Accepted Papers

The AraGenEval Shared Task on Arabic Authorship Style Transfer and AI Generated Text Detection
Shadi Abudalfa; Saad Ezzini; Ahmed Abdelali; Hamza Alami; Abdessamad Benlahbib; Salmane Chafik; Mo El-Haj; Abdelkader El Mahdaouy; Mustafa Jarrar; Salima Lamsiyah; Hamzah Luqman

MISSION at AraGenEval Shared Task: Enhanced Arabic Authority Classification
Thamer Maseer Alharbi

Nojoom.AI at AraGenEval Shared Task: Arabic Authorship Style Transfer
Hafsa Kara Achira; Mourad Bouache; Mourad Dahmane

LMSA at AraGenEval Shared Task: Ensemble-Based Detection of AI-Generated Arabic Text Using Multilingual and Arabic-Specific Models
Kaoutar Zita; Attia Nehar; Abdelkader Khelil; Slimane Bellaouar; Hadda Cherroun

Amr&MohamedSabaa at AraGenEval shared task: Arabic Authorship Identification using Term Frequency – Inverse Document Frequency Features with Supervised Machine Learning
Amr Sabaa; Mohamed Sabaa

NLP_wizard at AraGenEval shared task: Embedding-Based Classification for AI Detection and Authorship Attribution
Mena Hany

PTUK-HULAT at AraGenEval Shared Task: Fine-tuning XLM-RoBERTa for AI-Generated Arabic News Detection
Tasneem Duridi; Areej Jaber; Paloma Martínez

ANLPers at AraGenEval Shared Task: Descriptive Author Tokens for Transparent Arabic Authorship Style Transfer
Omer Nacar; Mahmoud Reda; Serry Sibaee; Yasser Alhabashi; Adel Ammar; Wadii Boulila

Athership at AraGenEval Shared Task: Identifying Arabic Authorship with a Dual-Model Logit Fusion
Mohamed Amin; Mahmoud Rady; Mariam Hossam; Sara Gaballa; Eman Samir; Maria Bassem; Nisreen Hisham; Ayman Khalafallah

Sebaweh at AraGenEval Shared Task: BERENSE - BERt based ENSEmbler for Arabic Authorship Identification
Muhammad Helmy; Batool Najeh Balah; Ahmed Mohamed Sallam; Ammar Sherif

CUET-NLP_Team_SS306 at AraGenEval Shared Task: A Transformer-based Framework for Detecting AI-Generated Arabic Text
Sowrav Nath; Shadman Saleh; Kawsar Ahmed; Mohammed Moshiul Hoque

BUSTED at ARATECT Shared Task: A Comparative Study of Transformer-Based Models for Arabic AI-Generated Text Detection
Ali Zain; Sareem Farooqui; Muhammad Rafi

CIOL at AraGenEval shared task: Authorship Identification and AI Generated Text Detection in Arabic using Pretrained Models
Sadia Tasnim Meem; Azmine Toushik Wasi

Osint at AraGenEval shared task: Fine-Tuned Modeling for Tracking Style Signatures and AI Generation in Arabic Texts
Shifali Agrahari; Hemanth Prakash Simhadri; Ashutosh Kumar Verma; Ranbir Singh Sanasam

MarsadLab at AraGenEval Shared Task: LLM-Based Approaches to Arabic Authorship Style Transfer and Identification
Md. Rafiul Biswas; Mabrouka Bessghaier; Firoj Alam; Wajdi Zaghouani

REGLAT at AraGenEval shared task: Morphology-Aware AraBERT for Detecting Arabic AI-Generated Text
Mariam Labib; Nsrin Ashraf; Mohammed Aldawsari; Hamada Nayel

Jenin at AraGenEval Shared Task: Parameter-Efficient Fine-Tuning and Layer-Wise Analysis of Arabic LLMs for Authorship Style Transfer and Classification
Huthayfa Malhis; Mohammad Tami; Huthaifa I. Ashqar

AraHealthQA 2025: The First Shared Task on Arabic Health Question Answering
Hassan Alhuzali; Farah E. Shamout; Muhammad Abdul-Mageed; Chaimae Abouzahir; Mouath Abu Daoud; Ashwag Alasmari; Walid Al-Eisawi; Renad Al-Monef; Ali Alqahtani; Lama Ayash; Nizar Habash; Leen Kharouf

