Arabic NLP

When To Use

Use this skill for arabic-nlp work in Arab/MENA contexts, especially when the prompt includes: Arabic NLP, tokenization, stemming, diacritization, morphology, Farasa, CAMeL, PyArabic.

When Not To Use

• Do not claim model accuracy without benchmark sources.
• Do not send private text to third-party APIs without approval.

Required Inputs

• Country or market.
• Target vendor, if already selected.
• Desired workflow: vendor selection, implementation, review/debugging, launch readiness, or source research.
• Sandbox vs production state.
• Whether live customer, payment, tax, identity, bank, or payroll data is involved.