Arabic Natural Language Processing: Challenges and Solutions

Ali Farghaly, Khaled Shaalan​

Journal: ACM Transaction on Asian and Low-Resource Language Information Processing

Keywords: Natural Language Processing, Arabic script, Modern Standard Arabic, Arabic Dialects

Introduction to Arabic Natural Language Processing

Nizar Habash

Publisher: Springer

Keywords: Arabic, natural language processing, computational linguistics, script, phonology, orthography, morphology, syntax, semantics, machine translation

AraGPT2: Pretrained Transformer for Arabic Language Generation

Wassim Antoun, Fady Baly, Hazem Hajj

Journal: arXiv

The Cambridge Handbook of Arabic Linguistics

Edited by Karin Ryding and David Wilmsen

Publisher: Cambridge University Press

Data Science in Light of Natural Language Processing: An Overview

Zeroual, Imad, and Abdelhak

Lakhouaja. “Data science in light of

natural language processing: An

overview.” Procedia Computer

Science 127 (2018): 82-91.

Journal: Science Direct

Arabic sentiment analysis: studies, resources, and tools

Guellil, I., Azouaou, F. & Mendoza, M. Arabic sentiment analysis: studies, resources, and tools. Soc. Netw. Anal. Min. 9, 56 (2019). https://doi.org/10.1007/s13278-019-0602-x

Publisher: Cambridge University Press

Automatic Transliteration of Romanized Dialectal Arabic

Al-Badrashiny, M., Eskander, R.,

Habash, N., and Rambow, O. (2014).

Automatic transliteration of romanized

Dialectal Arabic. In Proceedings of the

Eighteenth Conference on

Computational Natural Language

Learning, pages 30–38, Ann Arbor,

Michigan, June. Association for

Computational Linguistics.

Journal: ACL Anthology

Natural Language Processing

Liddy, Elizabeth D. “Natural language processing.” (2001).

Publisher: Syracuse University Library 

ARBML: Democratizing Arabic Natural Language Processing Tools

Alyafeai, Zaid, and Maged Al-Shaibani.

“ARBML: democritizing arabic natural

language processing tools.”

Proceedings of Second Workshop for

NLP Open Source Software (NLP-OSS).

2020.

Journal: ACL Anthology

Natural Language Processing (Almost) from Scratch

Collobert, Ronan, et al. “Natural language processing (almost) from scratch.” Journal of machine learning research 12.ARTICLE (2011): 2493-2537.

Publisher: ACM Digital Library 

ARAGPT2: Pre-Trained Transformer for Arabic Language Generation

Antoun, Wissam, Fady Baly, and Hazem

Hajj. “Aragpt2: pre-trained transformer

for arabic language generation.” arXiv

preprint arXiv:2012.15520 (2020).

Journal: arXiv

Challenges in Arabic Natural Language Processing

Shaalan, Khaled, et al. “Challenges in Arabic natural language processing.” Computational linguistics, speech and image processing for arabic language. 2019. 59-83.

Publisher: World Scientific