NYUAD at AraHealthQA Shared Task: Benchmarking the Medical Understanding and Reasoning of Large Language Models in Arabic Healthcare Tasks
Nouar AlDahoul; Yasir Zaki

MedLingua at MedArabiQ2025: Zero- and Few-Shot Prompting of Large Language Models for Arabic Medical QA
Fatimah Mohamed Emad Elden; Mumina Ab. Abukar

Sakinah-AI at MentalQA: A Comparative Study of Few-Shot, Optimized, and Ensemble Methods for Arabic Mental Health Question Classification
Fatimah Mohamed Emad Elden; Mumina Ab. Abukar

MindLLM at AraHealthQA 2025 Track 1: Leveraging Large Language Models for Mental Health Question Answering
Nejood Abdulaziz Bin Eshaq

Quasar at AraHealthQA Track 1 : Leveraging Zero-Shot Large Language Models for Question and Answer Categorization in Arabic Mental Health
Adiba Fairooz Chowdhury; Md Sagor Chowdhury

Binary_Bunch at AraHealthQA Track 1: Arabic Mental Health Q&A Classification Using Data Augmentation and Transformer Models
Sajib Bhattacharjee; Ratnajit Dhar; Kawsar Ahmed; Mohammed Moshiul Hoque

!MSA at AraHealthQA 2025 Shared Task: Enhancing LLM Performance for Arabic Clinical Question Answering through Prompt Engineering and Ensemble Learning
Mohamed Younes; Seif Ahmed; Mohamed Basem

Sindbad at AraHealthQA Track 1: Leveraging Large Language Models for Mental Health Q&A
AbdulRahman A. Morsy; Saad Mankarious; Ayah Zirikly

Arabic Mental Health Question Answering: A Multi-Task Approach with Advanced Retrieval-Augmented Generation
AbdelAziz Amr; Mamdouh Koritam; Mohamed Youssef; Marwa Aldeeb; Ensaf H. Mohamed

AraMinds at AraHealthQA 2025: A Retrieval-Augmented Generation System for Fine-Grained Classification and Answer Generation of Arabic Mental Health Q&A
Mohamed Zaytoon; Ahmed Mahmoud Salem; Ahmed Sakr; Hossam Elkordi

Fahmni at AraHealthQA Track 1: Multi-Agent Retrieval-Augmented Generation and Multi-Label Classification for Arabic Mental Health Q&A
Caroline Sabty; Mohamad Rasmy; Mohamed Eyad Badran; Nourhan Sakr; Alia El Bolock

MedGapGab at AraHealthQA: Modular LLM Assignment for Gaps and Gabs in Arabic Medical Question Answering
Baraa Hikal

Egyhealth at General Arabic Health QA (MedArabiQ): An Enhanced RAG Framework with Large-Scale Arabic Q&A Medical Data
Hossam Amer; Rawan Tarek Taha; Gannat Elsayed; Ensaf Hussein Mohamed

mucAI at AraHealthQA 2025: Explain–Retrieve–Verify (ERV) Workflow for Multi-Label Arabic Health QA Classification
Ahmed Abdou

MarsadLab at AraHealthQA: Hybrid Contextual–Lexical Fusion with AraBERT for Question and Answer Categorization
Mabrouka Bessghaier; Shimaa Ibrahim; Md. Rafiul Biswas; Wajdi Zaghouani

BAREC Shared Task 2025 on Arabic Readability Assessment
Khalid N. Elmadani; Bashar Alhafni; Hanada Taha; Nizar Habash

Syntaxa at BAREC Shared Task 2025: BERTnParse - Fusion of BERT and Dependency Graphs for Readability Prediction
Ahmed Bahloul

GNNinjas at BAREC Shared Task 2025: Lexicon-Enriched Graph Modeling for Arabic Document Readability Prediction
Passant Elchafei; Mayar Osama; Mohamad Rageh; Mervat Abu-Elkheir

ZAI at BAREC Shared Task 2025: AraBERT CORAL for Fine Grained Arabic Readability
Ahmad M. Nazzal

ANLPers at BAREC Shared Task 2025: Readability of Embeddings Training Neural Readability Classifiers on the BAREC Corpus
Serry Sibaee; Omer Nacar; Yasser Alhabashi; Adel Ammar; Wadii Boulila

