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Fanar: An Arabic-Centric Multimodal Generative AI Platform

arXiv 2501.13944 ↗First posted 18 Jan 2025cs.CL cs.AIcited by 67

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Abstract (arXiv)

We present Fanar, a platform for Arabic-centric multimodal generative AI systems, that supports language, speech and image generation tasks. At the heart of Fanar are Fanar Star and Fanar Prime, two highly capable Arabic Large Language Models (LLMs) that are best in the class on well established benchmarks for similar sized models. Fanar Star is a 7B (billion) parameter model that was trained from scratch on nearly 1 trillion clean and deduplicated Arabic, English and Code tokens. Fanar Prime is a 9B parameter model continually trained on the Gemma-2 9B base model on the same 1 trillion token set. Both models are concurrently deployed and designed to address different types of prompts transparently routed through a custom-built orchestrator. The Fanar platform provides many other capabilities including a customized Islamic Retrieval Augmented Generation (RAG) system for handling religious prompts, a Recency RAG for summarizing information about current or recent events that have occurred after the pre-training data cut-off date. The platform provides additional cognitive capabilities including in-house bilingual speech recognition that supports multiple Arabic dialects, voice and image generation that is fine-tuned to better reflect regional characteristics. Finally, Fanar provides an attribution service that can be used to verify the authenticity of fact based generated content. The design, development, and implementation of Fanar was entirely undertaken at Hamad Bin Khalifa University's Qatar Computing Research Institute (QCRI) and was sponsored by Qatar's Ministry of Communications and Information Technology to enable sovereign AI technology development.

Key facts. Cited by 67 papers in the map (data through 14 Oct 2026). First posted on arXiv 18 Jan 2025.

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Citing papers per year: 2025: 39; 2026: 28.

