Commercial training data from specialist providers. Listings show what each source advertises; licensing is confirmed with the provider before any agreement.
This dataset contains human-authored communication samples in Arabic (Modern Standard Arabic), curated across common real-world interaction formats such as Email –…
This dataset contains human-authored communication samples in Arabic (Modern Standard Arabic), curated across common real-world interaction formats such as Notes –…
This dataset contains human-authored communication samples in Arabic (Modern Standard Arabic), curated across common real-world interaction formats such as SMS –…
This dataset contains human-authored communication samples in Egyptian Arabic, curated across common real-world interaction formats such as SMS – Short-form…
This dataset contains human-authored communication samples in Gulf Arabic, curated across common real-world interaction formats such as SMS – Short-form conversational…
This dataset contains human-authored communication samples in Hejazi Arabic, curated across common real-world interaction formats such as SMS – Short-form conversational…
This dataset contains human-authored communication samples in Iraqi Arabic, curated across common real-world interaction formats such as SMS – Short-form conversational…
This dataset contains human-authored communication samples in Levantine Arabic, curated across common real-world interaction formats such as SMS – Short-form…
The provider’s MENA Geopolitical News Dataset is a structured, labelled corpus of 55,000+ news items aggregated from 100+ sources across 24 countries in the Middle East…
The provider delivers a unified data development platform for creating production-ready datasets across the most demanding AI domains, including Physical AI (robotics,…
This dataset contains human-authored communication samples in Najdi Arabic, curated across common real-world interaction formats such as SMS – Short-form conversational…
A multilingual legal QA text dataset covering civil, criminal, and public law, built from expert-level questions and answers reviewed and refined by law majors and legal…
A multilingual public administration QA dataset built from tables and contextual sentences in press releases from government agencies such as the Ministry of the…
A multimodal Arabic image dataset combining image captions and preference QA for general and construction domains, reviewed and annotated by construction and engineering…
A multilingual QA benchmark dataset built for evaluating rapidly changing knowledge and factual accuracy across general domains, curated by professional annotators.
A multilingual instruction-following QA text dataset built for tasks that require generating answers based on referenced documents.
A multilingual general-domain QA text dataset covering topics such as politics, finance, and society, reviewed and refined by professional annotators.
A multilingual STEM QA text dataset built from expert-level questions and answers in science, technology, engineering, and mathematics, reviewed and refined by STEM…