Arabic NLP

NLP: Natural Language Processing

Overview

Arabic NLP studies how computers can analyze and generate Arabic, including its rich morphology, varied scripts, and relationship between Modern Standard Arabic and regional dialects. Common approaches include Arabic-pretrained encoders, adapted multilingual and generative language models, retrieval and structured prediction, alongside speech recognition, translation, and text-generation systems. Benchmarks and datasets cover tasks such as parsing, question answering, safety, medical and legal reasoning, dialectal dialogue, and speech, with evaluation increasingly attentive to cultural context and fine-grained linguistic abilities. A central challenge is that strong results on standardized written Arabic often do not transfer to dialects, specialized domains, or noisy speech, while data coverage and reliable evaluation remain uneven.

Latest papers

CardsList

104 papers14 papers in the last four weeks, down 33% on the four weeks before. 0.1% of all new papers.

  1. REGLAT at ArGuard Shared Tasks: An Ensemble-Based Model Integrating NER for Harmful Content Detection in Arabic

    Oct 27, 2026Ahmed M. Fetouh, Mariam Labib, Nsrin Ashraf +2Text ClassificationArabic NLP

  2. What the Query Remembers: Query Abstraction Governs Lexical and Dense Retrieval of Classical Arabic Poetry

    Oct 22, 2026Omar Farouk Zouak, Selma Mani, Larbi Said Chikh +1Lexical RetrievalDense Retrieval

  3. AQL-Lite: Enabling Efficient Knowledge Acquisition for Arabic LLMs via Data-Centric Continual Pretraining

    Oct 21, 2026Houssam Eddine Boukhalfa, Mourad Bouache, Mourad DahmaneArabic Language ModelsLanguage Model Pretraining

  4. Arabic Financial NLP

    Oct 19, 2026Mo El-HajArabic NLP

  5. U4RASD at KnowledgeGraphEval-2026: Ontology-Constrained Encoder and LLM Systems for Arabic Relation Extraction

    Oct 8, 2026Ahmad Abbas, Hussein Mazeh, Chadi Abou Chakra +3Relation ExtractionArabic NLP

  6. Does Modern Standard Arabic (MSA) Dominate Arabic Dialects in LLMs? A Representation-Level Analysis

    Oct 8, 2026Abdu Sallouh, Nicholas Popovič, Michael FärberArabic Language ModelsArabic NLP

  7. Shaer: Controlled Arabic Poetry Generation with Meter Subform and Semantic Conditioning

    Oct 7, 2026Ahmad Abbas, Tamara Fakih, Nour Fakih +1Controllable Text GenerationArabic NLP

  8. DialectSentEval 2026: Arabic Dialect Sentiment Analysis and Swapping Shared Task

    Oct 5, 2026Saad Ezzini, Shadi Abudalfa, Maram Alharbi +6Arabic NLPSentiment Analysis

  9. A generative-informed neuro-symbolic framework for syntactic ambiguity resolution: Evidence from Arabic DPs

    Oct 1, 2026Mohammed Damom, Mohammed Q. Shormani, Muneef Y. Alshawsh +5Arabic NLPNeuro-Symbolic AI

  10. SHAMS: An Audio-Grounded Pronunciation Benchmark for Levantine Arabic

    Oct 1, 2026Ben Sapirstein, Roy Mattar, Guy Mor-Lan +3ASR EvaluationArabic NLP

  11. TTLab at Daleel 2026: STAR-Ar, Sequence Tagging for Argument Recognition in Arabic

    Sep 30, 2026Bhuvanesh Verma, Ali Abusaleh, Alexander MehlerArgument MiningArabic NLP

  12. BARRAC: Adaptation of an English Aspect-based Sentiment Analysis Approach for Classification Tasks in Arabic Dialects

    Sep 30, 2026Ali Almutairi, Gelareh Mohammadi, Imran Razzak +1Arabic NLPSentiment Analysis

