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As text-to-image models become increasingly prevalent, ensuring their equitable performance across diverse cultural contexts is critical. Efforts to mitigate cross-cultural biases have been hampered by trade-offs, including a loss in…

Computer Vision and Pattern Recognition · Computer Science 2025-11-21 Arnav Yayavaram , Siddharth Yayavaram , Simran Khanuja , Michael Saxon , Graham Neubig

This survey offers a comprehensive overview of Large Language Models (LLMs) designed for Arabic language and its dialects. It covers key architectures, including encoder-only, decoder-only, and encoder-decoder models, along with the…

Computation and Language · Computer Science 2026-05-20 Malak Mashaabi , Shahad Al-Khalifa , Hend Al-Khalifa

Recent advancements in instruction fine-tuning, alignment methods such as reinforcement learning from human feedback (RLHF), and optimization techniques like direct preference optimization (DPO) have significantly enhanced the adaptability…

Computation and Language · Computer Science 2025-03-04 Samar M. Magdy , Sang Yun Kwon , Fakhraddin Alwajih , Safaa Abdelfadil , Shady Shehata , Muhammad Abdul-Mageed

Sentiment analysis, the automated process of determining emotions or opinions expressed in text, has seen extensive exploration in the field of natural language processing. However, one aspect that has remained underrepresented is the…

Computation and Language · Computer Science 2024-09-16 Mouad Jbel , Mourad Jabrane , Imad Hafidi , Abdulmutallib Metrane

Social media platforms have become central to global communication, yet they also facilitate the spread of hate speech. For underrepresented dialects like Levantine Arabic, detecting hate speech presents unique cultural, ethical, and…

Computation and Language · Computer Science 2024-12-17 Ahmed Haj Ahmed , Rui-Jie Yew , Xerxes Minocher , Suresh Venkatasubramanian

Large language models (LLMs) closely interact with humans, and thus need an intimate understanding of the cultural values of human society. In this paper, we explore how open-source LLMs make judgments on diverse categories of cultural…

Computation and Language · Computer Science 2024-12-13 Minsang Kim , Seungjun Baek

With the growing emphasis on multilingual and cultural evaluation benchmarks for large language models, language and culture are often treated as synonymous, and performance is commonly used as a proxy for a models understanding of a given…

This study examines whether interviewer variances remain consistent across different modes in mixed-mode studies, using data from two distinct designs. In the first design, when interviewers are responsible for either face-to-face or…

Applications · Statistics 2024-08-23 Wenshan Yu , Michael R. Elliott , Trivellore E. Raghunathan

In this paper, a graph-based coherence estimation method based on the cohesion estimation is suggested. Our method uses a graph-based approach to provide a user with an understanding of the evaluation process. Moreover, it can be applied to…

Computation and Language · Computer Science 2020-11-12 S. D. Pogorilyy , A. A. Kramov

In the current era of digital communication and widespread use of social media, it is crucial to develop an understanding of persuasive techniques employed in written text. This knowledge is essential for effectively discerning accurate…

Computation and Language · Computer Science 2024-05-22 Abdurahmman Alzahrani , Eyad Babkier , Faisal Yanbaawi , Firas Yanbaawi , Hassan Alhuzali

Agile methods are well-known approaches in software development and used in various settings, which may vary wrt. organizational size, culture, or industrial sector. One important facet for the successful use of agile methods is the strong…

Software Engineering · Computer Science 2023-02-24 Michael Neumann , Klaus Schmid , Lars Baumann

Perception of offensiveness is inherently subjective, shaped by the lived experiences and socio-cultural values of the perceivers. Recent years have seen substantial efforts to build AI-based tools that can detect offensive language at…

Computers and Society · Computer Science 2023-12-13 Aida Davani , Mark Díaz , Dylan Baker , Vinodkumar Prabhakaran

Displaying a document in Middle Eastern languages requires contextual analysis due to different presentational forms for each character of the alphabet. The words of the document will be formed by the joining of the correct positional…

Computation and Language · Computer Science 2015-09-15 Kazem Taghva

Large language models (LLMs) trained primarily on English corpora often struggle to capture the linguistic and cultural nuances of Arabic. To address this gap, the Saudi Data and AI Authority (SDAIA) introduced the $ALLaM$ family of…

Computation and Language · Computer Science 2025-08-26 Omer Nacar

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

Detecting offensive language on Twitter has many applications ranging from detecting/predicting bullying to measuring polarization. In this paper, we focus on building a large Arabic offensive tweet dataset. We introduce a method for…

Computation and Language · Computer Science 2021-03-11 Hamdy Mubarak , Ammar Rashed , Kareem Darwish , Younes Samih , Ahmed Abdelali

Existing AI bias evaluation benchmarks largely reflect Western perspectives, leaving African contexts underrepresented and enabling harmful stereotypes in applications across various domains. To address this gap, we introduce AfriStereo,…

Computation and Language · Computer Science 2025-12-01 Yann Le Beux , Oluchi Audu , Oche D. Ankeli , Dhananjay Balakrishnan , Melissah Weya , Marie D. Ralaiarinosy , Ignatius Ezeani

The social media network phenomenon leads to a massive amount of valuable data that is available online and easy to access. Many users share images, videos, comments, reviews, news and opinions on different social networks sites, with…

Computation and Language · Computer Science 2017-11-02 Abdulaziz M. Alayba , Vasile Palade , Matthew England , Rahat Iqbal

The aim of this study is to examine the effect of Information and Communication Technology (ICT) development on country's scientific ranking as measured by H-index. Moreover, this study applies ICT development sub-indices including ICT Use,…

Qatar's football sector has undergone a substantial technological transformation with the implementation of Electronic Performance and Tracking Systems (EPTS). This study examines the impact of cultural and technological factors on EPTS…

Computers and Society · Computer Science 2025-03-24 Abdulaziz Al Mannai