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Recognition of Arabic characters is essential for natural language processing and computer vision fields. The need to recognize and classify the handwritten Arabic letters and characters are essentially required. In this paper, we present…

Computer Vision and Pattern Recognition · Computer Science 2020-09-29 Mahmoud Shams , Amira. A. Elsonbaty , Wael. Z. ElSawy

Opinion mining aims at extracting useful subjective information from reliable amounts of text. Opinion mining holder recognition is a task that has not been considered yet in Arabic Language. This task essentially requires deep…

Information Retrieval · Computer Science 2012-06-06 Mohamed Elarnaoty , Samir AbdelRahman , Aly Fahmy

As a result of ICT development and the increasingly growing use of the Internet in particular, practices of language teaching and learning are about to evolve significantly. Our study focuses on the Arabic language, and aims to explore and…

Other Computer Science · Computer Science 2012-11-06 Hadhemi Achour , Wahiba Ben Abdessalem

In this paper, we address the problems of Arabic Text Classification and stemming using Transducers and Rational Kernels. We introduce a new stemming technique based on the use of Arabic patterns (Pattern Based Stemmer). Patterns are…

Computation and Language · Computer Science 2015-02-27 Attia Nehar , Djelloul Ziadi , Hadda Cherroun

Arabic is a Semitic language which is widely spoken with many dialects. Given the success of pre-trained language models, many transformer models trained on Arabic and its dialects have surfaced. While there have been an extrinsic…

Computation and Language · Computer Science 2022-10-19 Ahmed Abdelali , Nadir Durrani , Fahim Dalvi , Hassan Sajjad

In this paper, a supervised learning technique for extracting keyphrases of Arabic documents is presented. The extractor is supplied with linguistic knowledge to enhance its efficiency instead of relying only on statistical information such…

Computation and Language · Computer Science 2012-03-22 Tarek El-shishtawy , Abdulwahab Al-sammak

We present a graph-based approach enriched with lexicons to predict document-level readability in Arabic, developed as part of the Constrained Track of the BAREC Shared Task 2025. Our system models each document as a sentence-level graph,…

Computation and Language · Computer Science 2025-09-30 Passant Elchafei , Mayar Osama , Mohamed Rageh , Mervat Abuelkheir

Neural machine translation has become a major alternative to widely used phrase-based statistical machine translation. We notice however that much of research on neural machine translation has focused on European languages despite its…

Computation and Language · Computer Science 2016-06-09 Amjad Almahairi , Kyunghyun Cho , Nizar Habash , Aaron Courville

In this work, we present several deep learning models for the automatic diacritization of Arabic text. Our models are built using two main approaches, viz. Feed-Forward Neural Network (FFNN) and Recurrent Neural Network (RNN), with several…

Computation and Language · Computer Science 2019-11-12 Ali Fadel , Ibraheem Tuffaha , Bara' Al-Jawarneh , Mahmoud Al-Ayyoub

In this paper, we propose a robust approach for text extraction and recognition from Arabic news video sequence. The text included in video sequences is an important needful for indexing and searching system. However, this text is difficult…

Multimedia · Computer Science 2013-08-16 M. Ben Halima , H. Karray , A. M. Alimi

The rapid growth of the internet has increased the number of online texts. This led to the rapid growth of the number of online texts in the Arabic language. The enormous amount of text must be organized into classes to make the analysis…

Information Retrieval · Computer Science 2022-11-08 Sumaia Mohammed AL-Ghuribi , Shahrul Azman Mohd Noah

Question semantic similarity is a challenging and active research problem that is very useful in many NLP applications, such as detecting duplicate questions in community question answering platforms such as Quora. Arabic is considered to…

Computation and Language · Computer Science 2019-09-23 Hesham Al-Bataineh , Wael Farhan , Ahmad Mustafa , Haitham Seelawi , Hussein T. Al-Natsheh

We investigate different approaches for dialect identification in Arabic broadcast speech, using phonetic, lexical features obtained from a speech recognition system, and acoustic features using the i-vector framework. We studied both…

Computation and Language · Computer Science 2016-08-12 Ahmed Ali , Najim Dehak , Patrick Cardinal , Sameer Khurana , Sree Harsha Yella , James Glass , Peter Bell , Steve Renals

We present AraLingBench: a fully human annotated benchmark for evaluating the Arabic linguistic competence of large language models (LLMs). The benchmark spans five core categories: grammar, morphology, spelling, reading comprehension, and…

Computation and Language · Computer Science 2025-12-10 Mohammad Zbeeb , Hasan Abed Al Kader Hammoud , Sina Mukalled , Nadine Rizk , Fatima Karnib , Issam Lakkis , Ammar Mohanna , Bernard Ghanem

This paper proposes a sequence-to-sequence learning approach for Arabic pronoun resolution, which explores the effectiveness of using advanced natural language processing (NLP) techniques, specifically Bi-LSTM and the BERT pre-trained…

Computation and Language · Computer Science 2023-05-22 Hanan S. Murayshid , Hafida Benhidour , Said Kerrache

This paper explores the use of machine learning approaches, or more specifically, four supervised learning Methods, namely Decision Tree(C 4.5), K-Nearest Neighbour (KNN), Na\"ive Bays (NB), and Support Vector Machine (SVM) for…

Computation and Language · Computer Science 2014-10-09 Ashis Kumar Mandal , Rikta Sen

Arabic word segmentation is essential for a variety of NLP applications such as machine translation and information retrieval. Segmentation entails breaking words into their constituent stems, affixes and clitics. In this paper, we compare…

Computation and Language · Computer Science 2017-08-22 Mohamed Eldesouki , Younes Samih , Ahmed Abdelali , Mohammed Attia , Hamdy Mubarak , Kareem Darwish , Kallmeyer Laura

The recognition of unconstrained handwriting continues to be a difficult task for computers despite active research for several decades. This is because handwritten text offers great challenges such as character and word segmentation,…

Neural and Evolutionary Computing · Computer Science 2013-01-22 Yusuf Perwej

This paper addresses the classification of Arabic text data in the field of Natural Language Processing (NLP), with a particular focus on Natural Language Inference (NLI) and Contradiction Detection (CD). Arabic is considered a…

Computation and Language · Computer Science 2023-07-28 Mohammad Majd Saad Al Deen , Maren Pielka , Jörn Hees , Bouthaina Soulef Abdou , Rafet Sifa

In this paper, we present a Modern Standard Arabic (MSA) Sentence difficulty classifier, which predicts the difficulty of sentences for language learners using either the CEFR proficiency levels or the binary classification as simple or…

Computation and Language · Computer Science 2021-03-09 Nouran Khallaf , Serge Sharoff