We are thrilled to introduce Khaliji_Qwen-3.5, the first series of Large Language Models specifically fine-tuned to understand and generate the Khaliji Arabic Dialect.
While most Arabic LLMs focus on Modern Standard Arabic (MSA/Fusha), they often fail to capture the nuance, warmth, and cultural specificity of local dialects. We changed that. By leveraging the powerful Qwen 3.5 architecture, we have fine-tuned this model not just to "speak Arabic," but to speak Khaliji.
From the streets of Egypt, this model understands the local idioms, slang, and cultural context that define Khaliji communication.
🚀 Key Features
🗣️ Native Dialect: Trained specifically on Khaliji colloquial data, not just MSA.
🧠 Smart & Small: Built on efficient Qwen small-model architecture for fast inference.
🤝 Community First: Open weights with a strong commitment to the open-source ecosystem.
🛠️ How to Load & Use
Getting started with Khaliji_Qwen-3.5 is seamless. You can load it using the standard transformers library.
We tested Khaliji_Qwen-3.5 against general-purpose models. Notice how our model captures the tone and dialect while others revert to formal Arabic or English.
Prompt (Khaliji Dialect)
Khaliji_Qwen-3.5 (Ours)
OpenAI
Gemini
ماذا تعرف عن المنطق
المنطق هو فرع من الرياضيات يهتم بالبراهين، ويستخدمه العلماء والمفكرين عشان يثبتون صحة الأفكار أو الحقائق. فيه أنواع من المنطق زي المنطق الرياضي والمنطق الفلسفي. ومن الأشياء المهمة بالمنطق: الاستدلال، والقياس، والتفكير النقدي
الـ منطق هو فرع من فروع الفلسفة والرياضيات يهتم بدراسة قواعد التفكير الصحيح والاستدلال. يعني ببساطة: كيف نميّز بين الحجة الصحيحة والحجة الخاطئة، وكيف نبني استنتاجات سليمة من معلومات موجودة. 🧠 ما الذي يدرسه المنطق؟ المنطق يهتم بأشياء مثل: الاستدلال: كيف نصل من مقدمات إلى نتيجة
المنطق هو "آلة عقلية" تعصم الذهن من الوقوع في الخطأ، أو ببساطة هو علم دراسة قواعد التفكير السليم وكيفية استخلاص النتائج من المقدمات. Wikipedia Wikipedia +1 إليك أهم ما يميزه باختصار: التعريف الفلسفي: اعتبره ابن سينا كـ "الميزان" الذي يميز الحق من الباطل، ونسبته للمعاني مثل نسبة النحو للكلام.
Note: the full response is too long for all models so we trimmed, the idea here is just to show that even the SOTA models cannot handle the dialect.
⚖️ License & Commercial Use
We are strong believers in the Open Source Community. To ensure this technology remains accessible and beneficial to everyone, we have chosen a Copyleft License.
📄 License: CC-BY-SA-4.0
This model is released under the Creative Commons Attribution-ShareAlike 4.0 International License.
🤝 Usage Guidelines
✅ Open Source Projects: You are free to use, fine-tune, and distribute this model in your projects, provided your project also remains open-source and references Khaliji_Qwen-3.5.
✅ Commercial Use: Commercial usage is allowed under the terms of CC-BY-SA-4.0 (your derivative models must remain open).
🔒 Closed Source / Proprietary: If you wish to integrate this model (or a fine-tuned version) into a closed-source product without releasing your weights/code, you must obtain prior approval.
📧 For Closed-Source Licensing:
Please contact us at info2@the-borg.ru to discuss agreements that respect our open-source mission.
🙏 Credits & Acknowledgments
This model would not be possible without the foundational work of the Qwen Team at Alibaba Cloud. We stand on the shoulders of giants.
If you use Khaliji_Qwen-3.5 in your research or project, please cite us:
bibtex
1@misc{Khaliji_qwen_2026,
2 title={Khaliji_Qwen-3.5: The First Khaliji Dialect Large Language Model},
3 author={The Borg Organization},
4 year={2026},
5 license={CC-BY-SA-4.0}
6}
Built with ❤️ for the Khaliji Community & The World Preserving language, one token at a time.
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