MarsadLab at BAREC Shared Task 2025: Strict-Track Readability Prediction with Specialized AraBERT Models on BAREC
Shimaa Ibrahim; Md. Rafiul Biswas; Mabrouka Bessghaier; Wajdi Zaghouani

SATLab at BAREC Shared Task 2025: Optimizing a Language-Independent System for Fine-Grained Readability Assessment
Yves Bestgen

MorphoArabia at BAREC Shared Task 2025: A Hybrid Architecture with Morphological Analysis for Arabic Readability Assessment
Fatimah Mohamed Emad Elden

!MSA at BAREC Shared Task 2025: Ensembling Arabic Transformers for Readability Assessment
Mohamed Basem; Mohamed Younes; Seif Ahmed; Abdelrahman Moustafa

Qais at BAREC Shared Task 2025: A Fine-Grained Approach for Arabic Readability Classification Using a pre-trained model
Samar Ahmad

mucAI at BAREC Shared Task 2025: Towards Uncertainty Aware Arabic Readability Assessment
Ahmed Abdou

AMAR at BAREC Shared Task 2025: Arabic Meta-learner for Assessing Readability
Mostafa Saeed; Rana Waly; Abdelaziz Ashraf Hussein

Noor at BAREC Shared Task 2025: A Hybrid Transformer-Feature Architecture for Sentence-level Readability Assessment
Nour Rabih

PalNLP at BAREC Shared Task 2025: Predicting Arabic Readability Using Ordinal Regression and K-Fold Ensemble Learning
Mutaz Ayesh

Pixels at BAREC Shared Task 2025: Visual Arabic Readability Assessment
Ben Sapirstein

Phantoms at BAREC Shared Task 2025: Enhancing Arabic Readability Prediction with Hybrid BERT and Linguistic Features
Ahmed Alhassan; Asim Mohamed; Moayad Elamin

STBW at BAREC Shared Task 2025: AraBERT-v2 with MSE-SoftQWK Loss for Sentence-Level Arabic Readability
Saoussan Trigui

LIS at BAREC Shared Task 2025: Multi-Scale Curriculum Learning for Arabic Sentence-Level Readability Assessment Using Pre-trained Language Models
Anya Amel Nait Djoudi; Patrice Bellot; Adrian-Gabriel Chifu

ImageEval 2025: The First Arabic Image Captioning Shared Task
Ahlam Bashiti; Alaa Aljabari; Hadi Khaled Hamoud; Md. Rafiul Biswas; Bilal Mohammed Shalash; Mustafa Jarrar; Fadi Zaraket; George Mikros; Ehsaneddin Asgari; Wajdi Zaghouani

Codezone Research Group at ImageEval Shared-Task 2: Arabic Image Captioning Using BLIP and M2M100: A Two-Stage Translation Approach for ImageEval 2025
Abdulkadir Shehu Bichi

BZU-AUM@ImageEval2025: An Arabic Image Captioning Dataset for Conflict Narratives with Human Annotation
Mohammed Alkhanafseh; Ola Surakhi; Abdallah Abedaljalill

ImpactAi at ImageEval 2025 Shared Task: Region-Aware Transformers for Arabic Image Captioning – A Case Study on the Palestinian Narrative
Rabee Al-Qasem; Mohannad Hendi

VLCAP at ImageEval 2025 Shared Task: Multimodal Arabic Captioning with Interpretable Visual Concept Integration
Passant Elchafei; Amany Fashwan

PhantomTroupe at ImageEval 2025 Shared Task: Multimodal Arabic Image Captioning through Translation-Based Fine-Tuning of LLM Models
Muhammad Abu Horaira; Farhan Amin; Sakibul Hasan; Md. Tanvir Ahammed Shawon; Muhammad Ibrahim Khan

NU_Internship team at ImageEval 2025: From Zero-Shot to Ensembles: Enhancing Grounded Arabic Image Captioning
Rana Gaber; Seif Eldin Amgad; Ahmed Sherif Nasri; Mohamed Ibrahim Ragab; Ensaf Hussein Mohamed

Averroes at ImageEval 2025 Shared Task: Advancing Arabic Image Captioning with Augmentation and Two-Stage Generation
Mariam Saeed; Sarah Elshabrawy; Abdelrahman Hagrass; Mazen Yasser; Ayman Khalafallah

AZLU at ImagEval Shared Task: Bridging Linguistics and Cultural Gaps in Arabic Image Captioning
Sarah Yassine

