A Brief Review on Preprocessing Text in Arabic Language Dataset: Techniques and Challenges

AA Nafea, MS Muayad, RR Majeed… - … Journal of Artificial …, 2024 - mesopotamian.press
Text preprocessing plays an important role in natural language processing (NLP) tasks
containing text classification, sentiment analysis, and machine translation. The …

Hybridization of Self Supervised Learning Models for Enhancing Automatic Arabic Speech Recognition

HA Younis, YF Mohammad - 2024 4th International …, 2024 - ieeexplore.ieee.org
End-to-end systems for automatic recognition of Arabic speech have gained significant
importance in the last few years. Arabic is considered as one of the low resource languages …

Optimizing Whisper models for Amazigh ASR: a comparative analysis

M Daouad, F Ataa Allah, EW Dadi - International Journal of Speech …, 2024 - Springer
Abstract Recent breakthroughs in Natural Language Processing have significantly
enhanced the presence of Automatic Speech Recognition (ASR) systems in daily life. The …

Parameter-efficient fine-tuning of Whisper for low-resource speech recognition

Y Liu, D Qu - 2024 5th International Seminar on Artificial …, 2024 - ieeexplore.ieee.org
Limited data availability remains a significant challenge for Whisper's low-resource speech
recognition performance, falling short of practical application requirements. While previous …

Computational Approaches to Linguistic Challenges in Arabic Speech Recognition

E Albasiri - 2024 - search.proquest.com
This dissertation aims to document the linguistic features of Arabic that pose challenges to
speech and language technologies and advance these technologies by develo** state-of …

Enhancing Speech-to-Text Transcription Accuracy for the Bahraini Dialect

A Almahmood, H Al-Ammal… - … on Innovation and …, 2024 - ieeexplore.ieee.org
This study investigates means of enhancing the accuracy of Automated Speech Recognition
(ASR) systems for the Bahraini dialect, a variant that has received minimal attention in …

UM IWSLT 2024 Low-Resource Speech Translation: Combining Maltese and North Levantine Arabic

S Nabhani, A Williams, M Jannat… - Proceedings of the …, 2024 - aclanthology.org
The IWSLT low-resource track encourages innovation in the field of speech translation,
particularly in data-scarce conditions. This paper details our submission for the IWSLT 2024 …

Towards Unified Processing of Perso-Arabic Scripts for ASR

S Bandarupalli, B Akkiraju… - Proceedings of the …, 2025 - aclanthology.org
Abstract Automatic Speech Recognition (ASR) systems for morphologically complex
languages like Urdu, Persian, and Arabic face unique challenges due to the intricacies of …