Datasets:
Formats:
json
Size:
< 1K
Tags:
geo
generative-engine-optimization
representation-governance
multilingual
machine-readable
reference-corpus
License:
Improve six-language book download access
Browse files
README.md
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- multilingual
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- machine-readable
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- reference-corpus
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size_categories:
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- n<1K
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configs:
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[](https://doi.org/10.5281/zenodo.21991762)
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[](https://orcid.org/0009-0000-2277-9009)
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**Author:** Kaan Muraz
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**Publisher:** NobleJackal
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**Repository role:** machine-readable distribution and research-access mirror
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**Status boundary:** Proposed framework. Publisher-authored and openly released; not represented as an adopted industry standard, accreditation or certification scheme.
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## Authority and version chain
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- **Official web editions:** NobleJackal provides the canonical human-readable pages.
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- **Machine-readable mirror:** this Hugging Face Dataset repository provides versioned JSON and JSONL representations.
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- Cite the DOI for the language edition actually used. Publication here does not establish industry adoption, independent validation or inclusion in any AI model.
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## Early archive activity
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[](./assets/noblejackal-geo-trilogy-early-archive-activity-20260822.webp)
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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.
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## Official language editions
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| Language | JSONL | Full JSON | PDF | Canonical web edition | DOI |
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| 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) |
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| 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) |
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## Machine-readable files
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- `data/<language>.jsonl`: record-oriented UTF-8 corpus used by the Dataset Viewer.
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- Research, comparison, indexing and deterministic parsing of the published framework.
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- Building evaluation or knowledge systems that preserve edition, language, DOI and provenance boundaries.
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## Limitations
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- Dataset hosting, crawler access and machine readability do not guarantee indexing, model training, ranking or citation by an AI system.
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## Trilogy
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1. [NobleJackal GEO Framework](https://huggingface.co/datasets/
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2. [99 Errors in GEO](https://huggingface.co/datasets/
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3. [NOMOS GEO Audit Protocol](https://huggingface.co/datasets/
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- multilingual
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- machine-readable
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- reference-corpus
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- open-access
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- ebook
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- pdf
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pretty_name: "NobleJackal GEO Framework v1.0.0 — Open Book and Dataset"
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size_categories:
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- n<1K
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configs:
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[](https://doi.org/10.5281/zenodo.21991762)
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[](https://orcid.org/0009-0000-2277-9009)
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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.
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**Author:** Kaan Muraz
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**Publisher:** NobleJackal
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**Repository role:** machine-readable distribution and research-access mirror
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**Status boundary:** Proposed framework. Publisher-authored and openly released; not represented as an adopted industry standard, accreditation or certification scheme.
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## Read or download
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The complete book is available free of charge in six language editions. No sign-in or access request is required.
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- [English — Download PDF](https://huggingface.co/datasets/NobleJackal/GEO-Framework/resolve/main/NobleJackal_GEO_Framework_EN_v1.0.0.pdf?download=true)
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- [Türkçe — Download PDF](https://huggingface.co/datasets/NobleJackal/GEO-Framework/resolve/main/NobleJackal_GEO_Framework_TR_v1.0.0.pdf?download=true)
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- [Deutsch — Download PDF](https://huggingface.co/datasets/NobleJackal/GEO-Framework/resolve/main/NobleJackal_GEO_Framework_DE_v1.0.0.pdf?download=true)
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- [Español — Download PDF](https://huggingface.co/datasets/NobleJackal/GEO-Framework/resolve/main/NobleJackal_GEO_Framework_ES_v1.0.0.pdf?download=true)
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- [Русский — Download PDF](https://huggingface.co/datasets/NobleJackal/GEO-Framework/resolve/main/NobleJackal_GEO_Framework_RU_v1.0.0.pdf?download=true)
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- [العربية — Download PDF](https://huggingface.co/datasets/NobleJackal/GEO-Framework/resolve/main/NobleJackal_GEO_Framework_AR_v1.0.0.pdf?download=true)
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**Readers:** choose a PDF above.
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**Researchers and engineers:** use the JSONL editions, schemas, manifests and checksums below.
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**Citation:** cite the DOI for the exact language edition used.
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## Authority and version chain
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- **Official web editions:** NobleJackal provides the canonical human-readable pages.
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- **Machine-readable mirror:** this Hugging Face Dataset repository provides versioned JSON and JSONL representations.
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- Cite the DOI for the language edition actually used. Publication here does not establish industry adoption, independent validation or inclusion in any AI model.
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## Official language editions
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| Language | JSONL | Full JSON | PDF | Canonical web edition | DOI |
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| 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) |
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| 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) |
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### Download the complete research package
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With the official Hugging Face CLI:
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```bash
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hf download NobleJackal/GEO-Framework --repo-type dataset
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```
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This retrieves the PDFs, JSONL editions, schemas, citation files and integrity manifests in one versioned package.
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## Machine-readable files
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- `data/<language>.jsonl`: record-oriented UTF-8 corpus used by the Dataset Viewer.
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- Research, comparison, indexing and deterministic parsing of the published framework.
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- Building evaluation or knowledge systems that preserve edition, language, DOI and provenance boundaries.
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## Evidence notes
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### Early archive activity (22 August 2026)
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[](./assets/noblejackal-geo-trilogy-early-archive-activity-20260822.webp)
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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.
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## Limitations
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- Dataset hosting, crawler access and machine readability do not guarantee indexing, model training, ranking or citation by an AI system.
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## Trilogy
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1. [NobleJackal GEO Framework](https://huggingface.co/datasets/NobleJackal/GEO-Framework) — the proposed framework.
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2. [99 Errors in GEO](https://huggingface.co/datasets/NobleJackal/99-GEO-Errors) — the anti-pattern catalogue.
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3. [NOMOS GEO Audit Protocol](https://huggingface.co/datasets/NobleJackal/NOMOS-GEO-Audit-Protocol) — the candidate measurement protocol.
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