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  1. 2025MorphBPE: A Morpho-Aware Tokenizer Bridging Linguistic Complexity for Efficient LLM Training Across Morphologiescited by 25
  2. 2025PalmX 2025: The First Shared Task on Benchmarking LLMs on Arabic and Islamic Culturecited by 21
  3. 2025Command R7B Arabic: A Small, Enterprise Focused, Multilingual, and Culturally Aware Arabic LLMcited by 16
  4. 2025Fann or Flop: A Multigenre, Multiera Benchmark for Arabic Poetry Understanding in LLMscited by 16
  5. 2025Palm: A Culturally Inclusive and Linguistically Diverse Dataset for Arabic LLMscited by 15
  6. 2025The Landscape of Arabic Large Language Models (ALLMs): A New Era for Arabic Language Technologycited by 12
  7. 2025Sacred or Synthetic? Evaluating LLM Reliability and Abstention for Religious Questionscited by 10
  8. 2025Assessing Large Language Models on Islamic Legal Reasoning: Evidence from Inheritance Law Evaluationcited by 10
  9. 2025TituLLMs: A Family of Bangla LLMs with Comprehensive Benchmarkingcited by 9
  10. 2026From RAG to Agentic RAG for Faithful Islamic Question Answeringcited by 9
  11. 2025SaudiCulture: A Benchmark for Evaluating Large Language Models Cultural Competence within Saudi Arabiacited by 8
  12. 2025SpokenNativQA: Multilingual Everyday Spoken Queries for LLMscited by 8
38 more
  1. 2026IslamicMMLU: A Benchmark for Evaluating LLMs on Islamic Knowledgecited by 7
  2. 2025LLM Alignment for the Arabs: A Homogenous Culture or Diverse Ones?cited by 6
  3. 2025From Guidelines to Practice: A New Paradigm for Arabic Language Model Evaluationcited by 6
  4. 2025DialectalArabicMMLU: Benchmarking Dialectal Capabilities in Arabic and Multilingual Language Modelscited by 6
  5. 2025WorldView-Bench: A Benchmark for Evaluating Global Cultural Perspectives in Large Language Modelscited by 5
  6. 2025BALSAM: A Platform for Benchmarking Arabic Large Language Modelscited by 5
  7. 2025Can LLMs Detect Their Confabulations? Estimating Reliability in Uncertainty-Aware Language Modelscited by 5
  8. 2025Hala Technical Report: Building Arabic-Centric Instruction & Translation Models at Scalecited by 5
  9. 2026IslamicLegalBench: Evaluating LLMs Knowledge and Reasoning of Islamic Law Across 1,200 Years of Islamic Pluralist Legal Traditionscited by 5
  10. 2025aiXamine: Simplified LLM Safety and Securitycited by 4
  11. 2025ARB: A Comprehensive Arabic Multimodal Reasoning Benchmarkcited by 4
  12. 2025QU-NLP at QIAS 2025 Shared Task: A Two-Phase LLM Fine-Tuning and Retrieval-Augmented Generation Approach for Islamic Inheritance Reasoningcited by 4
  13. 2025UNVEILING: What Makes Linguistics Olympiad Puzzles Tricky for LLMs?cited by 3
  14. 2025Beyond MCQ: An Open-Ended Arabic Cultural QA Benchmark with Dialect Variantscited by 3
  15. 2025LAILA: A Large Trait-Based Dataset for Arabic Automated Essay Scoringcited by 3
  16. 2026MedAraBench: Large-Scale Arabic Medical Question Answering Dataset and Benchmarkcited by 3
  17. 2026MENASpeechBank: A Reference Voice Bank with Persona-Conditioned Multi-Turn Conversations for AudioLLMscited by 3
  18. 2026Fanar-Sadiq: A Multi-Agent Architecture for Grounded Islamic QAcited by 3
  19. 2025PAM: Training Policy-Aligned Moderation Filters at Scalecited by 2
  20. 2025Are LLMs Good Text Diacritizers? An Arabic and Yoruba Case Studycited by 2
  21. 2025CultranAI at PalmX 2025: Data Augmentation for Cultural Knowledge Representationcited by 2
  22. 2025Beyond the Leaderboard: Understanding Performance Disparities in Large Language Models via Model Diffingcited by 2
  23. 2025AraLingBench A Human-Annotated Benchmark for Evaluating Arabic Linguistic Capabilities of Large Language Modelscited by 2
  24. 2026SAHM: A Benchmark for Arabic Financial and Shari'ah-Compliant Reasoningcited by 2
  25. 2026HalluScore: Large Language Model Hallucination Question Answering Benchmarkcited by 2
  26. 2026HalluTruthQA: A Fine-Grained Benchmark for Hallucination Detection, Localization, and Explanation in Arabic Question Answeringcited by 2
  27. 2025ARWI: Arabic Write and Improvecited by 1
  28. 2025GemMaroc: Unlocking Darija Proficiency in LLMs with Minimal Datacited by 1
  29. 2025Arabic Multimodal Machine Learning: Datasets, Applications, Approaches, and Challengescited by 1
  30. 2025Benchmarking the Legal Reasoning of LLMs in Arabic Islamic Inheritance Casescited by 1
  31. 2025HARNESS: Lightweight Distilled Arabic Speech Foundation Modelscited by 1
  32. 2025Can LLMs Write Faithfully? An Agent-Based Evaluation of LLM-generated Islamic Contentcited by 1
  33. 2026Morphemes Without Borders: Evaluating Root-Pattern Morphology in Arabic Tokenizers and LLMscited by 1
  34. 2026Grounding Arabic LLMs in the Doha Historical Dictionary: Retrieval-Augmented Understanding of Quran and Hadithcited by 1
  35. 2026QU-NLP at QIAS 2026: Multi-Stage QLoRA Fine-Tuning for Arabic Islamic Inheritance Reasoningcited by 1
  36. 2026Instruction-Guided Poetry Generation in Arabic and Its Dialectscited by 1
  37. 2026WASIL: In-the-Wild Arabic Spoken Interactions with LLMscited by 1
  38. 2026Almieyar-Oryx-BloomBench: A Bilingual Multimodal Benchmark for Cognitively Informed Evaluation of Vision-Language Modelscited by 1

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  2. 2023Jais and Jais-chat: Arabic-Centric Foundation and Instruction-Tuned Open Generative Large Language Models
  3. 2026Muslim: A Deployed Arabic Voice AI Platform for Grounded Islamic Knowledge
  4. 2024CamelEval: Advancing Culturally Aligned Arabic Language Models and Benchmarks
  5. 2024Peacock: A Family of Arabic Multimodal Large Language Models and Benchmarks
  6. 2026Arabic Prompts with English Tools: A Benchmark
  7. 2024A Comprehensive Survey and Guide to Multimodal Large Language Models in Vision-Language Tasks
  8. 2024Dallah: A Dialect-Aware Multimodal Large Language Model for Arabic