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This paper addresses critical gaps in Arabic language model evaluation by establishing comprehensive theoretical guidelines and introducing a novel evaluation framework. We first analyze existing Arabic evaluation datasets, identifying…

Computation and Language · Computer Science 2025-06-03 Serry Sibaee , Omer Nacar , Adel Ammar , Yasser Al-Habashi , Abdulrahman Al-Batati , Wadii Boulila

This paper introduces JobArabi, a large-scale corpus of Arabic job announcements collected from social media between January 2024 and October 2025. The dataset contains 20,528 public posts from X and captures more than two years of…

Computation and Language · Computer Science 2026-05-21 Wajdi Zaghouani , Shimaa Amer Ibrahim , Mabrouka Bessghaier , Houda Bouamor

The importance of building sentiment analysis tools for Arabic social media has been recognized during the past couple of years, especially with the rapid increase in the number of Arabic social media users. One of the main difficulties in…

Computation and Language · Computer Science 2017-10-26 Samhaa R. El-Beltagy , Talaat Khalil , Amal Halaby , Muhammad Hammad

There are numerous complex and rich morphological features in the Arabic language, which are highly useful when analyzing traditional Arabic textbooks, especially in the literary and religious contexts, and help in understanding the meaning…

Computation and Language · Computer Science 2025-01-24 Huda AlShuhayeb , Behrouz Minaei-Bidgoli , Mohammad E. Shenassa , Sayyed-Ali Hossayni

With the expansion in tenders on the Internet and social media, Arabic Sentiment Analysis (ASA) has assumed a significant position in the field of text mining study and has since remained used to explore the sentiments of users about…

Social and Information Networks · Computer Science 2019-11-14 Mohamed Elhag M. Abo , Ram Gopal Raj , Atika Qazi , Abubakar Zakari

Handwritten numeral recognition is in general a benchmark problem of Pattern Recognition and Artificial Intelligence. Compared to the problem of printed numeral recognition, the problem of handwritten numeral recognition is compounded due…

Computer Vision and Pattern Recognition · Computer Science 2010-03-10 Nibaran Das , Ayatullah Faruk Mollah , Sudip Saha , Syed Sahidul Haque

In this work we propose a novel annotation scheme which factors hate speech into five separate discursive categories. To evaluate our scheme, we construct a corpus of over 2.9M Twitter posts containing hateful expressions directed at Jews,…

Computation and Language · Computer Science 2023-11-08 Gal Ron , Effi Levi , Odelia Oshri , Shaul R. Shenhav

Automatic Arabic Dialect Identification (ADI) of text has gained great popularity since it was introduced in the early 2010s. Multiple datasets were developed, and yearly shared tasks have been running since 2018. However, ADI systems are…

Computation and Language · Computer Science 2023-10-23 Amr Keleg , Walid Magdy

Dialectal Arabic (DA) speech data vary widely in domain coverage, dialect labeling practices, and recording conditions, complicating cross-dataset comparison and model evaluation. To characterize this landscape, we conduct a computational…

Computation and Language · Computer Science 2026-01-30 Peter Sullivan , AbdelRahim Elmadany , Alcides Alcoba Inciarte , Muhammad Abdul-Mageed

With the rise of digital communication, memes have become a significant medium for cultural and political expression that is often used to mislead audiences. Identification of such misleading and persuasive multimodal content has become…

Computation and Language · Computer Science 2024-10-08 Firoj Alam , Abul Hasnat , Fatema Ahmed , Md Arid Hasan , Maram Hasanain

The main aim of this study is the assessment and discussion of a model for hand-written Arabic through segmentation. The framework is proposed based on three steps: pre-processing, segmentation, and evaluation. In the pre-processing step,…

Computer Vision and Pattern Recognition · Computer Science 2021-01-11 Nisreen AbdAllah , Serestina Viriri

This study is an attempt to build a contemporary linguistic corpus for Arabic language. The corpus produced, is a text corpus includes more than five million newspaper articles. It contains over a billion and a half words in total, out of…

Computation and Language · Computer Science 2016-11-15 Ibrahim Abu El-khair

This paper presents the Arabic Women and Society Corpus, a ten year collection of 252,487 public Arabic Facebook posts related to women's empowerment and social wellbeing. The corpus was collected from 51,660 pages across 77 countries…

Computation and Language · Computer Science 2026-05-22 Wajdi Zaghouani , Mabrouka Bessghaier , MD. Rafiul Biswas , Shimaa Amer Ibrahim

Prediction of language varieties and dialects is an important language processing task, with a wide range of applications. For Arabic, the native tongue of ~ 300 million people, most varieties remain unsupported. To ease this bottleneck, we…

Computation and Language · Computer Science 2019-11-01 Muhammad Abdul-Mageed , Chiyu Zhang , AbdelRahim Elmadany , Arun Rajendran , Lyle Ungar

Transcribed speech and user-generated text in Arabic typically contain a mixture of Modern Standard Arabic (MSA), the standardized language taught in schools, and Dialectal Arabic (DA), used in daily communications. To handle this…

Computation and Language · Computer Science 2023-10-24 Amr Keleg , Sharon Goldwater , Walid Magdy

We introduce the Tarab Corpus, a large-scale cultural and linguistic resource that brings together Arabic song lyrics and poetry within a unified analytical framework. The corpus comprises 2.56 million verses and more than 13.5 million…

Computation and Language · Computer Science 2026-03-18 Mo El-Haj

Mental health disorders significantly impact people globally, regardless of background, education, or socioeconomic status. However, access to adequate care remains a challenge, particularly for underserved communities with limited…

Computation and Language · Computer Science 2024-05-22 Hassan Alhuzali , Ashwag Alasmari , Hamad Alsaleh

The complexities of Arabic language in morphology, orthography and dialects makes sentiment analysis for Arabic more challenging. Also, text feature extraction from short messages like tweets, in order to gauge the sentiment, makes this…

Computation and Language · Computer Science 2018-10-17 Abdulaziz M. Alayba , Vasile Palade , Matthew England , Rahat Iqbal

Current Machine Translation (MT) systems for Arabic often struggle to account for dialectal diversity, frequently homogenizing dialectal inputs into Modern Standard Arabic (MSA) and offering limited user control over the target vernacular.…

Computation and Language · Computer Science 2026-04-09 Afroza Nowshin , Prithweeraj Acharjee Porag , Haziq Jeelani , Fayeq Jeelani Syed

This paper addresses the challenge of learning to recite the Quran for non-Arabic speakers. We explore the possibility of crowdsourcing a carefully annotated Quranic dataset, on top of which AI models can be built to simplify the learning…

Sound · Computer Science 2024-05-07 Raghad Salameh , Mohamad Al Mdfaa , Nursultan Askarbekuly , Manuel Mazzara