0.0.pdf)
-- [🇪🇸 ES 3.07 MB - Español](./NobleJackal_GEO-Framework_ES_v1.0.0.pdf)
-- [🇷🇺 RU 3.7 MB - Русский](./NobleJackal_GEO-Framework_RU_v1.0.0.pdf)
-- [🇸🇦 AR 3.05 MB - العربية](./NobleJackal_GEO-Framework_AR_v1.0.0.pdf)
+## Trilogy
 
-### The Trilogy
-1.  **GEO-Framework v1.0.0 (this)** - DOI 10.5281/zenodo.21991762 - The System
-2.  [99 GEO Errors](https://huggingface.co/datasets/juliangauss1986/99-GEO-Errors) - DOI 10.5281/zenodo.21992388 - The Anti-Patterns
-3.  [NOMOS GEO Audit Protocol](https://huggingface.co/datasets/juliangauss1986/NOMOS-GEO-Audit-Protocol) - DOI 10.5281/zenodo.22040507 - The Measurement
+1. [NobleJackal GEO Framework](https://huggingface.co/datasets/juliangauss1986/GEO-Framework) — the proposed framework.
+2. [99 Errors in GEO](https://huggingface.co/datasets/juliangauss1986/99-GEO-Errors) — the anti-pattern catalogue.
+3. [NOMOS GEO Audit Protocol](https://huggingface.co/datasets/juliangauss1986/NOMOS-GEO-Audit-Protocol) — the candidate measurement protocol.

checksums.sha256

@@ -0,0 +1,25 @@
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+dbe04662c7efecdb74a6fc730fbda7f31735737296b1406e2bb465a3525ec448  LICENSE.md
+22e3a74a06bcb85bd6e44724271e29ca7bdb7a178020b8ab087aaa4219f20e20  README.md
+9b109527e240ba66edbe8c070048d531bf48f9c648fe812bd11c2b48341a5b21  data/ar.jsonl
+0c0a953368d7be8c3ce8f3b6effaaf7a118e4b2faf1c6bf825604a7bf5ea9a63  data/de.jsonl
+4341c4069cea6c0ffbf41271c3cdec6a2b2163ee6ee7b02fde934531dab87762  data/en.jsonl
+d30a2e6bba2750079b4851a8c6e81a3832b1fb0971a62503968b8de50cbe544b  data/es.jsonl
+046ed3e0c8b1589ac1bdf1b2b02ce5d4a6c05e3c51d485111c9f146634d83e11  data/ru.jsonl
+69b788b4736e8fbc76103398ce73c5f61acf3a34cbed1e7033880c02b7fab9e0  data/tr.jsonl
+9b8ed4553d7af59530232581be9fa02417b8f6d38d898ced6f9a40ec90206839  editions/ar/book.json
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+42388998920597e2ed29727f0ad47aa3fd2b37fc54cb0e82fd8b05a2cbbddc19  editions/es/citation.json
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+aae35530059c62fbb08027764d311321211c5eff74cf22bf38403fa83d5abc64  manifest.json
+5034345ac9dc43577e8623a3cda84153ea733ca3a8a1dbe86454ea24349f4db2  quality-assurance.json
+17d355eb939757883dfc34807c5dfa17a76bc1687a7d26dd1fcbf32fb2c6fcf2  schema/publication-record-v1.schema.json
+a311085d485980a4696aa4ce15a263cd83ccf3adc75a045475ade68fa19ac5d0  schema/source-book.schema.json

editions/ar/citation.json

@@ -0,0 +1,21 @@
+{
+  "schemaVersion": "1.0.0",
+  "type": "book",
+  "language": "ar",
+  "title": "NobleJackal GEO Framework",
+  "subtitle": "مقترح لمعيار التمثيل والأدلة والقيمة المستدامة",
+  "author": {
+    "publishedName": "Julian Gauss",
+    "identity": "Kaan Muraz"
+  },
+  "publisher": "NobleJackal",
+  "publicationDate": "2026-08-14",
+  "version": "1.0.0",
+  "canonical": "https://noblejackal.com/ar/geo-framework/",
+  "suggestedCitation": "Gauss, Julian (Kaan Muraz). NobleJackal GEO Framework: مقترح لمعيار التمثيل والأدلة والقيمة المستدامة. الإصدار 1.0.0. NobleJackal, 2026. https://doi.org/10.5281/zenodo.22011532. النسخة الرسمية على الويب: https://noblejackal.com/ar/geo-framework/",
+  "identifiers": {
+    "doi": "10.5281/zenodo.22011532",
+    "isbn": null
+  },
+  "rights": "© 2026 Kaan Muraz. جميع الحقوق محفوظة."
+}

