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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Irfan Ahmad

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Preprint Aug 2026

Character Iconicity vs. Arbitrariness: An Arabic NLP Perspective

Compared with standard dotted and dotless Arabic with arbitrary character remappings constrained to the same 19 undotted rasms, these findings suggest that, from an NLP perspective, Arabic character form-function relationships are largely arbitrary: models rely more on stable distributional structure than on the visual...

Dorieh M. Alomari, Irfan Ahmad, Maged Saeed Al-shaibani · 0 citations
Aug 2026

STAR: instruction tuning for Arabic across tasks, datasets, and models

An in-depth evaluation of instruction tuning for Arabic NLP tasks using three prominent LLMs: LLaMA 3.1-8B, AceGPT-v2-8B, and Qwen3-8B shows that instruction tuning consistently improves performance across most tasks, with notable variations in effectiveness across different tasks and prompts.

Maged Saeed Al-shaibani, Zaid Alyafeai, Irfan Ahmad · 0 citations

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