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In multi-label emotion classification, particularly for low-resource languages like Arabic, the challenges of class imbalance and label correlation hinder model performance, especially in accurately predicting minority emotions. To address…

Computer Vision and Pattern Recognition · Computer Science 2024-11-15 Muhammad Azeem Aslam , Wang Jun , Nisar Ahmed , Muhammad Imran Zaman , Li Yanan , Hu Hongfei , Wang Shiyu , Xin Liu

Automatically captioning images with natural language sentences is an important research topic. State of the art models are able to produce human-like sentences. These models typically describe the depicted scene as a whole and do not…

Computer Vision and Pattern Recognition · Computer Science 2019-08-07 Philipp Harzig , Stephan Brehm , Rainer Lienhart , Carolin Kaiser , René Schallner

The Internet and, in particular, Online Social Networks have changed the way that terrorist and extremist groups can influence and radicalise individuals. Recent reports show that the mode of operation of these groups starts by exposing a…

Social and Information Networks · Computer Science 2021-06-22 Mariam Nouh , Jason R. C. Nurse , Michael Goldsmith

In this paper, we introduce a rule-based approach to annotate Locative and Directional Expressions in Arabic natural language text. The annotation is based on a constructed semantic map of the spatiality domain. Challenges are twofold:…

Computation and Language · Computer Science 2018-05-29 Rita Hijazi , Amani Sabra , Moustafa Al-Hajj

With the increasing amount of web information, questions answering systems becomes very important to allow users to access to direct answers for their requests. This paper presents an Arabic Questions Answering Systems based on entailment…

Computation and Language · Computer Science 2019-07-10 Fatima T. AL-Khawaldeh

Since the events of the Arab Spring, there has been increased interest in using social media to anticipate social unrest. While efforts have been made toward automated unrest prediction, we focus on filtering the vast volume of tweets to…

Computation and Language · Computer Science 2017-04-04 Alan Mishler , Kevin Wonus , Wendy Chambers , Michael Bloodgood

Identifying hate speech content in the Arabic language is challenging due to the rich quality of dialectal variations. This study introduces a multilabel hate speech dataset in the Arabic language. We have collected 10000 Arabic tweets and…

Computation and Language · Computer Science 2025-05-26 Wajdi Zaghouani , Md. Rafiul Biswas

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

Hate speech is a growing problem on social media. It can seriously impact society, especially in countries like Ethiopia, where it can trigger conflicts among diverse ethnic and religious groups. While hate speech detection in resource rich…

Computation and Language · Computer Science 2024-08-08 Samuel Minale Gashe , Seid Muhie Yimam , Yaregal Assabie

Detecting subjectivity in news sentences is crucial for identifying media bias, enhancing credibility, and combating misinformation by flagging opinion-based content. It provides insights into public sentiment, empowers readers to make…

Computation and Language · Computer Science 2024-06-11 Reem Suwaileh , Maram Hasanain , Fatema Hubail , Wajdi Zaghouani , Firoj Alam

Framing detection in Arabic social media is difficult due to interpretive ambiguity, cultural grounding, and limited reliable supervision. Existing LLM-based weak supervision methods typically rely on label aggregation, which is brittle…

Computation and Language · Computer Science 2026-03-06 Rabab Alkhalifa

Investor sentiment shapes financial markets, yet modeling sentiment in Arabic financial contexts remains challenging due to linguistic complexity and limited resources. We present an Arabic NLP framework for large-scale financial sentiment…

Computation and Language · Computer Science 2026-05-20 Mona H. Albaqawi , Eman M. Albalkhi , Joud A. Albaiti , Enrico Lopedoto

Recently, there have been tremendous research outcomes in the fields of speech recognition and natural language processing. This is due to the well-developed multi-layers deep learning paradigms such as wav2vec2.0, Wav2vecU, WavBERT, and…

Computer Vision and Pattern Recognition · Computer Science 2021-10-12 Omar Mohamed , Salah A. Aly

Communicating through social platforms has become one of the principal means of personal communications and interactions. Unfortunately, healthy communication is often interfered by offensive language that can have damaging effects on the…

Computation and Language · Computer Science 2025-02-19 Yasser Otiefy , Ahmed Abdelmalek , Islam El Hosary

The complex challenge of detecting sarcasm in Arabic speech on social media is increased by the language diversity and the nature of sarcastic expressions. There is a significant gap in the capability of existing models to effectively…

Computation and Language · Computer Science 2024-05-06 Ghalyah H. Aleryani , Wael Deabes , Khaled Albishre , Alaa E. Abdel-Hakim

The interest in demographic information retrieval based on text data has increased in the research community because applications have shown success in different sectors such as security, marketing, heath-care, and others. Recognition and…

Computation and Language · Computer Science 2021-07-07 Daniel Escobar-Grisales , Juan Camilo Vasquez-Correa , Juan Rafael Orozco-Arroyave

The Arabic language is a morphologically rich language with relatively few resources and a less explored syntax compared to English. Given these limitations, Arabic Natural Language Processing (NLP) tasks like Sentiment Analysis (SA), Named…

Computation and Language · Computer Science 2021-03-09 Wissam Antoun , Fady Baly , Hazem Hajj

In this paper, we address the problems of Arabic Text Classification and stemming using Transducers and Rational Kernels. We introduce a new stemming technique based on the use of Arabic patterns (Pattern Based Stemmer). Patterns are…

Computation and Language · Computer Science 2015-02-27 Attia Nehar , Djelloul Ziadi , Hadda Cherroun

The technological advancement and sophistication in cameras and gadgets prompt researchers to have focus on image analysis and text understanding. The deep learning techniques demonstrated well to assess the potential for classifying text…

Computer Vision and Pattern Recognition · Computer Science 2017-04-25 Saad Bin Ahmed , Saeeda Naz , Muhammad Imran Razzak , Rubiyah Yousaf

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