AbjadNLP Archive · Second Edition

AbjadNLP 2026The 2nd Workshop on NLP for Languages Using Arabic Script

A full-day international workshop advancing language technology for Arabic, Perso-Arabic and Ajami languages, bringing together research on low-resource NLP, writing systems, multilingual modelling and community-driven language technology.

71accepted entries listed in the archive
4shared tasks
21oral presentations
16poster presentations
About the second edition

A wider home for NLP across Arabic-derived scripts

AbjadNLP 2026 focused on advancing NLP for Arabic and the wider family of languages written in Arabic-derived scripts. Following the inaugural 2025 edition at COLING in Abu Dhabi, the workshop returned in Rabat as part of SIGARAB, the ACL Special Interest Group on Arabic NLP.

The workshop was designed around a deliberately broad linguistic scope. It connected Arabic NLP with Perso-Arabic and Ajami traditions, and placed low-resource language technology, linguistic diversity, open resources and cross-community collaboration at the centre of the programme.

The organisers also highlighted close links with the Masakhane community and a wider commitment to inclusive, community-driven NLP across Africa, the Middle East and Asia.

العربية

Arabic

Modern Standard Arabic, Classical Arabic and dialectal varieties, including research on morphology, language modelling, generation and evaluation.

فارسی · اردو

Perso-Arabic

Persian, Urdu, Pashto, Sorani Kurdish, Azeri, Ottoman Turkish, Sindhi, Uyghur and other Arabic-derived writing traditions.

عجمي

Ajami

Hausa, Fula, Wolofal, Swahili, Kanuri, Mandingo, Tamazight and other African languages written with Arabic-derived scripts.

Research scope

Topics represented by AbjadNLP

The 2026 workshop welcomed research across core NLP, applications, resource creation, sociolinguistics and interdisciplinary work for Arabic-script languages.

Core NLP

Morphology, tokenisation, tagging, parsing, named entities, sentiment and language modelling, including LLMs for low-resource settings.

Applications

Machine translation, speech technologies, OCR and handwriting recognition, question answering, dialogue systems and social media analysis.

Language Resources

Corpora, lexicons, orthography documentation, annotation resources and tools for low-resource or marginalised languages.

Culture & Sociolinguistics

Code-switching, dialects, transliteration, orthographic variation and language preservation.

Responsible & Inclusive NLP

Ethics, fairness, evaluation and research practices that better serve under-represented language communities.

Interdisciplinary NLP

Language technologies for education, health, finance, legal applications and cultural heritage.

Invited talk

Keynote speaker

VCDr Violetta Laura Cavalli-Sforza

Dr Violetta Laura Cavalli-Sforza

Al Akhawayn University, Ifrane, Morocco

Computer Science faculty member at Al Akhawayn University whose work has included machine translation, language learning through reading, readability and Arabic language technology.

Orthographic Dreams and Woes for Moroccan Arabic (Darija)

The keynote examined the lack of a single standard writing convention for Moroccan Arabic, previous attempts to systematise Darija orthography, and the practical choices involved in building language-learning and computational resources for a highly variable written dialect.

Speaker profile ↗
Published research

Accepted papers and shared-task papers

AbjadNLP 2026 Proceedings

The workshop proceedings are available through the ACL Anthology as part of the EACL 2026 workshop record.

Open Proceedings ↗
Showing all 70 entries
01
Poster

ArabicDialectHub: A Cross-Dialectal Arabic Learning Resource and Platform

Salem Lahlou

02
Oral

Rethinking Polarity Detection: When BPE Fails Across Scripts

Manodyna K H, Luc De Nardi

03
Oral

Optimizing What We Trust: Reliability-Guided QUBO Selection of Multi-Agent Weak Framing Signals for Arabic Sentiment Prediction

Rabab Alkhalifa

04
Oral

Optimizer Choice and Calibration for QARiB on Arabic-Script Social Media Offensive Language Detection

Auda Elshokry, Mohammed Alhanjouri

05
Poster

Tarab: A Multi-Dialect Corpus of Arabic Lyrics and Poetry

Mo El-Haj

06
Oral

LLM-to-Speech: A Synthetic Data Pipeline for Training Dialectal Text-to-Speech Models

Ahmed Khamis, Hesham Ali Ahmed

07
Shared task

HCMUS_TheFangs at AbjadGenEval Shared Task: Weighted Layer Pooling with Attention Fusion for Arabic AI-Generated Text Detection