editions/de/citation.json

@@ -0,0 +1,21 @@
+{
+  "schemaVersion": "1.0.0",
+  "type": "book",
+  "language": "de",
+  "title": "NobleJackal GEO Framework",
+  "subtitle": "Ein Vorschlag für einen Standard zu Repräsentation, Evidenz und nachhaltigem Wert",
+  "author": {
+    "publishedName": "Julian Gauss",
+    "identity": "Kaan Muraz"
+  },
+  "publisher": "NobleJackal",
+  "publicationDate": "2026-08-14",
+  "version": "1.0.0",
+  "canonical": "https://noblejackal.com/de/geo-framework/",
+  "suggestedCitation": "Gauss, Julian (Kaan Muraz). NobleJackal GEO Framework: Ein Vorschlag für einen Standard zu Repräsentation, Evidenz und nachhaltigem Wert. Version 1.0.0. NobleJackal, 2026. https://doi.org/10.5281/zenodo.22010955. Offizielle Webausgabe: https://noblejackal.com/de/geo-framework/",
+  "identifiers": {
+    "doi": "10.5281/zenodo.22010955",
+    "isbn": null
+  },
+  "rights": "© 2026 Kaan Muraz. Alle Rechte vorbehalten."
+}

editions/en/citation.json

@@ -0,0 +1,21 @@
+{
+  "schemaVersion": "1.0.0",
+  "type": "book",
+  "language": "en",
+  "title": "NobleJackal GEO Framework",
+  "subtitle": "A Proposed Standard for Representation, Evidence and Sustainable Value",
+  "author": {
+    "publishedName": "Julian Gauss",
+    "identity": "Kaan Muraz"
+  },
+  "publisher": "NobleJackal",
+  "publicationDate": "2026-08-14",
+  "version": "1.0.0",
+  "canonical": "https://noblejackal.com/geo-framework/",
+  "suggestedCitation": "Gauss, Julian (Kaan Muraz). NobleJackal GEO Framework: A Proposed Standard for Representation, Evidence and Sustainable Value. Version 1.0.0. NobleJackal, 2026. https://doi.org/10.5281/zenodo.21991762. Official web edition: https://noblejackal.com/geo-framework/",
+  "identifiers": {
+    "doi": "10.5281/zenodo.21991762",
+    "isbn": null
+  },
+  "rights": "© 2026 Kaan Muraz. All rights reserved."
+}

editions/es/citation.json

@@ -0,0 +1,21 @@
+{
+  "schemaVersion": "1.0.0",
+  "type": "book",
+  "language": "es",
+  "title": "NobleJackal GEO Framework",
+  "subtitle": "Una propuesta de estándar para la representación, la evidencia y el valor sostenible",
+  "author": {
+    "publishedName": "Julian Gauss",
+    "identity": "Kaan Muraz"
+  },
+  "publisher": "NobleJackal",
+  "publicationDate": "2026-08-14",
+  "version": "1.0.0",
+  "canonical": "https://noblejackal.com/es/geo-framework/",
+  "suggestedCitation": "Gauss, Julian (Kaan Muraz). NobleJackal GEO Framework: Una propuesta de estándar para la representación, la evidencia y el valor sostenible. Versión 1.0.0. NobleJackal, 2026. https://doi.org/10.5281/zenodo.22011291. Edición web oficial: https://noblejackal.com/es/geo-framework/",
+  "identifiers": {
+    "doi": "10.5281/zenodo.22011291",
+    "isbn": null
+  },
+  "rights": "© 2026 Kaan Muraz. Todos los derechos reservados."
+}

