BERT models for Arabic text classification: a systematic review

AS Alammary - Applied Sciences, 2022 - mdpi.com
Bidirectional Encoder Representations from Transformers (BERT) has gained increasing
attention from researchers and practitioners as it has proven to be an invaluable technique …

[HTML][HTML] A systematic literature review of Arabic dialect sentiment analysis

Y Matrane, F Benabbou, N Sael - … of King Saud University-Computer and …, 2023 - Elsevier
Sentiment analysis is the process of using natural language processing, computational
linguistics, and other text analysis techniques to identify and extract subjective information in …

ARBERT & MARBERT: Deep bidirectional transformers for Arabic

M Abdul-Mageed, AR Elmadany… - arXiv preprint arXiv …, 2020 - arxiv.org
Pre-trained language models (LMs) are currently integral to many natural language
processing systems. Although multilingual LMs were also introduced to serve many …

The interplay of variant, size, and task type in Arabic pre-trained language models

G Inoue, B Alhafni, N Baimukan, H Bouamor… - arXiv preprint arXiv …, 2021 - arxiv.org
In this paper, we explore the effects of language variants, data sizes, and fine-tuning task
types in Arabic pre-trained language models. To do so, we build three pre-trained language …

AraT5: Text-to-text transformers for Arabic language generation

EMB Nagoudi, AR Elmadany… - arXiv preprint arXiv …, 2021 - arxiv.org
Transfer learning with a unified Transformer framework (T5) that converts all language
problems into a text-to-text format was recently proposed as a simple and effective transfer …

NADI 2022: The third nuanced Arabic dialect identification shared task

M Abdul-Mageed, C Zhang, AR Elmadany… - arXiv preprint arXiv …, 2022 - arxiv.org
We describe findings of the third Nuanced Arabic Dialect Identification Shared Task (NADI
2022). NADI aims at advancing state of the art Arabic NLP, including on Arabic dialects. It …

Pre-training bert on arabic tweets: Practical considerations

A Abdelali, S Hassan, H Mubarak, K Darwish… - arXiv preprint arXiv …, 2021 - arxiv.org
Pretraining Bidirectional Encoder Representations from Transformers (BERT) for
downstream NLP tasks is a non-trival task. We pretrained 5 BERT models that differ in the …

Gptaraeval: A comprehensive evaluation of chatgpt on arabic nlp

MTI Khondaker, A Waheed, EMB Nagoudi… - arXiv preprint arXiv …, 2023 - arxiv.org
ChatGPT's emergence heralds a transformative phase in NLP, particularly demonstrated
through its excellent performance on many English benchmarks. However, the model's …

Emojis as anchors to detect arabic offensive language and hate speech

H Mubarak, S Hassan, SA Chowdhury - Natural Language …, 2023 - cambridge.org
We introduce a generic, language-independent method to collect a large percentage of
offensive and hate tweets regardless of their topics or genres. We harness the extralinguistic …

A panoramic survey of natural language processing in the Arab world

K Darwish, N Habash, M Abbas, H Al-Khalifa… - Communications of the …, 2021 - dl.acm.org
THE TERM NATURAL language refers to any system of symbolic communication (spoken,
signed, or written) that has evolved naturally in humans without intentional human planning …