Duy Minh Dao Sy, Trung Kiet Huynh, Nguyen Dinh Ha Duong, Nguyen Chi Tran, Phu Quy Nguyen Lam, Hoa Pham Phu

08
Oral

KazakhOCR: A Synthetic Benchmark for Evaluating Multimodal Models in Low-Resource Kazakh Script OCR

Henry Gagnier, Sophie Gagnier, Ashwin Kirubakaran

09
Poster

Seeing Words Differently: Visual Embeddings for Robust English-Arabic Machine Translation

Mahdi Alshaikh Saleh, Irfan Ahmad

10
Oral

Character-Level Transformer for Tajik–Persian Transliteration with a Parallel Lexical Corpus

Arabov Mullosharaf Kurbonovich

11
Poster

Arabic Dialect Translation with Small LLMs: Enhancing through Reasoning-Oriented Reinforcement Learning

Sohaila Abdulsattar, Keith Ross

12
Shared task

MedArabs at AbjadMed: Arabic Medical Text Classification via Data- and Algorithm-Level Fusion

Amrita Singh

13
Shared task

GATech at AbjadGenEval: Multilingual Embeddings for Arabic Machine-Generated Text Classification

Ahmed Khamis

14
Oral

Orthographic Robustness of Persian Named Entity Recognition Models

Henry Gagnier, Sophie Gagnier

15
Shared task

ArabicMedicalBERT-QA-82 at AbjadMed: Fighting Class Imbalance in Arabic Medical Text Classification

Gleb Shanshin

16
Shared task

KvochurHegel at AbjadMed: Combining LDAM Loss and Adversarial Training for Arabic Medical Question-Answer Classification

Minh-Hoang Le

17
Shared task

baellouf at AbjadMed: Efficient Fine-tuning with All-Linear LoRA for Arabic Medical QA Classification

Abdallah Khallouf

18
Shared task

Supachoke at AbjadMed: Enhancing Arabic Medical Text Classification Using Fine-Tuned AraBERT

Thanh Phu Nguyen, Tuan Thai Huy Nguyen Cu, Son Thai Pham, Tri Duy Ho Nguyen

19
Shared task

REIGNITE at AbjadMed: Imbalance-Aware Fine-Tuning of Pretrained Arabic Transformers for Arabic Medical Text Classification Task

Nahid Montasir Rifat, Foyez Ahmed Dewan

20
Shared task

Tashkees-AI at AbjadMed 2026: Flat vs. Hierarchical Classification for Fine-Grained Arabic Medical QA

Fatimah Mohamed Emad Eldin

21
Shared task

MetaSwarm at AbjadMed: Forensic Optimization and Class-Balanced Discovery for Medical Diglossia in Abjad Scripts

Rahul Jaisy

22
Poster

QurSci-Onto: A Hierarchical Ontology and Dataset for Scientific Exegesis in the Quran

Ibad-ur-Rehman Rashid, Junaid Hussain, Sadam Al-Azani

23
Oral

AjamiMorph: Zero-Annotation Morphological Discovery for Hausa Ajami via Multi-Method Consensus

Soumedhik Bharati, Shibam Mandal, Prithwish Ghosh, Swarup Kr Ghosh, Sayani Mondal

24
Oral

Morphological Feature Extraction for Fine-Grained Sorani Kurdish Dialect Identification: A Hybrid Transformer-Linguistic Approach

Soumedhik Bharati, Shibam Mandal, Subham Majumdar, Swarup Kr Ghosh, Sayani Mondal

25
Shared task

Olga Snissarenko at AbjadMed: Arabic Clinical Text Classification with AraBERT: Results from the AbjadMed Shared Task

Olga Snissarenko

26
Oral

From Classical to Contemporary: Evolutionary Analysis & Classification of Urdu Poetry

Noor Fatima, Hasan Faraz Khan, Irfan Ahmad

27
Poster

Alkhalil Corpus: An Open-Source Thematic and Lemmatized Corpus for Modern Standard Arabic

Samir Belayachi, Azzeddine Mazroui

28
Oral

Enhancing Urdu Sentiment Classification through Instruction-Tuned LLMs and Cross-Lingual Transfer

Hasan Faraz Khan, Noor Fatima, Irfan Ahmad

29
Poster

Back-of-the-Book Index Automation for Arabic Documents

Nawal Haidar, Ahmad Kashmar, Fadi Zaraket

30
Oral

Improving on State-of-the-Art Models for Sentiment Analysis on Saudi-English Code-Switching Text