Iqra’Eval: A Shared Task on Qur’anic Pronunciation Assessment
Yassine El Kheir; Amit Meghanani; Hawau Olamide Toyin; Nada Almarwani; Omnia Ibrahim; Yousseif Ahmed Elshahawy; Mostafa Shahin; Ahmed Ali

Hafs2Vec: A System for the IqraEval Arabic and Qur’anic Phoneme-level Pronunciation Assessment
Ahmed Ibrahim

Phoneme-level mispronunciation detection in Quranic recitation using ShallowTransformer
Mohamed Nadhir Daoud; Mohamed Anouar Ben Messaoud

ANPLers at IqraEval Shared task: Adapting Whisper-large-v3 as Speech-to-Phoneme for Qur’anic Recitation Mispronunciation Detection
Nour Qandos; Serry Sibaee; Samar Ahmad; Omer Nacar; Adel Ammar; Wadii Boulila; Yasser Alhabashi

AraS2P: Arabic Speech-to-Phonemes System
Bassam Mattar; Mohamed Fayed; Ayman Khalafallah

Metapseud at Iqra’Eval: Domain Adaptation with Multi-Stage Fine-Tuning for Phoneme-Level Qur’anic Mispronunciation Detection
Ayman Mansour

IslamicEval 2025: The First Shared Task of Capturing LLMs Hallucination in Islamic Content
Hamdy Mubarak; Rana Malhas; Watheq Mansour; Abubakr Mohamed; Mahmoud Fawzi; Majd Hawasly; Tamer Elsayed; Kareem Mohamed Darwish; Walid Magdy

NUR at IslamicEval 2025 Shared Task: Retrieval-Augmented LLMs for Qur’an and Hadith QA
Serag Amin; Ranwa Aly; Yara Allam; Yomna Eid; Ensaf Hussein Mohamed

BurhanAI at IslamicEval 2025 Shared Task: Combating Hallucinations in LLMs for Islamic Content; Evaluation, Correction, and Retrieval-Based Solution
Arij Al Adel; Abu Bakr Soliman; Mohamed Sakher Sawan; Rahaf Al-Najjar; Sameh Amin

HUMAIN at IslamicEval 2025 Shared Task 1: A Three-Stage LLM-Based Pipeline for Detecting and Correcting Hallucinations in Quran and Hadith
Arwa Omayrah; Sakhar Alkhereyf; Ahmed Abdelali; Abdulmohsen Al-Thubaity; Jeril Kuriakose; Ibrahim AbdulMajeed

TCE at IslamicEval 2025: Retrieval-Augmented LLMs for Quranic and Hadith Content Identification and Verification
Mohammed ElKoumy; Khalid Allam; Ahmad Tamer; Mohamed Alqablawi

ThinkDrill at IslamicEval 2025 Shared Task: LLM Hybrid Approach for Qur’an and Hadith Question Answering
Eman Elrefai; Toka Khaled; Ahmed Soliman

Burhan at IslamicEval: Fact-Augmented and LLM-Driven Retrieval for Islamic QA
Mohammad Basheer; Watheq Mansour; Abdulhamid Touma; Ahmad Qadeib Alban

Isnad AI at IslamicEval 2025: A Rule-Based System for Identifying Religious Texts in LLM Outputs
Fatimah Mohamed Emad Elden

MAHED Shared Task: Multimodal Detection of Hope and Hate Emotions in Arabic Content
Wajdi Zaghouani; Md. Rafiul Biswas; Mabrouka Bessghaier; Shimaa Ibrahim; George Mikros; Abul Hasnat; Firoj Alam

NYUAD at MAHED Shared Task: Detecting Hope, Hate, and Emotion in Arabic Textual Speech and Multi-modal Memes Using Large Language Models
Nouar AlDahoul; Yasir Zaki

NguyenTriet at MAHED Shared Task: Ensemble of Arabic BERT Models with Hierarchical Prediction and Soft Voting for Text-Based Hope and Hate Detection
Nguyen Minh Triet; Thìn Đặng Văn

ANLPers at MAHED2025: From Hate to Hope: Boosting Arabic Text Classification
Yasser Alhabashi; Serry Sibaee; Omer Nacar; Adel Ammar; Wadii Boulila

LoveHeaven at MAHED 2025: Text-based Hate and Hope Speech Classification Using AraBERT-Twitter Ensemble
Nguyễn Thiên Bảo; Dang Van Thin

