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We present Camelira, a web-based Arabic multi-dialect morphological disambiguation tool that covers four major variants of Arabic: Modern Standard Arabic, Egyptian, Gulf, and Levantine. Camelira offers a user-friendly web interface that…

Computation and Language · Computer Science 2022-12-01 Ossama Obeid , Go Inoue , Nizar Habash

Despite its significance, Arabic, a linguistically rich and morphologically complex language, faces the challenge of being under-resourced. The scarcity of large annotated datasets hampers the development of accurate tools for subjectivity…

Computation and Language · Computer Science 2026-03-02 Slimane Bellaouar , Attia Nehar , Soumia Souffi , Mounia Bouameur

Sentiment analysis is a task of natural language processing which has recently attracted increasing attention. However, sentiment analysis research has mainly been carried out for the English language. Although Arabic is ramping up as one…

Computation and Language · Computer Science 2020-06-02 Oumaima Oueslati , Erik Cambria , Moez Ben HajHmida , Habib Ounelli

Automatic Multi-Word Term (MWT) extraction is a very important issue to many applications, such as information retrieval, question answering, and text categorization. Although many methods have been used for MWT extraction in English and…

Computation and Language · Computer Science 2014-09-11 Abdelkader El Mahdaouy , Saïd EL Alaoui Ouatik , Eric Gaussier

Like most natural language understanding and generation tasks, state-of-the-art models for summarization are transformer-based sequence-to-sequence architectures that are pretrained on large corpora. While most existing models focused on…

Computation and Language · Computer Science 2022-03-22 Moussa Kamal Eddine , Nadi Tomeh , Nizar Habash , Joseph Le Roux , Michalis Vazirgiannis

Sentiment Analysis, a popular subtask of Natural Language Processing, employs computational methods to extract sentiment, opinions, and other subjective aspects from linguistic data. Given its crucial role in understanding human sentiment,…

Computation and Language · Computer Science 2025-02-07 Zhiqiang Shi , Ruchit Agrawal

This paper presents the design and development of multi-dialect automatic speech recognition for Arabic. Deep neural networks are becoming an effective tool to solve sequential data problems, particularly, adopting an end-to-end training of…

Audio and Speech Processing · Electrical Eng. & Systems 2021-12-30 Abbas Raza Ali

This work presents a morphological analyzer for the Uzbek language using a finite state machine. The proposed methodology is a morphologic analysis of Uzbek words by using an affix striping to find a root and without including any lexicon.…

Computation and Language · Computer Science 2022-05-23 Maksud Sharipov , Ulugbek Salaev

This paper addresses the critical need for democratizing large language models (LLM) in the Arab world, a region that has seen slower progress in developing models comparable to state-of-the-art offerings like GPT-4 or ChatGPT 3.5, due to a…

We introduce the new concept of an Arabic Derivational Chain Bank CHAINBANK to leverage the relationship between form and meaning in modeling Arabic derivational morphology. We constructed a knowledge graph network of abstract patterns and…

Computation and Language · Computer Science 2025-02-03 Reham Marzouk , Sondos Krouna , Nizar Habash

The continuous information explosion through the Internet and all information sources makes it necessary to perform all information processing activities automatically in quick and reliable manners. In this paper, we proposed and…

Information Retrieval · Computer Science 2012-05-09 Abdulrahman Al Molijy , Ismail Hmeidi , Izzat Alsmadi

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

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

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

Extracting synonyms from dictionaries or corpora is gaining special attention as synonyms play an important role in improving NLP application performance. This paper presents a survey of the different approaches and trends used in…

Computation and Language · Computer Science 2022-05-24 Eman Naser-Karajah , Nabil Arman , Mustafa Jarrar

This paper presents a method of stemming for the Arabian texts based on the linguistic techniques of the natural language processing. This method leans on the notion of scheme (one of the strong points of the morphology of the Arabian…

Computation and Language · Computer Science 2019-11-19 Sadik Bessou , Mohamed Louail , Allaoua Refoufi , Zehour Kadem , Mohamed Touahria

Urdu is a challenging language because of, first, its Perso-Arabic script and second, its morphological system having inherent grammatical forms and vocabulary of Arabic, Persian and the native languages of South Asia. This paper describes…

Computation and Language · Computer Science 2022-04-08 Muhammad Humayoun , Harald Hammarström , Aarne Ranta

Arabic is one of the oldest languages still in use today. As a result, several Arabic-speaking regions have developed dialects that are unique to them. Dialect and emotion recognition have various uses in Arabic text analysis, such as…

Computation and Language · Computer Science 2025-02-14 Nasser A Alsadhan

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

Computational morphology handles the language processing at the word level. It is one of the foundational tasks in the NLP pipeline for the development of higher level NLP applications. It mainly deals with the processing of words and word…

Computation and Language · Computer Science 2024-06-11 Jatayu Baxi , Brijesh Bhatt