README.md

---
license: cc-by-4.0
language:
- en
- tr
- de
- es
- ru
- ar
tags:
- geo
- generative-engine-optimization
- representation-governance
- multilingual
- machine-readable
- reference-corpus
- open-access
- ebook
- pdf
pretty_name: "NobleJackal GEO Framework v1.0.0 — Open Book and Dataset"
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
---

# 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)

An open-access book and machine-readable corpus in six languages 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.

## Read or download

The complete book is available free of charge in six language editions. No sign-in or access request is required.

- [English — Download PDF](https://huggingface.co/datasets/NobleJackal/GEO-Framework/resolve/main/NobleJackal_GEO_Framework_EN_v1.0.0.pdf?download=true)
- [Türkçe — Download PDF](https://huggingface.co/datasets/NobleJackal/GEO-Framework/resolve/main/NobleJackal_GEO_Framework_TR_v1.0.0.pdf?download=true)
- [Deutsch — Download PDF](https://huggingface.co/datasets/NobleJackal/GEO-Framework/resolve/main/NobleJackal_GEO_Framework_DE_v1.0.0.pdf?download=true)
- [Español — Download PDF](https://huggingface.co/datasets/NobleJackal/GEO-Framework/resolve/main/NobleJackal_GEO_Framework_ES_v1.0.0.pdf?download=true)
- [Русский — Download PDF](https://huggingface.co/datasets/NobleJackal/GEO-Framework/resolve/main/NobleJackal_GEO_Framework_RU_v1.0.0.pdf?download=true)
- [العربية — Download PDF](https://huggingface.co/datasets/NobleJackal/GEO-Framework/resolve/main/NobleJackal_GEO_Framework_AR_v1.0.0.pdf?download=true)

**Readers:** choose a PDF above.  
**Researchers and engineers:** use the JSONL editions, schemas, manifests and checksums below.  
**Citation:** cite the DOI for the exact language edition used.

## 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) |

### Download the complete research package

With the official Hugging Face CLI:

```bash
hf download NobleJackal/GEO-Framework --repo-type dataset
```

This retrieves the PDFs, JSONL editions, schemas, citation files and integrity manifests in one versioned package.

## 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.

## Evidence notes

### Early archive activity (22 August 2026)

[![NobleJackal GEO Trilogy — early Zenodo archive activity](./assets/noblejackal-geo-trilogy-early-archive-activity-20260822.webp)](./assets/noblejackal-geo-trilogy-early-archive-activity-20260822.webp)

Publisher-dashboard snapshot captured on 22 August 2026 across three works, 18 open editions and six languages: **62 views**, **41 downloads** and **103 recorded interactions** (views + downloads). Downloads divided by views were **66.1%**. These point-in-time counts are descriptive; they are not an independent ranking, adoption measure or proof of impact.

## 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.

## Licence

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.

## Trilogy

1. [NobleJackal GEO Framework](https://huggingface.co/datasets/NobleJackal/GEO-Framework) — the proposed framework.
2. [99 Errors in GEO](https://huggingface.co/datasets/NobleJackal/99-GEO-Errors) — the anti-pattern catalogue.
3. [NOMOS GEO Audit Protocol](https://huggingface.co/datasets/NobleJackal/NOMOS-GEO-Audit-Protocol) — the candidate measurement protocol.