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Current state-of-art feature-engineered and end-to-end Automated Essay Score (AES) methods are proven to be unable to detect adversarial samples, e.g. the essays composed of permuted sentences and the prompt-irrelevant essays. Focusing on…

Computation and Language · Computer Science 2019-12-23 Jiawei Liu , Yang Xu , Yaguang Zhu

Dialectal Arabic (DA) poses a persistent challenge for natural language processing (NLP), as most everyday communication in the Arab world occurs in dialects that diverge significantly from Modern Standard Arabic (MSA). This linguistic…

Computation and Language · Computer Science 2025-09-04 Abdullah Alabdullah , Lifeng Han , Chenghua Lin

The Arabic Citation Index (ARCI) was launched in 2020. This article provides an overview of the scientific literature contained in this new database and explores its possible usage in research evaluation. As of May 2022, ARCI had indexed…

Digital Libraries · Computer Science 2023-10-24 Jamal El-Ouahi

Automated essay scoring (AES) to evaluate second language (L2) proficiency has been a firmly established technology used in educational contexts for decades. Although holistic scoring has seen advancements in AES that match or even exceed…

Computation and Language · Computer Science 2024-04-30 Stefano Bannò , Hari Krishna Vydana , Kate M. Knill , Mark J. F. Gales

Safety alignment in Language Models (LMs) is fundamental for trustworthy AI. However, while different stakeholders are trying to leverage Arabic Language Models (ALMs), systematic safety evaluation of ALMs remains largely underexplored,…

Computation and Language · Computer Science 2026-03-06 Omar Abdelnasser , Fatemah Alharbi , Khaled Khasawneh , Ihsen Alouani , Mohammed E. Fouda

Large language models (LLMs) have been significantly improved by instruction fine-tuning, but still lack transparency and the ability to utilize up-to-date knowledge and information. In this work, we propose search-augmented instruction…

Computation and Language · Computer Science 2023-06-27 Hongyin Luo , Yung-Sung Chuang , Yuan Gong , Tianhua Zhang , Yoon Kim , Xixin Wu , Danny Fox , Helen Meng , James Glass

Amid the swift progress of large language models (LLMs) and their evolution into large multimodal models (LMMs), significant strides have been made in high-resource languages such as English and Chinese. While Arabic LLMs have seen notable…

Computer Vision and Pattern Recognition · Computer Science 2025-02-06 Ahmed Heakl , Sara Ghaboura , Omkar Thawkar , Fahad Shahbaz Khan , Hisham Cholakkal , Rao Muhammad Anwer , Salman Khan

Large-scale multimodal models achieve strong results on tasks like Visual Question Answering (VQA), but they are often limited when queries require cultural and visual information, everyday knowledge, particularly in low-resource and…

Large Language Models (LLMs) are increasingly used in Spoken Language Understanding (SLU), where effective multimodal learning depends on the alignment between audio and text. Despite various fusion methods, no standard metric exists to…

Computation and Language · Computer Science 2025-07-08 Pooneh Mousavi , Yingzhi Wang , Mirco Ravanelli , Cem Subakan

We present a comprehensive evaluation of Large Language Models (LLMs) on Computer Science (CS) Data Structure examination questions. Our work introduces a new benchmark dataset comprising exam questions from Tel Aviv University (TAU),…

Computation and Language · Computer Science 2026-04-28 Edan Gabay , Yael Maoz , Jonathan Stahl , Naama Maoz , Abdo Amer , Orr Eilat , Hanoch Levy , Michal Kleinbort , Amir Rubinstein , Adi Haviv

Automated Essay Score (AES) is proven to be one of the cutting-edge technologies. Scoring techniques are used for various purposes. Reliable scores are calculated based on influential variables. Such variables can be computed by different…

Machine Learning · Computer Science 2023-10-05 Bagiya Lakshmi S , Sanjjushri Varshini R , Rohith Mahadevan , Raja CSP Raman

Arabic Text-to-Speech (TTS) research has been hindered by the availability of both publicly available training data and accurate Arabic diacritization models. In this paper, we address the limitation by exploring Arabic TTS training on…

Computation and Language · Computer Science 2026-03-03 Ahmed Musleh , Yifan Zhang , Kareem Darwish

This paper presents a comprehensive overview of the first edition of the Academic Essay Authenticity Challenge, organized as part of the GenAI Content Detection shared tasks collocated with COLING 2025. This challenge focuses on detecting…

Computation and Language · Computer Science 2024-12-25 Shammur Absar Chowdhury , Hind Almerekhi , Mucahid Kutlu , Kaan Efe Keles , Fatema Ahmad , Tasnim Mohiuddin , George Mikros , Firoj Alam

This study addresses critical gaps in Automated Essay Scoring (AES) systems and Large Language Models (LLMs) with regard to their ability to effectively identify and score harmful essays. Despite advancements in AES technology, current…

Computation and Language · Computer Science 2026-01-12 Hongjin Kim , Jeonghyun Kang , Harksoo Kim

This paper addresses critical gaps in Arabic language model evaluation by establishing comprehensive theoretical guidelines and introducing a novel evaluation framework. We first analyze existing Arabic evaluation datasets, identifying…

Computation and Language · Computer Science 2025-06-03 Serry Sibaee , Omer Nacar , Adel Ammar , Yasser Al-Habashi , Abdulrahman Al-Batati , Wadii Boulila

Natural language processing (NLP), particularly sentiment analysis, plays a vital role in areas like marketing, customer service, and social media monitoring by providing insights into user opinions and emotions. However, progress in Arabic…

Computation and Language · Computer Science 2025-09-30 Dania Refai , Alaa Dalaq , Doaa Dalaq , Irfan Ahmad

The first automated essay scoring system was developed 50 years ago. Automated essay scoring systems are developing into systems with richer functions than the previous simple scoring systems. Its purpose is not only to score essays but…

Computation and Language · Computer Science 2023-07-13 You-Jin Jong , Yong-Jin Kim , Ok-Chol Ri

This paper presents a dataset for closest opposite questions in Arabic language. The dataset is the first of its kind for the Arabic language. It is beneficial for the assessment of systems on the aspect of antonymy detection. The structure…

Computation and Language · Computer Science 2023-10-24 Sandra Rizkallah , Amir F. Atiya , Samir Shaheen

Many AI detection models have been developed to counter the presence of articles created by artificial intelligence (AI). However, if a human-authored article is slightly polished by AI, a shift will occur in the borderline decision of…

Computation and Language · Computer Science 2025-12-03 Saleh Almohaimeed , Saad Almohaimeed , Mousa Jari , Khaled A. Alobaid , Fahad Alotaibi

Arabic is a widely-spoken language with a rich and long history spanning more than fourteen centuries. Yet existing Arabic corpora largely focus on the modern period or lack sufficient diachronic information. We develop a large-scale,…

Computation and Language · Computer Science 2016-12-30 Yonatan Belinkov , Alexander Magidow , Maxim Romanov , Avi Shmidman , Moshe Koppel
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