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Muhammad Fariq Heemal Attruk

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Review Open access Jul 2026

Why AI Struggles to Understand Arabic Grammar: A Techno-Pedagogical Review of Computational and Linguistic Challenges

The findings suggest that effective AI integration in Arabic grammar instruction requires a Human-in-the-Loop approach, targeted teacher training, and the development of critical AI literacy among learners.

Muhammad Fariq Heemal Attruk, N. Mustapha · 0 citations

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