Samaher Alghamdi, Paul Rayson, Reem Alotibi

31
Poster

OMAN-SPEECH: A Multi-Layer Annotated Speech Corpus for Omani Arabic Dialects

Rayyan S. Al Khadhuri, Firas Al Mahrouqi, Salim Al Mandhari, Amir Azad Al-Kathiri, Omar Said Alshahri, Ghassab Mansoor Alsaqr, Badri Abdulhakim Mudhsh, Tarek Fatnassi

32
Poster

Hala Technical Report Building Arabic-Centric Instruction & Translation Models at Scale

Hasan Abed Al, Kader Hammoud, Mohamad Bilal Zbib, Bernard Ghanem

33
Poster

Arabic Citation Parsing using Part of Speech and Named Entity Recognition

Youssef Karout, Hadi Hammoud, Fadi Zaraket

34
Poster

DeformAR: A Visual Analytics Framework for Evaluation of Arabic Named Entity Recognition

Ahmed Mustafa Younes

35
Poster

A Corpus-Based Investigation of Contemporary Arabic Dialects Using the SADA Corpus

Ghada Alfattni

36
Oral

HACS-TL: Cross-Script Transfer Learning for Hausa Ajami Hate Speech Detection Using Transformer-Based Architecture

Abdulkadir Shehu Bichi, Muqaddar Ali, Prashant Sharma, Ismail Dauda Abubakar

37
Oral

Code-Switching as a Safety Failure Mode in Large Language Models: An Empirical Study of Roman Urdu across English, Mixed, and Transliteration-Only Inputs

Waleed Jamil, Saima Rafi

38
Oral

QAMAR: A New Fully Verified and Accurate Quranic Arabic Morphological Analysis Resource.

Sara Faqihi, Karim Bouzoubaa, Rachida Tajmout, Driss Namly

39
Oral

AraModernBERT: Transtokenized Initialization and Long-Context Encoder Modeling for Arabic

Omar elshehy, Omer Nacar, Abdelbasset Djamai, Muhammed Ragab, Khloud Al Jallad, Mona Abdelazim

40
Oral

Parameter-Efficient Adaptation of Self-Supervised Models for Arabic Speech Recognition

Wafa Mohammed Alshehri, Wasfi G. Al-Khatib, Mohammad Ismail Amro

41
Oral

Current state of LLMs for Arabic dialectal machine translation

Josef Jon, Rawan Bondok, Ondřej Bojar

42
Poster

A Hybrid Confidence-Aware Framework for Arabic Toxicity Detection in Social Media

Fawzia Zaal Alanazi, Asma Mohammed Alamri, Arwa Bin Saleh, Abdullah I. Alharbi

43
Poster

Arabic-Adapted One-Step Speech-to-Diacritized ASR: Evaluation and Error Analysis

Osamah A. I. Abduljalil, Dalal Ali, Razan A. Bajaman, Abdullah I. Alharbi

44
Shared task

GATech at AbjadGenEval Shared Task: Multilingual Embeddings for Arabic Machine-Generated Text Classification

Ahmed Khamis

45
Oral

AraLingBench: A Human-Annotated Benchmark for Evaluating Arabic Linguistic Capabilities of Large Language Models

Mohamad Bilal Zbib, Hasan Abed Al Kader Hammoud, Ammar Mohanna, Nadine Rizk, Fatima Karnib, Sina Moukaled, Bernard Ghanem

46
Shared task

REGLAT at AbjadMed: Handling Imbalanced Arabic Medical Text Classification via Hierarchical KNN-MLP Architecture

Ahmed Megahed Fetouh, Mohammed Rahmath, Omer Dawood, Mariam Labib, Nsrin Ashraf, Hamada Nayel

47
Oral

Murabaa: A comprehensive Resource Platform for Arabic Morphology

Karim Bouzoubaa, Driss Namly, Hamid Jihad, Rachida Tajmout, Jamal Ezzouaine, Hakima Khamar

48
Oral

U-MIRAGE: Benchmarking Chain-of-Thought Reasoning for Urdu Medical QA

Ali Faheem, Faizad Ullah, Muhammad Hammad, Ahmed Hassan, Muhammad Sohaib Ayub, Asim Karim

49
Shared task

Sujith Kanakkassery at AbjadMed: Imbalance-Aware Transformer Fine-tuning for Arabic Medical Text Classification

