Arabic text diacritization using deep neural networks

A Fadel, I Tuffaha, M Al-Ayyoub - 2019 2nd international …, 2019 - ieeexplore.ieee.org
… Ali-Soft: Ali-Soft3 provides simple diacritization and text to speech (TTS) services … is Shakkala
of Barqawi and Zerrouki [18]. The reason for selecting this system is because the Shakkala

Full Diacritization of the Arabic Text to Improve Screen Readers for the Visually Impaired

B Abuali, MB Kurdy - Advances in Human‐Computer Interaction, 2022 - Wiley Online Library
… of Arabic text in TTS systems, hoping to make the synthesized speech smoother and closer
to the natural sound. … In building our proposed system in this study, we used Shakkala as it …

Automatic Restoration of Diacritics for Speech Data Sets

S Shatnawi, S Alqahtani, H Aldarmaki - arXiv preprint arXiv:2311.10771, 2023 - arxiv.org
… Recognition (ASR) and Textto-Speech synthesis (TTS), text-based diacritic restoration …
This dataset comprises a large collection of Arabic texts mainly from Classical Arabic (CA) lit…

BERT-Based Arabic Diacritization: A state-of-the-art approach for improving text accuracy and pronunciation

R Kharsa, A Elnagar, S Yagi - Expert Systems with Applications, 2024 - Elsevier
… , sound, position, an example using the letter r, and the sound it gives to the letter. … on
Arabic text. However, during the prediction phase, the model will still attempt to process non-Arabic

Neural Arabic text diacritization: State of the art results and a novel approach for machine translation

A Fadel, I Tuffaha, B Al-Jawarneh… - arXiv preprint arXiv …, 2019 - arxiv.org
text to speech (TTS). At the same time, this problem is a very challenging one even to native
speakers of Arabic … be at most 315 characters long (Shakkala system limit), which causes a …

Multi-components system for automatic Arabic diacritization

H Abbad, S Xiong - Advances in Information Retrieval: 42nd European …, 2020 - Springer
… is doubled, rather than making a primitive sound. The Tanween diacritics can appear only
at … -reported system (Shakkala). These results can be justified as Shakkala does not perform …

Deep diacritization: Efficient hierarchical recurrence for improved Arabic diacritization

B AlKhamissi, MN ElNokrashy, M Gabr - arXiv preprint arXiv:2011.00538, 2020 - arxiv.org
… be difficult for non-experts, such as religious texts, some literary works such as poetry, and
… for reading undiacritized text. We focus in this work on diacritization of Arabic texts. However, …

Automatic methods and neural networks in Arabic texts diacritization: a comprehensive survey

MM Almanea - IEEE Access, 2021 - ieeexplore.ieee.org
… of Shakkala is its remarkable ability to handle the case of diacritizing the last letter of each
word (case-marking). However, Shakkala … the category of Arabic text to speech synthesis field, …

Neural Arabic Text Diacritization: State-of-the-Art Results and a Novel Approach for Arabic NLP Downstream Tasks

A Fadel, I Tuffaha, M Al-Ayyoub - … on Asian and Low-Resource Language …, 2021 - dl.acm.org
Arabic Text Diacritization (ATD) is an important problem with various applications such as text
to speech … to be at most 315 characters long (Shakkala system limit), which causes a slight …

Neural Network for Arabic Text Diacritization on a New Dataset

Z Iman, S Adnan, EMB Eddine - International Conference On Big Data and …, 2022 - Springer
… The most important work is [14], the open-source project Shakkala for Arabic text … complex
tasks such as neural machine translation, text-to-speech synthesis, sentiment analysis, image …