CIC-NLP at MAHED 2025 TASK 1:Assessing the Role of Bigram Augmentation in Multiclass Arabic Hate and Hope Speech Classification
Tolulope Olalekan Abiola; Oluwatobi Joseph Abiola; Ogunleye Temitope Dasola; Tewodros Achamaleh; Obiadoh Augustine Ekenedilichukwu

TranTranUIT at MAHED Shared Task: Multilingual Transformer Ensemble with Advanced Data Augmentation and Optuna-based Hyperparameter Optimization
Trinh Tran Tran; Thìn Đặng Văn

YassirEA at MAHED 2025: Fusion-Based Multimodal Models for Arabic Hate Meme Detection
Yassir El Attar

AAA at MAHED Text-based Hate and Hope Speech Classification: A Systematic Encoder Evaluation for Arabic Hope and Hate Speech Classification
Ahmed Khalil Elzainy; Mohamed Amin; Ahmed Samir; Hazem Abdelsalam

CUET-823 at MAHED 2025 Shared Task: Large Language Model-Based Framework for Emotion, Offensive, and Hate Detection in Arabic
Ratnajit Dhar; Arpita Mallik

AraMinds at MAHED 2025: Leveraging Vision-Language Models and Contrastive Multi-task Learning for Multimodal Hate Speech Detection
Mohamed Zaytoon; Ahmed Mahmoud Salem; Ahmed Sakr; Hossam Elkordi

DesCartes-HOPE at MAHED Shared task 2025: Integrating Pragmatic Features for Arabic Hope and Hate Speech Detection
Leila Moudjari; Hacène-Cherkaski Mélissa; Farah Benamara

ANLP-UniSo at MAHED Shared Task: Detection of Hate and Hope Speech in Arabic Social Media based on XLM-RoBERTa and Logistic Regression
Yasmine El Abed; Mariem Ben Arbia; Saoussen Ben Chaabene; Omar Trigui

REGLAT at MAHED Shared Task: A Hybrid Ensemble-Based System for Arabic Hate Speech Detection
Nsrin Ashraf; Mariam Labib; Tarek Elshishtawy; Hamada Nayel

HTU at MAHED Shared Task: Ensemble-Based Classification of Arabic Hate and Hope Speech Using Pre-trained Dialectal Arabic Models
Abdallah Saleh; Mariam M Biltawi

SmolLab_SEU at MAHED Shared Task: Do Arabic-Native Encoders Surpass Multilingual Models in Detecting the Nuances of Hope, Hate, and Emotion?
Md Abdur Rahman; Md Sabbir Dewan; Md. Tofael Ahmed Bhuiyan; Md Ashiqur Rahman
9Additional. Baoflowin502 at MAHED Shared Task: Text-based Hate and Hope Speech Classification
Nguyen Minh Bao; Dang Van Thin

AyahVerse at MAHED Shared Task: Fine-Tuning ArabicBERT with Preprocessing for Hope and Hate Detection
Ibad-ur-Rehman Rashid; Muhammad Hashir Khalil

MultiMinds at MAHED 2025: Multimodal and Multitask Approaches for Detecting Emotional, Hate, and Offensive Speech in Arabic Content
Riddhiman Debnath; Abdul Wadud Shakib; Md Saiful Islam

joy_2004114 at MAHED Shared Task : Filtering Hate Speech from Memes using A Multimodal Fusion-based Approach
Joy Das; Alamgir Hossain; Mohammed Moshiul Hoque

Quasar at MAHED Shared Task : Decoding Emotions and Offense in Arabic Text using LLM and Transformer-Based Approaches
Md Sagor Chowdhury; Adiba Fairooz Chowdhury

CUET_Zahra_Duo@Mahed 2025: Hate and Hope Speech Detection in Arabic Social Media Content using Transformer
Walisa Alam; Mehreen Rahman; Shawly Ahsan; Mohammed Moshiul Hoque

AraNLP at MAHED 2025 Shared Task: Using AraBERT for Text-based Hate and Hope Speech Classification
Wafaa S. El-Kassas; Enas A. Hakim Khalil

Thinking Nodes at MAHED: A Comparative Study of Multimodal Architectures for Arabic Hateful Meme Detection
Itbaan Safwan

