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Bayanat Knowledge · Available to license

180,000 Arabic question-answer pairs about the Arab region

Bayanat Labs (Riyadh) licenses 180,000 Arabic question-answer pairs about the Arab region, a standalone collection for models and assistants that need regional knowledge. The 40,000 English pairs are a separate product.

اقرأ هذه العائلة بالعربية

What this dataset is for

For teams building Arabic assistants whose users ask questions about the Arab region.

Commercial license; permitted training use and delivery scope agreed in the license.

What’s included

  • 180,000 Arabic question-answer pairs
  • Subject matter about the Arab region
  • A standalone Arabic-language collection

What Bayanat Labs adds

  • One supplier: license this collection from Bayanat Labs (Riyadh), then add custom collection, annotation, RLHF or evaluation from the same team, across nine product families.
  • A team of 50,000+ expert annotators, the largest in the Middle East, including vetted native speakers, linguists and licensed domain professionals across 25+ Arabic varieties, calibrated against gold standards with adjudication and an audit trail.
  • In-region hosting by default, with on-prem and private-cloud options. We build no models, so we never compete with yours.
  • Methods in the open: LabelBench, the Arabic Agent Reliability Lab (methods beta) and our free datasets and tools.
Technical specification: source, format, coverage, limitations & license

Bayanat Labs licenses 180,000 Arabic question-answer pairs about the Arab region as a standalone collection.

Source
Regional question-answer collection; topic and source details available on request.
Record format / annotation
Question-answer pairs; how answers were reviewed or verified is available on request.
Collection year
On request
Coverage period
On request
Language / dialect
Arabic; register and dialect breakdown on request
Quantity
180,000 question-answer pairs
Known limitations
A separate product from English Regional Q&A; do not assume the two are parallel translations. Training data, not an independent test set. Overlap with other collections on request.
License type
Commercial license; permitted training use and delivery scope agreed in the license.
Refresh cadence
Version and update terms on request
Training task
Arabic question answering about the Arab region
Last updated
2 November 2026
What to check in your sample
  • Topics and Arabic register
  • Sources, answer review, and date coverage
  • Overlap with other collections and training/test splits

We’ll send the available sample, specifications and licence wording for this collection so your team can check the fit before licensing. Need it annotated, extended or evaluated on your model? We scope a fixed-scope pilot with gold-standard QA and a quality report, usually within two weeks.

Common questions

Is this the same as the Arabic STEM dataset?

No. This product contains 180,000 Arabic question-answer pairs about the Arab region. The separate STEM product contains 400,000 multiple-choice Q&A items.

Is an English version included?

The 40,000-pair English Regional Q&A collection is licensed separately. The products are not assumed to be parallel translations; request the specifications if you need matched Arabic-English pairs.