  13. Almieyar: A Culturally Grounded Benchmark for Multi-Dialect Arabic Speech Recognition

    Sep 28, 2026Omid Ghahroodi, Anas Madkoor, Dima Faris Al Saudi +37ASR EvaluationArabic NLP

  14. AraDynFact: Dynamic Evaluation of Factual Knowledge in Arabic

    Sep 28, 2026Ignacio Iacobacci, Faroq Altam, Zhaozhi Qian +1LLM EvaluationArabic NLP

  15. CARDAMOM: A Micro-Dialectal Arabic Speech Dataset for ASR

    Sep 28, 2026Bashar Talafha, Samar M. Magdy, Aisha Alansari +36ASR EvaluationArabic NLP

  16. E-CONAN (Entailment, CONtradition And Neutral) Diagnostics Dataset Investigating Linguistic Phenomena in Arabic Natural Language Understanding

    Sep 27, 2026Khloud AL Jallad, Nada Ghneim, Ghaida RebdawiLLM EvaluationArabic NLP

  17. TTLab at StanceEval-2026: A Cloze-Style Prompting Approach for Arabic-Language Stance Detection (CLASP-Ar)

    Sep 24, 2026Bhuvanesh Verma, Ali Abusaleh, Alexander MehlerStance DetectionArabic NLP

  18. TTLab at AlexandriaX-2026: A Fine-Tuned Surface Tagger for Arabic Machine-Translation Error-Span Detection and Classification

    Sep 24, 2026Ali Abusaleh, Bhuvanesh Verma, Alexander MehlerArabic NLPMachine Translation

  19. ArGuard Shared Task: Harmful Content Detection in Arabic Memes and LLM Prompts

    Sep 24, 2026Firoj Alam, Md. Rafiul Biswas, Mohamed Bayan Kmainasi +5LLM Safety BenchmarksArabic NLP

  20. Beyond Poetry: Can Large Language Models Generate Classical Arabic Maqamat?

    Sep 23, 2026AbdulRahman A. Morsy, Aya ZiriklyLLM EvaluationArabic NLP

  21. AraGenre 2026: A Hierarchical Definition-Guided Arabic Genre Classification Shared Task

    Sep 23, 2026Mo El-Haj, Saad Ezzini, Shadi Abudalfa +3Hierarchical ClassificationArabic NLP

  22. NADI 2026: The Second Multidialectal Arabic Speech Processing Shared Task

    Sep 22, 2026Peter Sullivan, Bashar Talafha, Ahmed Ashraf +11ASR EvaluationSpoken Language Understanding

  23. ARAFA: An LLM-Generated Arabic Fact-Checking Dataset

    Sep 22, 2026Christophe Khalil, Shady Elbassuoni, Rida AssafArabic NLPAutomated Fact-Checking

  24. AlexandriaX 2026: The First Shared Task on Dialectal Arabic Machine Translation

    Sep 19, 2026Abdellah El Mekki, AbdelRahim A. Elmadany, Samar M. Magdy +6Context-Aware MTMachine Translation

  25. QuranicMMLU: A Cognitively-Aware Benchmark for Evaluating Generative AI Solutions on Quranic Linguistic Knowledge

    Sep 18, 2026Rawan El Ghali, Umm Kulsoom, Anas Madkoor +10LLM EvaluationArabic NLP

  26. AraMIP: Extending MIPVU Towards Metaphor Identification in Arabic

    Sep 15, 2026Mandar Marathe, Manar Ali, Sara Nabhani +3Figurative Language UnderstandingArabic NLP

  27. Domain-specific Pretraining Profile and Transformer Performance: Evidence from Modeling Digital Pragmatics in Arabic-English Code-switching

    Sep 13, 2026Fahad Al Hussen, King Saud University, Riyadh +5Arabic NLPPragmatic Reasoning in Language Models

  28. Mizan: A National Benchmark for Evaluating Large Language Models on Iraqi Arabic and the Iraqi Civic Context

    Sep 12, 2026Nawar S. Alseelawi, Mustafa S. AljumailyLLM EvaluationArabic NLP