--- title: ๐Ÿค– ุฅุฏุฑุงูƒูŠ (Edraky) - Multilingual Educational AI Model ๐Ÿ‡ช๐Ÿ‡ฌ emoji: ๐Ÿง  colorFrom: indigo colorTo: emerald sdk: gradio sdk_version: 4.25.0 app_file: app.py pinned: false license: apache-2.0 datasets: - deepseek-ai/DeepSeek-ProverBench - open-llm-leaderboard/Qwen__Qwen2-1.5B-Instruct-details - Salama1429/tarteel-ai-everyayah-Quran language: - ar - en - he metrics: - accuracy - perplexity - wer base_model: Qwen/Qwen2-1.5B-Instruct pipeline_tag: text-generation library_name: transformers tags: - multilingual - arabic - hebrew - qwen - educational - fine-tuned - open-source - egyptian-curriculum --- # ๐Ÿค– ุฅุฏุฑุงูƒูŠ (Edraky) - Multilingual Educational AI Model ๐Ÿ‡ช๐Ÿ‡ฌ **Edraky** is a fine-tuned multilingual model built on `Qwen2-1.5B-Instruct`, designed to provide educational support for Arabic-speaking students, especially targeting Egypt's 3rd preparatory curriculum. It supports Arabic, English, and Hebrew to ensure flexible, broad usage in multilingual environments. ## ๐Ÿง  About Edraky Edraky is part of the **"ุฅุฏุฑุงูƒูŠ"** educational initiative to democratize access to AI-powered tools for students in Egypt and the broader Arab world. By fine-tuning the powerful Qwen2 base model, Edraky delivers context-aware, curriculum-aligned, and interactive responses that help learners understand core subjects such as: - ุงู„ู„ุบุฉ ุงู„ุนุฑุจูŠุฉ (Arabic Language) - ุงู„ุฏุฑุงุณุงุช ุงู„ุงุฌุชู…ุงุนูŠุฉ (Social Studies) - ุงู„ุนู„ูˆู… (Science) - ุงู„ุฑูŠุงุถูŠุงุช (Math) - ุญุงุณุจ ุขู„ูŠ (Computer) - ุงู„ู„ุบุฉ ุงู„ุฅู†ุฌู„ูŠุฒูŠุฉ (English) ## ๐Ÿš€ Key Features - ๐Ÿค– **Text Generation & Q&A**: Answer student questions in an educational and child-safe manner. - ๐Ÿ“– **Curriculum Support**: Focused especially on 3rd preparatory grade in Egypt. - ๐ŸŒ **Multilingual Input**: Supports Arabic, English, and Hebrew. - ๐Ÿ”€ **Open-Source**: Available for research, personal, or educational use. - ๐Ÿ“š **Trained on curated educational prompts** for logic, language understanding, and curriculum-based queries. ## ๐Ÿงช Training & Fine-Tuning **Base model:** `Qwen/Qwen2-1.5B-Instruct` **Training Data Sources:** - fka/awesome-chatgpt-prompts - gsm8k-rerun/Qwen_Qwen2.5-1.5B-Instruct - Additional data created from Arabic curriculum-style questions and student textbooks **Training Methodology:** - Supervised fine-tuning - Prompt-optimized inputs - Tokenized using Hugging Faceโ€™s tokenizer compatible with Qwen2 models ## ๐Ÿ” Evaluation Model was evaluated on: - โœ”๏ธ Accuracy for subject-specific answers - โœ”๏ธ Perplexity for fluency and coherence - โœ”๏ธ WER (Word Error Rate) for language understanding > Evaluation still in progress for full benchmarks โ€” to be published soon. ## ๐Ÿง‘โ€๐Ÿ’ป Example Usage ```python from transformers import AutoModelForCausalLM, AutoTokenizer model = AutoModelForCausalLM.from_pretrained("Edraky/Edraky-AI") tokenizer = AutoTokenizer.from_pretrained("Edraky/Edraky-AI") prompt = "ุงุดุฑุญ ุงู„ุซูˆุฑุฉ ุงู„ุนุฑุงุจูŠุฉ ุจุฅูŠุฌุงุฒ" inputs = tokenizer(prompt, return_tensors="pt") output = model.generate(**inputs, max_new_tokens=150) print(tokenizer.decode(output[0], skip_special_tokens=True)) ``` ## ๐Ÿง‘โ€๐Ÿ““ Intended Use - ๐Ÿ’ฌ Classroom support AI assistant - โœ๏ธ Writing and summarization in Arabic - โ“ Question answering for exam preparation - ๐Ÿ” Fact recall for historical, literary, and social studies content ### โŒ Not Intended For: - โŒ Political or religious fatwa content - โŒ Personal decision-making - โŒ Generating offensive or misleading answers ## ๐ŸŒฑ Future Plans - โœ… Add voice input/output via Whisper integration - โœ… Online quiz companion - โœ… Add visual aids (diagrams, maps) - โœ… Full web platform integration (see [edraky.rf.gd](https://edraky.rf.gd)) ## ๐Ÿ“ข Maintainers **Developed by:** Edraky AI Team ๐ŸŒ Website: [https://edraky.rf.gd](https://edraky.rf.gd) ๐Ÿ“ง Contact: edraky.help@gmail.com ## ๐Ÿ“œ Citation ```bibtex @misc{edraky2025, title={Edraky: Multilingual Educational AI Model}, author={Edraky Team}, year={2025}, howpublished={\url{https://huggingface.co/Edraky/Edraky}} } ``` > ู‡ุฐุง ุงู„ู…ุดุฑูˆุน ู…ู† ุฃุฌู„ ุฏุนู… ุงู„ุชุนู„ูŠู… ููŠ ู…ุตุฑ ุจุงุณุชุฎุฏุงู… ุงู„ุฐูƒุงุก ุงู„ุงุตุทู†ุงุนูŠ. ู†ุฑุฌูˆ ุฃู† ูŠูƒูˆู† ู…ููŠุฏู‹ุง ู„ุฌู…ูŠุน ุงู„ุทู„ุงุจ ูˆุงู„ู…ุนู„ู…ูŠู† ๐ŸŒŸ