Sujith Kanakkassery

50
Poster

A Knowledge Graph Based Diagnostic Framework for Analyzing Hallucinations in Arabic Machine Reading Comprehension

Najwa Abdullah AlGhamdi, Sadam Al-Azani, Kwabena Nuamah, Alan Bundy

51
Poster

From Posts to Pressure: An Arabic Dataset about Stress and Mental-Health Monitoring

Wajdi Zaghouani, Eman Sedqy Shlkamy, Mabrouka Bessghaier

52
Shared task

HCMUS_TheFangs at AbjadGenEval Shared Task: Weighted Layer Pooling with Attention Fusion for Arabic AI-Generated Text Detection

Duy Minh Dao Sy, Nguyen Chi Tran, Trung Kiet Huynh, Nguyen Lam Phu Quy, Pham Phu Hoa, Nguyen Dinh Ha Duong

53
Shared task

HCMUS_The Fangs at AbjadStyleTransfer Shared Task: Learning to Query Style, Contrastive Representations for Zero-Shot Arabic Authorship Style Transfer

Duy Minh Dao Sy, Trung Kiet Huynh, Nguyen Chi Tran, Nguyen Lam Phu Quy, Pham Phu Hoa, Nguyen Dinh Ha Duong

54
Shared task

U-RoCX: An xLSTM based Approach to AI-Generated Urdu Text Detection

Rabee Adel Al-Qasem

55
Shared task

HCMUS_PrisonDilemma at AbjadAuthorID Shared Task: Less is More with Base Models

Trung Kiet Huynh, Duy Minh Dao Sy, Nguyen Chi Tran, Pham Phu Hoa, Nguyen Lam Phu Quy, Truong Bao Tran

56
Shared task

XLMR-Urdu at AbjadGenEval Shared Task: A Data-Centric Transformer-Based Approach for AI-Generated Urdu Text Detection

Mohannad Mohammad Hendi

57
Shared task

LoRAD: Low-Resource AI-Generated Text Detection with XLM-RoBERTa

Ali Zain

58
Shared task

A Stylometric and Statistical Pipeline for Urdu AI-Generated Text Classification

Saeed A. Anabtawi

59
Shared task

QalamID at AbjadAuthorID Shared Task: Morphology Matters, A Hybrid Ensemble for Arabic Authorship Attribution

Youssef Zaghloul

60
Shared task

Kashif-AI at AbjadGenEval Shared Task: A Transformer-based Approach for Arabic AI-Generated Text Detection

Fatimah Mohamed Emad Eldin

61
Shared task

NileUn at AbjadGenEval Shared Task: Contrastive Learning with Stacking Ensemble for Efficient Arabic AI-Generated Text Detection

Mohamed Hussein Mohamed, Shrouk Shalaby, Nesreen Mohamed

62
Shared task

REGLAT at AbjadGenEval: Multi-Model Ensemble Approach for Arabic AI-Generated Text Detection

Mariam Labib Francies, Nsrin Ashraf, Ahmed Megahed Fetouh, Hamada Nayel

63
Shared task

AyahVerse at AbjadGenEval Shared Task: Monolingual Precision and Cross-Lingual Analysis in Perso-Arabic AI Detection

Fizza Nawaz, Ibad-ur-Rehman Rashid, Uswa Abid, Junaid Hussain

64
Shared task

AbjadMed: Arabic Medical Text Classification at AbjadNLP 2026

Pranav Gupta, Niranjan Kumar M, Balaji Nagarajan, Imed Zitouni, Mo El-Haj

65
Shared task

Uslub at AbjadAuthorID Shared Task: A Comparative Analysis of Traditional Machine Learning and Transformer-Based Models for Authorship Attribution in Arabic and Urdu

Shahad Alsuhaibani, Mohamed Alkaoud

66
Shared task

Arabic Author Attribution Using Transformer-Based Models: Insights from the AbjadAuthorID Shared Task

Ghader Kurdi

67
Shared task

R-R at AbjadAuthorID Shared Task: A Fine-Tuned Approach for Kurdish Authorship Identification

Rania Azad M. San Ahmed, Rebwar M. Nabi

68
Shared task

AbjadGenEval: Abjad AI Generated Text Detection Shared Task for Languages Using Arabic Script at AbjadNLP 2026

