helloadel/arabic-ai-observatory-benchmark

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The declared licence (cc-by-nc-nd-4.0) is classified as having use restrictions.

Declared licence: cc-by-nc-nd-4.0, from the tagEvidence: README.md at fbb8756
Licence files: No licence file at the top level of the repositoryEvidence: file list at fbb8756
Declared sources: None listed in the card metadata
Access gated on Hugging Face: No

Each cell links to what was checked: a file, a file list or a Hub record.

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Citation text from the card

```bibtex
@techreport{elbouzagaoui2026sovereign,
  author      = {El Bouzagaoui, Adel},
  title       = {Sovereign AI Assurance: Benchmarking Dialect Drift, Token Economics, and PDPL Compliance in MENA-EU Enterprise Deployments (OIARF v2.1 & Arabic AI Observatory 521-Scenario Specification)},
  institution = {L'Institut Article 4 (A4I)},
  year        = {2026},
  number      = {A4I-WP-2026-V2.1},
  doi         = {10.5281/zenodo.23737341},
  url         = {[https://doi.org/10.5281/zenodo.23737341](https://doi.org/10.5281/zenodo.23737341)}
}

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A free MCP server at mcp.datalicense.uk/mcp. Connect it from an MCP client such as Claude or Cursor.

dataset_licence({ "id": "helloadel/arabic-ai-observatory-benchmark" })
signal: "restrictive"
stated_licence: "cc-by-nc-nd-4.0"
sources: 0