editions/ru/citation.json

@@ -0,0 +1,21 @@
+{
+  "schemaVersion": "1.0.0",
+  "type": "book",
+  "language": "ru",
+  "title": "NobleJackal GEO Framework",
+  "subtitle": "Проект стандарта представления, доказательности и устойчивой ценности",
+  "author": {
+    "publishedName": "Julian Gauss",
+    "identity": "Kaan Muraz"
+  },
+  "publisher": "NobleJackal",
+  "publicationDate": "2026-08-14",
+  "version": "1.0.0",
+  "canonical": "https://noblejackal.com/ru/geo-framework/",
+  "suggestedCitation": "Gauss, Julian (Kaan Muraz). NobleJackal GEO Framework: Проект стандарта представления, доказательности и устойчивой ценности. Версия 1.0.0. NobleJackal, 2026. https://doi.org/10.5281/zenodo.22011248. Официальное веб-издание: https://noblejackal.com/ru/geo-framework/",
+  "identifiers": {
+    "doi": "10.5281/zenodo.22011248",
+    "isbn": null
+  },
+  "rights": "© 2026 Kaan Muraz. Все права защищены."
+}

editions/tr/citation.json

@@ -0,0 +1,21 @@
+{
+  "schemaVersion": "1.0.0",
+  "type": "book",
+  "language": "tr",
+  "title": "NobleJackal GEO Framework",
+  "subtitle": "Temsil, Kanıt ve Sürdürülebilir Değer İçin Bir Standart Önerisi",
+  "author": {
+    "publishedName": "Julian Gauss",
+    "identity": "Kaan Muraz"
+  },
+  "publisher": "NobleJackal",
+  "publicationDate": "2026-08-14",
+  "version": "1.0.0",
+  "canonical": "https://noblejackal.com/tr/geo-framework/",
+  "suggestedCitation": "Gauss, Julian (Kaan Muraz). NobleJackal GEO Framework: Temsil, Kanıt ve Sürdürülebilir Değer İçin Bir Standart Önerisi. Sürüm 1.0.0. NobleJackal, 2026. https://doi.org/10.5281/zenodo.22011096. Resmî web baskısı: https://noblejackal.com/tr/geo-framework/",
+  "identifiers": {
+    "doi": "10.5281/zenodo.22011096",
+    "isbn": null
+  },
+  "rights": "© 2026 Kaan Muraz. Tüm hakları saklıdır."
+}

manifest.json

@@ -0,0 +1,215 @@
+{
+  "schema_version": "1.0.0",
+  "dataset_id": "juliangauss1986/GEO-Framework",
+  "work_id": "geo-framework",
+  "title": "NobleJackal GEO Framework v1.0.0 — Multilingual Machine-Readable Corpus",
+  "version": "1.0.0",
+  "generated_at": "2026-08-22T07:21:08.368Z",
+  "release_status": "ready-for-publication",
+  "package_role": "machine-readable distribution and research-access mirror",
+  "authority_chain": {
+    "canonical_human_editions": "NobleJackal",
+    "archival_records": "Zenodo language-specific DOIs",
+    "machine_distribution": "Hugging Face Dataset repository"
+  },
+  "normative_boundary": "Proposed framework. Publisher-authored and openly released; not represented as an adopted industry standard, accreditation or certification scheme.",
+  "license": {
+    "id": "CC-BY-4.0",
+    "url": "https://creativecommons.org/licenses/by/4.0/",
+    "owner_confirmation": true,
+    "embedded_notice_conflicts": [
+      {
+        "language": "en",
+        "embedded_notice": "© 2026 Kaan Muraz. All rights reserved."
+      },
+      {
+        "language": "tr",
+        "embedded_notice": "© 2026 Kaan Muraz. Tüm hakları saklıdır."
+      },
+      {
+        "language": "de",
+        "embedded_notice": "© 2026 Kaan Muraz. Alle Rechte vorbehalten."
+      },
+      {
+        "language": "es",
+        "embedded_notice": "© 2026 Kaan Muraz. Todos los derechos reservados."
+      },
+      {
+        "language": "ru",
+        "embedded_notice": "© 2026 Kaan Muraz. Все права защищены."
+      },
+      {
+        "language": "ar",
+        "embedded_notice": "© 2026 Kaan Muraz. جميع الحقوق محفوظة."
+      }
+    ]
+  },
+  "schema": {
+    "records": "schema/publication-record-v1.schema.json",
+    "source": "schema/source-book.schema.json"
+  },
+  "editions": [
+    {
+      "language": "en",
+      "language_name": "English",
+      "native_name": "English",
+      "direction": "ltr",
+      "title": "NobleJackal GEO Framework",
+      "version": "1.0.0",
+      "status": "publication-locked-language-edition",
+      "canonical": "https://noblejackal.com/geo-framework/",
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schema/publication-record-v1.schema.json

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schema/source-book.schema.json

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