Saad Ezzini, Irfan Ahmad, Salmane Chafik, Shadi Abudalfa, Mo El-Haj, Ahmed Abdelali, Mustafa Jarrar, Nadir Durrani, Hassan Sajjad, Farah Adeeba

69
Shared task

AbjadAuthorID: Authorship Identification for Arabic-Script Languages at AbjadNLP 2026

Shadi Abudalfa, Saad Ezzini, Ahmed Abdelali, Mustafa Jarrar, Mo El-Haj, Nadir Durrani, Hassan Sajjad, Farah Adeeba, Sina Ahmadi

70
Shared task

AbjadStyleTransfer: Authorship Style Transfer for Arabic-Script Languages at AbjadNLP 2026

Shadi Abudalfa, Saad Ezzini, Ahmed Abdelali, Mustafa Jarrar, Mo El-Haj, Nadir Durrani, Hassan Sajjad, Farah Adeeba

Peer review

Programme committee

The programme committee reflects the workshop's international and multilingual scope, with expertise spanning Arabic, multilingual NLP, low-resource language technology and related fields.

View the 2026 programme committee (45 members listed)
  • Abdelbasset Djamai, Datategy & NAMAA Community, Algeria
  • Abderrahim El Yessefi, Faculty of Sciences and Techniques of Tangier (FSTT), Morocco
  • Abdullah I. Alharbi, King Salman Global Academy for Arabic, Saudi Arabia
  • Ahmed Abdelali, Hamad Bin Khalifa University, Qatar
  • Ali Al-Laith, University of Copenhagen, Denmark
  • Alp Oktem, CollectivaT, Spain
  • Azizud Din, University Malaysia Sarawak, Malaysia
  • Balaji Nagarajan, Lowe’s United States
  • Btissam Er-Rahmadi, Huawei Technologies R&D, United Kingdom
  • Djamel Mostefa, SYSTRA Group, France
  • Doaa Samy, Cairo University, Egypt
  • Fadi Zaraket, UAB, Lebanon
  • Mohamad Ballout, UAB, Lebanon
  • Fatima Ez-Zahraa Bazay, Mohammed V University in Rabat, Morocco
  • Haithem Afli, ADAPT Centre, Ireland
  • Hessa Alawwad, Imam Mohammad Ibn Saud Islamic, Saudi Arabia
  • Houda Anoun, Hassan II University of Casablanca, Morocco
  • Ignatius Ezeani, Lancaster University, United Kingdom
  • Imed Zitouni, Meta, United States
  • Khloud Al Jallad, Syrian Society for Startups and Research (SySSR)
  • Latifa Iben Nasr, University of Sfax, Tunisia
  • Manish Adawadkar, Nike, United States
  • Muhammad Adeel, University of Management and Technology (UMT), Pakistan
  • Muhammad Sharjeel, COMSATS University Islamabad, Pakistan
  • Nadia Ghezaiel, University of Ha’il, Saudi Arabia
  • Najwa Alghamdi, University of Edinburgh, United Kingdom
  • Niranjan Kumar M, Lowe’s United States
  • Noor Abo Mokh, MBZUAI, UAE
  • Paul Rayson, Lancaster University, United Kingdom
  • Pranav Gupta, Cisco, United States
  • Passant Elchafei, Ulm University, Germany
  • Rania Azad M. San Ahmed, Sulaimani Polytechnic University, Iraq
  • Raziullah Khan, HCL Technologies, USA
  • Reham Marzouk, MBZUAI, UAE
  • Saad Ezzini, King Fahd University of Petroleum and Minerals, Saudi Arabia
  • Sadam Al-Azani, King Fahd University of Petroleum and Minerals, Saudi Arabia
  • Samira Ellouze, University of Sfax, Tunisia
  • Shadi Abudalfa, King Fahd University of Petroleum and Minerals, Saudi Arabia
  • Shervin Malmasi, Macquarie University, Australia
  • Sina Ahmadi, University of Zurich, Switzerland
  • Salim Al Mandhari, Lancaster University, United Kingdom
  • Satyam Raj, Arizona State University, United States
  • Serry Sibaee, Prince Sultan University, Saudi Arabia
  • Seyed Arad Ashrafi Asli, MIRAS Technologies, Iran
  • Yamina Leyla Moussaoui, C.R.S.T.D.L.A, Algeria
Workshop series

AbjadNLP across three editions

The Rabat workshop built on the inaugural Abu Dhabi edition and established the foundation for the third edition of AbjadNLP in Athens.