A review of sentiment analysis research in Arabic language

O Oueslati, E Cambria, MB HajHmida… - Future Generation …, 2020‏ - Elsevier
Sentiment analysis is a task of natural language processing that has recently attracted
increasing attention. However, sentiment analysis research has mainly been carried out for …

Efficient utilization of pre-trained models: A review of sentiment analysis via prompt learning

K Bu, Y Liu, X Ju - Knowledge-Based Systems, 2024‏ - Elsevier
Sentiment analysis is one of the traditional well-known tasks in Natural Language
Processing (NLP) research. In recent years, Pre-trained Models (PMs) have become one of …

Arabert: Transformer-based model for arabic language understanding

W Antoun, F Baly, H Hajj - arxiv preprint arxiv:2003.00104, 2020‏ - arxiv.org
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 …

Arabic text classification using deep learning models

A Elnagar, R Al-Debsi, O Einea - Information Processing & Management, 2020‏ - Elsevier
Text classification or categorization is the process of automatically tagging a textual
document with most relevant labels or categories. When the number of labels is restricted to …

Deep learning-based sentiment classification of evaluative text based on Multi-feature fusion

A Abdi, SM Shamsuddin, S Hasan, J Piran - Information Processing & …, 2019‏ - Elsevier
Sentiment analysis concerns the study of opinions expressed in a text. Due to the huge
amount of reviews, sentiment analysis plays a basic role to extract significant information …

Sentiment analysis of Arabic tweets using deep learning

M Heikal, M Torki, N El-Makky - Procedia Computer Science, 2018‏ - Elsevier
Sentiment analysis is the computational study of people's opinions, attitudes and emotions
toward entities, individuals, issues, events or topics. A lot of research has been done to …

A combined CNN and LSTM model for Arabic sentiment analysis

AM Alayba, V Palade, M England, R Iqbal - … : Second IFIP TC 5, TC 8/WG …, 2018‏ - Springer
Deep neural networks have shown good data modelling capabilities when dealing with
challenging and large datasets from a wide range of application areas. Convolutional …

A comprehensive survey of arabic sentiment analysis

M Al-Ayyoub, AA Khamaiseh, Y Jararweh… - Information processing & …, 2019‏ - Elsevier
Sentiment analysis (SA) is a continuing field of research that lies at the intersection of many
fields such as data mining, natural language processing and machine learning. It is …

Deep bidirectional LSTM network learning-based sentiment analysis for Arabic text

H Elfaik, EH Nfaoui - Journal of Intelligent Systems, 2020‏ - degruyter.com
Sentiment analysis aims to predict sentiment polarities (positive, negative or neutral) of a
given piece of text. It lies at the intersection of many fields such as Natural Language …

Mazajak: An online Arabic sentiment analyser

IA Farha, W Magdy - Proceedings of the fourth arabic natural …, 2019‏ - aclanthology.org
Sentiment analysis (SA) is one of the most useful natural language processing applications.
Literature is flooding with many papers and systems addressing this task, but most of the …