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Arabic is a Semitic language which is widely spoken with many dialects. Given the success of pre-trained language models, many transformer models trained on Arabic and its dialects have surfaced. While there have been an extrinsic…

Computation and Language · Computer Science 2022-10-19 Ahmed Abdelali , Nadir Durrani , Fahim Dalvi , Hassan Sajjad

Label distribution learning (LDL) is a general learning framework, which assigns to an instance a distribution over a set of labels rather than a single label or multiple labels. Current LDL methods have either restricted assumptions on the…

Machine Learning · Computer Science 2017-10-18 Wei Shen , Kai Zhao , Yilu Guo , Alan Yuille

Despite advances in machine learning (ML) and large language models (LLMs), rule-based natural language processing (NLP) systems remain active in clinical settings due to their interpretability and operational efficiency. However, their…

Computation and Language · Computer Science 2025-06-23 Jianlin Shi , Brian T. Bucher

Large Language Models (LLMs) have shown remarkable capabilities, not only in generating human-like text, but also in acquiring knowledge. This highlights the need to go beyond the typical Natural Language Processing downstream benchmarks…

Computation and Language · Computer Science 2025-01-03 Ahmad Mustapha , Hadi Al-Khansa , Hadi Al-Mubasher , Aya Mourad , Ranam Hamoud , Hasan El-Husseini , Marwah Al-Sakkaf , Mariette Awad

Obtaining syntactic parses is a crucial part of many NLP pipelines. However, most of the world's languages do not have large amounts of syntactically annotated corpora available for building parsers. Syntactic projection techniques attempt…

Computation and Language · Computer Science 2016-05-17 Ryan Georgi , Fei Xia , William D. Lewis

Large language models (LLMs) have received a lot of attention in natural language processing (NLP) research because of their exceptional performance in understanding and generating human languages. However, low-resource languages are left…

Most work in text classification and Natural Language Processing (NLP) focuses on English or a handful of other languages that have text corpora of hundreds of millions of words. This is creating a new version of the digital divide: the…

Computation and Language · Computer Science 2019-03-28 Meryem M'hamdi , Robert West , Andreea Hossmann , Michael Baeriswyl , Claudiu Musat

This article introduces the benefits of using computer as a tool for foreign language teaching and learning. It describes the effect of using Natural Language Processing (NLP) tools for learning Arabic. The technique explored in this…

Artificial Intelligence · Computer Science 2012-07-11 Mohamed Achraf Ben Mohamed , Dhaou El Ghoul , Mohamed Amine Nahdi , Mourad Mars , Mounir Zrigui

High-quality WordNets are crucial for achieving high-quality results in NLP applications that rely on such resources. However, the wordnets of most languages suffer from serious issues of correctness and completeness with respect to the…

Computation and Language · Computer Science 2024-04-01 Abed Alhakim Freihat , Hadi Khalilia , Gábor Bella , Fausto Giunchiglia

We introduce Konooz, a novel multi-dimensional corpus covering 16 Arabic dialects across 10 domains, resulting in 160 distinct corpora. The corpus comprises about 777k tokens, carefully collected and manually annotated with 21 entity types…

Computation and Language · Computer Science 2025-06-17 Nagham Hamad , Mohammed Khalilia , Mustafa Jarrar

We present a graph-based approach enriched with lexicons to predict document-level readability in Arabic, developed as part of the Constrained Track of the BAREC Shared Task 2025. Our system models each document as a sentence-level graph,…

Computation and Language · Computer Science 2025-09-30 Passant Elchafei , Mayar Osama , Mohamed Rageh , Mervat Abuelkheir

Existing datasets available for crosslinguistic investigations have tended to focus on large amounts of data for a small group of languages or a small amount of data for a large number of languages. This means that claims based on these…

Computation and Language · Computer Science 2026-01-27 Hiram Ring

Large Language Models (LLMs) are now integral to numerous industries, increasingly serving as the core reasoning engine for autonomous agents that perform complex tasks through tool-use. While the development of Arabic-native LLMs is…

Artificial Intelligence · Computer Science 2026-01-09 Konstantin Kubrak , Ahmed El-Moselhy , Ammar Alsulami , Remaz Altuwaim , Hassan Ismail Fawaz , Faisal Alsaby

We present an Arabic crossword puzzle generator from a given text that utilizes advanced language models such as GPT-4-Turbo, GPT-3.5-Turbo and Llama3-8B-Instruct, specifically developed for educational purposes, this innovative generator…

Computation and Language · Computer Science 2025-01-22 Kamyar Zeinalipour , Mohamed Zaky Saad , Marco Maggini , Marco Gori

This paper introduces LatinCy, a set of trained general purpose Latin-language "core" pipelines for use with the spaCy natural language processing framework. The models are trained on a large amount of available Latin data, including all…

Computation and Language · Computer Science 2023-05-09 Patrick J. Burns

Deductive coding is a widely used qualitative research method for determining the prevalence of themes across documents. While useful, deductive coding is often burdensome and time consuming since it requires researchers to read, interpret,…

Computation and Language · Computer Science 2023-06-28 Robert Chew , John Bollenbacher , Michael Wenger , Jessica Speer , Annice Kim

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.…

There are numerous complex and rich morphological features in the Arabic language, which are highly useful when analyzing traditional Arabic textbooks, especially in the literary and religious contexts, and help in understanding the meaning…

Computation and Language · Computer Science 2025-01-24 Huda AlShuhayeb , Behrouz Minaei-Bidgoli , Mohammad E. Shenassa , Sayyed-Ali Hossayni

Natural Language Processing (NLP) is an important branch of artificial intelligence that studies how to enable computers to understand, process, and generate human language. Text classification is a fundamental task in NLP, which aims to…

Computation and Language · Computer Science 2024-03-18 Xiaonan Xu , Zheng Xu , Zhipeng Ling , Zhengyu Jin , ShuQian Du

In this paper, a supervised learning technique for extracting keyphrases of Arabic documents is presented. The extractor is supplied with linguistic knowledge to enhance its efficiency instead of relying only on statistical information such…

Computation and Language · Computer Science 2012-03-22 Tarek El-shishtawy , Abdulwahab Al-sammak