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This paper presents an approach based on supervised machine learning methods to build a classifier that can identify text complexity in order to present Arabic language learners with texts suitable to their levels. The approach is based on…

Computation and Language · Computer Science 2021-09-20 Sadik Bessou , Ghozlane Chenni

This paper discusses our exploration of different data-efficient and parameter-efficient approaches to Arabic Dialect Identification (ADI). In particular, we investigate various soft-prompting strategies, including prefix-tuning,…

Computation and Language · Computer Science 2025-09-19 Vani Kanjirangat , Ljiljana Dolamic , Fabio Rinaldi

Natural Language Processing (NLP) is today a very active field of research and innovation. Many applications need however big sets of data for supervised learning, suitably labelled for the training purpose. This includes applications for…

Computation and Language · Computer Science 2021-02-23 ElMehdi Boujou , Hamza Chataoui , Abdellah El Mekki , Saad Benjelloun , Ikram Chairi , Ismail Berrada

Although the prediction of dialects is an important language processing task, with a wide range of applications, existing work is largely limited to coarse-grained varieties. Inspired by geolocation research, we propose the novel task of…

Computation and Language · Computer Science 2020-12-08 Muhammad Abdul-Mageed , Chiyu Zhang , AbdelRahim Elmadany , Lyle Ungar

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

This paper presents an approach based on supervised machine learning methods to discriminate between positive, negative and neutral Arabic reviews in online newswire. The corpus is labeled for subjectivity and sentiment analysis (SSA) at…

Computation and Language · Computer Science 2019-11-12 Sadik Bessou , Rania Aberkane

Word segmentation plays a pivotal role in improving any Arabic NLP application. Therefore, a lot of research has been spent in improving its accuracy. Off-the-shelf tools, however, are: i) complicated to use and ii) domain/dialect…

Computation and Language · Computer Science 2017-09-05 Hassan Sajjad , Fahim Dalvi , Nadir Durrani , Ahmed Abdelali , Yonatan Belinkov , Stephan Vogel

We present the second ever evaluated Arabic dialect-to-dialect machine translation effort, and the first to leverage external resources beyond a small parallel corpus. The subject has not previously received serious attention due to lack of…

Computation and Language · Computer Science 2017-12-19 Alexander Erdmann , Nizar Habash , Dima Taji , Houda Bouamor

This study addresses the critical gap in Arabic natural language processing by developing an effective Arabic Reverse Dictionary (RD) system that enables users to find words based on their descriptions or meanings. We present a novel…

Computation and Language · Computer Science 2025-05-01 Serry Sibaee , Samar Ahmed , Abdullah Al Harbi , Omer Nacar , Adel Ammar , Yasser Habashi , Wadii Boulila

Arabic handwriting is a consonantal and cursive writing. The analysis of Arabic script is further complicated due to obligatory dots/strokes that are placed above or below most letters and usually written delayed in order. Due to…

Computer Vision and Pattern Recognition · Computer Science 2015-10-20 Ibrahim Abdelaziz , Sherif Abdou , Hassanin Al-Barhamtoshy

Building dialogues systems interaction has recently gained considerable attention, but most of the resources and systems built so far are tailored to English and other Indo-European languages. The need for designing systems for other…

Computation and Language · Computer Science 2015-05-13 AbdelRahim A. Elmadany , Sherif M. Abdou , Mervat Gheith

In this work we revisit discriminative training of the i-vector extractor component in the standard speaker verification (SV) system. The motivation of our research lies in the robustness and stability of this large generative model, which…

Audio and Speech Processing · Electrical Eng. & Systems 2018-11-01 Ondrej Novotny , Oldrich Plchot , Ondrej Glembek , Lukas Burget , Pavel Matejka

Modern Standard Arabic (MSA) nominals present many morphological and lexical modeling challenges that have not been consistently addressed previously. This paper attempts to define the space of such challenges, and leverage a recently…

Computation and Language · Computer Science 2024-02-02 Christian Khairallah , Reham Marzouk , Salam Khalifa , Mayar Nassar , Nizar Habash

In the past decade, we have observed a growing interest in using technologies such as artificial intelligence (AI), machine learning, and chatbots to provide assistance to language learners, especially in second language learning. By using…

Computation and Language · Computer Science 2022-10-25 Sicong Shao , Saleem Alharir , Salim Hariri , Pratik Satam , Sonia Shiri , Abdessamad Mbarki

Speech acts are a speakers actions when performing an utterance within a conversation, such as asking, recommending, greeting, or thanking someone, expressing a thought, or making a suggestion. Understanding speech acts helps interpret the…

Computation and Language · Computer Science 2024-02-01 Khadejaa Alshehri , Areej Alhothali , Nahed Alowidi

The Arabic language is characterized by a rich tapestry of regional dialects that differ substantially in phonetics and lexicon, reflecting the geographic and cultural diversity of its speakers. Despite the availability of many…

This paper provides a method for indexing and retrieving Arabic texts, based on natural language processing. Our approach exploits the notion of template in word stemming and replaces the words by their stems. This technique has proven to…

Computation and Language · Computer Science 2019-11-20 Sadik Bessou , Mohamed Touahria

This paper presents a novel Dialect Identification (DID) system developed for the Fifth Edition of the Multi-Genre Broadcast challenge, the task of Fine-grained Arabic Dialect Identification (MGB-5 ADI Challenge). The system improves upon…

Audio and Speech Processing · Electrical Eng. & Systems 2019-12-20 Xiaoxiao Miao , Ian McLoughlin

Soft spelling errors are a class of spelling mistakes that is widespread among native Arabic speakers and foreign learners alike. Some of these errors are typographical in nature. They occur due to orthographic variations of some Arabic…

Computation and Language · Computer Science 2021-08-04 Gheith A. Abandah , Ashraf Suyyagh , Mohammed Z. Khedher

Handwriting recognition refers to the identification of written characters. Handwriting recognition has become an acute research area in recent years for the ease of access of computer science. In this paper primarily discussed On-line and…

Computer Vision and Pattern Recognition · Computer Science 2013-03-21 Dr. Firoj Parwej