NADI 2025: The First Multidialectal Arabic Speech Processing Shared Task
Bashar Talafha; Hawau Olamide Toyin; Peter Sullivan; AbdelRahim A. Elmadany; Abdurrahman Juma; Amirbek Djanibekov; Chiyu Zhang; Hamad Alshehhi; Hanan Aldarmaki; Mustafa Jarrar; Nizar Habash; Muhammad Abdul-Mageed

Munsit at NADI 2025 Shared Task 2: Pushing the Boundaries of Multidialectal Arabic ASR with Weakly Supervised Pretraining and Continual Supervised Fine-tuning
Mahmoud Salhab; Shameed Sait; Mohammad Abusheikh; Hasan Abusheikh

Lahjati at NADI 2025 A ECAPA-WavLM Fusion with Multi-Stage Optimization
Sanad Albawwab; Omar Qawasmeh

Saarland-Groningen at NADI 2025 Shared Task: Effective Dialectal Arabic Speech Processing under Data Constraints
Badr M. Abdullah; Yusser Al Ghussin; Zena Al-Khalili; Ömer Tarik Özyilmaz; Matias Valdenegro-Toro; Simon Ostermann; Dietrich Klakow

MarsadLab at NADI Shared Task: Arabic Dialect Identification and Speech Recognition using ECAPA-TDNN and Whisper
Md. Rafiul Biswas; Kais Attia; Shimaa Ibrahim; Mabrouka Bessghaier; Wajdi Zaghouani

Abjad AI at NADI 2025: CATT-Whisper: Multimodal Diacritic Restoration Using Text and Speech Representations
Ahmad Ghannam; Naif Alharthi; Faris Alasmary; Kholood Al Tabash; Shouq Sadah; Lahouari Ghouti

ELYADATA & LIA at NADI 2025: ASR and ADI Subtasks
Haroun Elleuch; Youssef Saidi; Salima Mdhaffar; Yannick Estève; Fethi Bougares

Unicorn at NADI 2025 Subtask 3: GEMM3N-DR: Audio-Text Diacritic Restoration via Fine-tuning Multimodal Arabic LLM
Mohamed Lotfy Elrefai

PalmX 2025: The First Shared Task on Benchmarking LLMs on Arabic and Islamic Culture
Fakhraddin Alwajih; Abdellah El Mekki; Hamdy Mubarak; Majd Hawasly; Abubakr Mohamed; Muhammad Abdul-Mageed

Hamyaria at PalmX2025: Leveraging Large Language Models to Improve Arabic Multiple-Choice Questions in Cultural and Islamic Domains
Walid Al-Dhabyani; Hamzah A. Alsayadi

ISL-NLP at PalmX 2025: Retrieval-Augmented Fine-Tuning for Arabic Cultural Question Answering
Mohamed Gomaa; Noureldin Elmadany

ADAPT–MTU HAI at PalmX 2025: Leveraging Full and Parameter‐Efficient LLM Fine‐Tuning for Arabic Cultural QA
Shehenaz Hossain; Haithem Afli

CultranAI at PalmX 2025: Data Augmentation for Cultural Knowledge Representation
Hunzalah Hassan Bhatti; Youssef Ahmed; Md Arid Hasan; Firoj Alam

MarsadLab at PalmX Shared Task: An LLM Benchmark for Arabic Culture and Islamic Civilization
Md. Rafiul Biswas; Shimaa Ibrahim; Kais Attia; Firoj Alam; Wajdi Zaghouani

Star at PalmX 2025: Arabic Cultural Understanding via Targeted Pretraining and Lightweight Fine-tuning
Eman Elrefai; Esraa Khaled; Alhassan Ehab

AYA at PalmX 2025: Modeling Cultural and Islamic Knowledge in LLMs
Jannatul Tajrin; Bir Ballav Roy; Firoj Alam

Cultura-Arabica: Probing and Enhancing Arabic Cultural Awareness in Large Language Models via LoRA
Pulkit Chatwal; Santosh Kumar Mishra

Phoenix at Palmx: Exploring Data Augmentation for Arabic Cultural Question Answering
Houdaifa Atou; Issam Ait Yahia; Ismail Berrada

QIAS 2025: Overview of the Shared Task on Islamic Inheritance Reasoning and Knowledge Assessment
Abdessalam Bouchekif; Samer Rashwani; Emad Soliman Ali Mohamed; Mutaz Alkhatib; Heba Sbahi; Shahd Gaben; Wajdi Zaghouani; Aiman Erbad; Mohammed Ghaly

