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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

This paper provides a detailed description of a new Twitter-based benchmark dataset for Arabic Sentiment Analysis (ASAD), which is launched in a competition3, sponsored by KAUST for awarding 10000 USD, 5000 USD and 2000 USD to the first,…

Computation and Language · Computer Science 2021-03-11 Basma Alharbi , Hind Alamro , Manal Alshehri , Zuhair Khayyat , Manal Kalkatawi , Inji Ibrahim Jaber , Xiangliang Zhang

In this article, we describe some discursive segmentation methods as well as a preliminary evaluation of the segmentation quality. Although our experiment were carried for documents in French, we have developed three discursive segmentation…

Computation and Language · Computer Science 2020-06-15 Rémy Saksik , Alejandro Molina-Villegas , Andréa Carneiro Linhares , Juan-Manuel Torres-Moreno

Automated analysis of customer feedback on social media is hindered by three challenges: the high cost of annotated training data, the scarcity of evaluation sets, especially in multilingual settings, and privacy concerns that prevent data…

Computation and Language · Computer Science 2026-04-21 Pierre-Carl Langlais , Pavel Chizhov , Yannick Detrois , Carlos Rosas Hinostroza , Ivan P. Yamshchikov , Bastien Perroy

Aspect-based opinion mining is widely applied to review data to aggregate or summarize opinions of a product, and the current state-of-the-art is achieved with Latent Dirichlet Allocation (LDA)-based model. Although social media data like…

Computation and Language · Computer Science 2016-09-22 Kar Wai Lim , Wray Buntine

The fast-growing amount of information on the Internet makes the research in automatic document summarization very urgent. It is an effective solution for information overload. Many approaches have been proposed based on different…

Computation and Language · Computer Science 2018-08-01 Kamal Al-Sabahi , Zuping Zhang , Jun Long , Khaled Alwesabi

Recent years have seen a rise in interest for cross-lingual transfer between languages with similar typology, and between languages of various scripts. However, the interplay between language similarity and difference in script on…

Computation and Language · Computer Science 2021-06-01 Samia Touileb , Jeremy Barnes

Sentiment analysis (SA) is the automated process of detecting and understanding the emotions conveyed through written text. Over the past decade, SA has gained significant popularity in the field of Natural Language Processing (NLP). With…

Computation and Language · Computer Science 2023-05-25 Karthick Prasad Gunasekaran

Aspect-based sentiment analysis (ABSA) in natural language processing enables organizations to understand customer opinions on specific product aspects. While deep learning models are widely used for English ABSA, their application in…

Computation and Language · Computer Science 2025-09-23 Salha Alyami , Amani Jamal , Areej Alhothali

The hospitality industry in the Arab world increasingly relies on customer feedback to shape services, driving the need for advanced Arabic sentiment analysis tools. To address this challenge, the Sentiment Analysis on Arabic Dialects in…

Computation and Language · Computer Science 2025-11-18 Maram Alharbi , Salmane Chafik , Saad Ezzini , Ruslan Mitkov , Tharindu Ranasinghe , Hansi Hettiarachchi

Sentiment analysis is a helpful task to automatically analyse opinions and emotions on various topics in areas such as AI for Social Good, AI in Education or marketing. While many of the sentiment analysis systems are developed for English,…

Computation and Language · Computer Science 2025-11-26 Koena Ronny Mabokela , Tim Schlippe , Mpho Raborife , Turgay Celik

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

Aspect-based sentiment analysis(ABSA) is a textual analysis methodology that defines the polarity of opinions on certain aspects related to specific targets. The majority of research on ABSA is in English, with a small amount of work…

Computation and Language · Computer Science 2023-03-13 Mohammed M. Abdelgwad , Taysir Hassan A Soliman , Ahmed I. Taloba

Nowadays, it is no more needed to do an enormous effort to distribute a lot of forms to thousands of people and collect them, then convert this from into electronic format to track people opinion about some subjects. A lot of web sites can…

Computation and Language · Computer Science 2020-01-29 Zitouni Abdelhafid , Hichem Rahab , Abdelhafid Zitouni , Mahieddine Djoudi

The complete freedom of expression in social media has its costs especially in spreading harmful and abusive content that may induce people to act accordingly. Therefore, the need of detecting automatically such a content becomes an urgent…

Computation and Language · Computer Science 2021-10-12 Slim Gharbi , Heger Arfaoui , Hatem Haddad , Mayssa Kchaou

The rapid advancement of social media enables us to analyze user opinions. In recent times, sentiment analysis has shown a prominent research gap in understanding human sentiment based on the content shared on social media. Although…

Computation and Language · Computer Science 2024-03-12 Md Arid Hasan

Social media data in Arabic language is becoming more and more abundant. It is a consensus that valuable information lies in social media data. Mining this data and making the process easier are gaining momentum in the industries. This…

Computation and Language · Computer Science 2015-11-17 Hao Wang , Vijay R. Bommireddipalli , Ayman Hanafy , Mohamed Bahgat , Sara Noeman , Ossama S. Emam

Sentiment analysis (SA) is an emerging field in text mining. It is the process of computationally identifying and categorizing opinions expressed in a piece of text over different social media platforms. Social media plays an essential role…

Artificial Intelligence · Computer Science 2023-11-21 Sudhanshu Kumar , Partha Pratim Roy , Debi Prosad Dogra , Byung-Gyu Kim

Multimodal Sentiment Analysis (MSA) has recently become a centric research direction for many real-world applications. This proliferation is due to the fact that opinions are central to almost all human activities and are key influencers of…

Computation and Language · Computer Science 2023-06-13 Abdelhamid Haouhat , Slimane Bellaouar , Attia Nehar , Hadda Cherroun

Word embeddings are a core component of modern natural language processing systems, making the ability to thoroughly evaluate them a vital task. We describe DiaLex, a benchmark for intrinsic evaluation of dialectal Arabic word embedding.…