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We study the performance of Arabic text classification combining various techniques: (a) tfidf vs. dependency syntax, for feature selection and weighting; (b) class association rules vs. support vector machines, for classification. The…

计算与语言 · 计算机科学 2014-10-21 Yannis Haralambous , Yassir Elidrissi , Philippe Lenca

Since their inception, transformer-based language models have led to impressive performance gains across multiple natural language processing tasks. For Arabic, the current state-of-the-art results on most datasets are achieved by the…

计算与语言 · 计算机科学 2021-03-11 Amey Hengle , Atharva Kshirsagar , Shaily Desai , Manisha Marathe

Social media is becoming a source of news for many people due to its ease and freedom of use. As a result, fake news has been spreading quickly and easily regardless of its credibility, especially in the last decade. Fake news publishers…

计算与语言 · 计算机科学 2022-05-09 Ali Bou Nassif , Ashraf Elnagar , Omar Elgendy , Yaman Afadar

With the growth of content on social media networks, enterprises and services providers have become interested in identifying the questions of their customers. Tracking these questions become very challenging with the growth of text that…

计算与语言 · 计算机科学 2020-08-11 Ahmed Ramzy , Ahmed Elazab

This paper presents a comprehensive examination of the impact of tokenization strategies and vocabulary sizes on the performance of Arabic language models in downstream natural language processing tasks. Our investigation focused on the…

计算与语言 · 计算机科学 2024-09-23 Mohamed Taher Alrefaie , Nour Eldin Morsy , Nada Samir

Handwritten character recognition has been the center of research and a benchmark problem in the sector of pattern recognition and artificial intelligence, and it continues to be a challenging research topic. Due to its enormous application…

计算机视觉与模式识别 · 计算机科学 2022-09-09 Akm Ashiquzzaman , Abdul Kawsar Tushar , Md Ashiqur Rahman

Despite the importance of handwritten numeral classification, a robust and effective method for a widely used language like Arabic is still due. This study focuses to overcome two major limitations of existing works: data diversity and…

计算机视觉与模式识别 · 计算机科学 2019-08-07 S. M. A. Sharif , Ghulam Mujtaba , S. M. Nadim Uddin

Online hatred is a growing concern on many social media platforms. To address this issue, different social media platforms have introduced moderation policies for such content. They also employ moderators who can check the posts violating…

计算与语言 · 计算机科学 2021-12-01 Mithun Das , Somnath Banerjee , Punyajoy Saha

Text categorization is the process of grouping documents into categories based on their contents. This process is important to make information retrieval easier, and it became more important due to the huge textual information available…

信息检索 · 计算机科学 2015-01-08 Ashraf Odeh , Aymen Abu-Errub , Qusai Shambour , Nidal Turab

This report contains the details regarding our submission to the OffensEval 2019 (SemEval 2019 - Task 6). The competition was based on the Offensive Language Identification Dataset. We first discuss the details of the classifier implemented…

计算与语言 · 计算机科学 2019-03-26 Nicolò Frisiani , Alexis Laignelet , Batuhan Güler

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…

计算与语言 · 计算机科学 2012-03-22 Tarek El-shishtawy , Abdulwahab Al-sammak

Text classification has become a crucial task in various fields, leading to a significant amount of research on developing automated text classification systems for national and international languages. However, there is a growing need for…

计算与语言 · 计算机科学 2023-05-08 Mursal Dawodi , Jawid Ahmad Baktash

Language-specific pre-trained models have proven to be more accurate than multilingual ones in a monolingual evaluation setting, Arabic is no exception. However, we found that previously released Arabic BERT models were significantly…

Automated Essay Scoring (AES) plays a crucial role in assessing language learners' writing quality, reducing grading workload, and providing real-time feedback. The lack of annotated essay datasets inhibits the development of Arabic AES…

计算与语言 · 计算机科学 2025-06-11 Chatrine Qwaider , Bashar Alhafni , Kirill Chirkunov , Nizar Habash , Ted Briscoe

Arabic dialect recognition presents a significant challenge in speech technology due to the linguistic diversity of Arabic and the scarcity of large annotated datasets, particularly for underrepresented dialects. This research investigates…

音频与语音处理 · 电气工程与系统科学 2025-06-27 Ghazal Al-Shwayyat , Omer Nezih Gerek

In this research paper, I will elaborate on a method to evaluate machine translation models based on their performance on underlying syntactical phenomena between English and Arabic languages. This method is especially important as such…

计算与语言 · 计算机科学 2021-06-04 Ofek Rafaeli , Omri Abend , Leshem Choshen , Dmitry Nikolaev

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…

计算与语言 · 计算机科学 2019-11-12 Ali Fadel , Ibraheem Tuffaha , Bara' Al-Jawarneh , Mahmoud Al-Ayyoub

Question semantic similarity is a challenging and active research problem that is very useful in many NLP applications, such as detecting duplicate questions in community question answering platforms such as Quora. Arabic is considered to…

计算与语言 · 计算机科学 2019-09-23 Hesham Al-Bataineh , Wael Farhan , Ahmad Mustafa , Haitham Seelawi , Hussein T. Al-Natsheh

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 these models have been compared with…

计算与语言 · 计算机科学 2022-11-18 Ahmed Abdelali , Nadir Durrani , Fahim Dalvi , Hassan Sajjad

Nowadays, offensive content in social media has become a serious problem, and automatically detecting offensive language is an essential task. In this paper, we build an offensive language detection system, which combines multi-task…

计算与语言 · 计算机科学 2020-07-21 Wenliang Dai , Tiezheng Yu , Zihan Liu , Pascale Fung