NYUAD at QIAS Shared Task: Benchmarking the Legal Reasoning of LLMs in Arabic Islamic Inheritance Cases
Nouar AlDahoul; Yasir Zaki

SHA at the QIAS Shared Task: LLMs for Arabic Islamic Inheritance Reasoning
Shatha Altammami

ANLPers at QIAS: CoT for Islamic Inheritance
Serry Sibaee; Mahmoud Reda; Omer Nacar; Yasser Alhabashi; Adel Ammar; Wadii Boulila

N&N at QIAS 2025: Chain-of-Thought Ensembles with Retrieval-Augmented framework for Classical Arabic Islamic
Nourah Alangari; Nouf AlShenaifi

HIAST at QIAS 2025: Retrieval-Augmented LLMs with Top-Hit Web Evidence for Arabic Islamic Reasoning QA
Mohamed Motasim Hamed; Nada Ghneim; Riad Sonbol

QU-NLP at QIAS 2025 Shared Task: A Two-Phase LLM Fine-Tuning and Retrieval-Augmented Generation Approach for Islamic Inheritance Reasoning
Mohammad AL-Smadi

Transformer Tafsir at QIAS 2025 Shared Task: Hybrid Retrieval-Augmented Generation for Islamic Knowledge Question Answering
Muhammad Abu Ahmad; Mohamad Ballout; Raia Abu Ahmad; Elia Bruni

PuxAI at QIAS 2025: Multi-Agent Retrieval-Augmented Generation for Islamic Inheritance and Knowledge Reasoning
Nguyen Xuan Phuc; Thìn Đặng Văn

Athar at QIAS2025: LLM-based Question Answering Systems for Islamic Inheritance and Classical Islamic Knowledge
Yossra Noureldien; Hassan Suliman; Farah Attallah; Abdelrazig Mohamed; Sara Abdalla

ADAPT–MTU HAI at QIAS2025: Dual-Expert LLM Fine-Tuning and Constrained Decoding for Arabic Islamic Inheritance Reasoning
Shehenaz Hossain; Haithem Afli

CVPD at QIAS 2025 Shared Task: An Efficient Encoder-Based Approach for Islamic Inheritance Reasoning
Salah Eddine Bekhouche; Abdellah Zakaria Sellam; Telli Hichem; Cosimo Distante; Abdenour Hadid

CIS-RG at QIAS 2025 Shared Task: Approaches for Enhancing Performance of LLM on Islamic Legal Reasoning and its Mathematical Calculations
Osama Farouk Zaki

SEA-Team at QIAS 2025: Enhancing LLMs for Question Answering in Islamic Texts
Sanaa Alowaidi

MorAI at QIAS 2025: Collaborative LLM via Voting and Retrieval-Augmented Generation for Solving Complex Inheritance Problems
Jihad R’baiti; Chouaib El Hachimi; Youssef Hmamouche; Amal Seghrouchni

Gumball at QIAS 2025: Arabic LLM Automated Reasoning in Islamic Inheritance
Eman Elrefai; Mohamed Lotfy Elrefai; Aml Hassan Esmail

Tokenizers United at QIAS-2025: RAG-Enhanced Question Answering for Islamic Studies by Integrating Semantic Retrieval with Generative Reasoning
Mayar Boghdady

TAQEEM 2025: Overview of The First Shared Task for Arabic Quality Evaluation of Essays in Multi-dimensions
May Bashendy; Salam Albatarni; Sohaila Eltanbouly; Walid Massoud; Houda Bouamor; Tamer Elsayed

ARxHYOKA at TAQEEM2025: Comparative Approaches to Arabic Essay Trait Scoring
Mohamad Alnajjar; Ahmad Almoustafa; Tomohiro Nishiyama; Shoko Wakamiya; Eiji Aramaki; Takuya Matsuzaki

912 at TAQEEM 2025: A Distribution-aware Approach to Arabic Essay Scoring
Trong-Tai Dam Vu; Thìn Đặng Văn

Taibah at TAQEEM 2025: Leveraging GPT-4o for Arabic Essay Scoring
Nada Almarwani; Alaa Alharbi; Samah Aloufi

MarsadLab at TAQEEM 22025: Prompt-Aware Lexicon-Enhanced Transformer for Arabic Automated Essay Scoring
Mabrouka Bessghaier; Md. Rafiul Biswas; Amira Dhouib; Wajdi Zaghouan