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Pashto is spoken by approximately 60--80 million people but has no published benchmarks for multilingual automatic speech recognition (ASR) on any shared public test set. This paper reports the first reproducible multi-model evaluation on…

Computation and Language · Computer Science 2026-04-07 Hanif Rahman

Voice based applications are ruling over the era of automation because speech has a lot of factors that determine a speakers information as well as speech. Modern Automatic Speech Recognition (ASR) is a blessing in the field of…

Audio and Speech Processing · Electrical Eng. & Systems 2024-04-24 Hasmot Ali , Md. Fahad Hossain , Md. Mehedi Hasan , Sheikh Abujar , Sheak Rashed Haider Noori

Over 5% of the world's population (466 million people) has disabling hearing loss. 4 million are children. They can be hard of hearing or deaf. Deaf people mostly have profound hearing loss. Which implies very little or no hearing. Over the…

Computation and Language · Computer Science 2020-05-05 Salma El Anigri , Mohammed Majid Himmi , Abdelhak Mahmoudi

Arabic is recognised as the 4th most used language of the Internet. Arabic has three main varieties: (1) classical Arabic (CA), (2) Modern Standard Arabic (MSA), (3) Arabic Dialect (AD). MSA and AD could be written either in Arabic or in…

Computation and Language · Computer Science 2019-03-08 Imane Guellil , Houda Saâdane , Faical Azouaou , Billel Gueni , Damien Nouvel

Single-word Automatic Speech Recognition (ASR) is a challenging task due to the lack of linguistic context and sensitivity to noise, pronunciation variation, and channel artifacts, especially in low-resource, communication-critical domains…

Sound · Computer Science 2026-01-30 Manali Sharma , Riya Naik , Buvaneshwari G

Designing a natural voice interface rely mostly on Speech recognition for interaction between human and their modern digital life equipment. In addition, speech recognition narrows the gap between monolingual individuals to better exchange…

Computation and Language · Computer Science 2022-12-22 Ayman Mansour , Wafaa F. Mukhtar

Spoken keyword spotting (KWS) is the task of identifying a keyword in an audio stream and is widely used in smart devices at the edge in order to activate voice assistants and perform hands-free tasks. The task is daunting as there is a…

Computation and Language · Computer Science 2024-05-07 Mahmoud Salhab , Haidar Harmanani

We present an analysis of diacritic recognition performance in Arabic Automatic Speech Recognition (ASR) systems. As most existing Arabic speech corpora do not contain all diacritical marks, which represent short vowels and other phonetic…

Computation and Language · Computer Science 2023-10-10 Hanan Aldarmaki , Ahmad Ghannam

Dialectal Arabic is the primary spoken language used by native Arabic speakers in daily communication. The rise of social media platforms has notably expanded its use as a written language. However, Arabic dialects do not have standard…

Computation and Language · Computer Science 2025-06-02 Bashar Alhafni , Sarah Al-Towaity , Ziyad Fawzy , Fatema Nassar , Fadhl Eryani , Houda Bouamor , Nizar Habash

Speaker-attributed automatic speech recognition (SA-ASR) is a task to recognize "who spoke what" from multi-talker recordings. An SA-ASR system usually consists of multiple modules such as speech separation, speaker diarization and ASR. On…

Audio and Speech Processing · Electrical Eng. & Systems 2021-09-21 Naoyuki Kanda , Xiong Xiao , Jian Wu , Tianyan Zhou , Yashesh Gaur , Xiaofei Wang , Zhong Meng , Zhuo Chen , Takuya Yoshioka

Arabic, with its rich diversity of dialects, remains significantly underrepresented in Large Language Models, particularly in dialectal variations. We address this gap by introducing seven synthetic datasets in dialects alongside Modern…

Computation and Language · Computer Science 2024-12-19 Basel Mousi , Nadir Durrani , Fatema Ahmad , Md. Arid Hasan , Maram Hasanain , Tameem Kabbani , Fahim Dalvi , Shammur Absar Chowdhury , Firoj Alam

This paper introduces the RGB Arabic Alphabet Sign Language (AASL) dataset. AASL comprises 7,856 raw and fully labelled RGB images of the Arabic sign language alphabets, which to our best knowledge is the first publicly available RGB…

Computer Vision and Pattern Recognition · Computer Science 2023-01-31 Muhammad Al-Barham , Adham Alsharkawi , Musa Al-Yaman , Mohammad Al-Fetyani , Ashraf Elnagar , Ahmad Abu SaAleek , Mohammad Al-Odat

Audio-visual automatic speech recognition is a promising approach to robust ASR under noisy conditions. However, up until recently it had been traditionally studied in isolation assuming the video of a single speaking face matches the…

Audio and Speech Processing · Electrical Eng. & Systems 2022-05-13 Otavio Braga , Olivier Siohan

Arabic dialect identification is a complex problem for a number of inherent properties of the language itself. In this paper, we present the experiments conducted, and the models developed by our competing team, Mawdoo3 AI, along the way to…

We present our first efforts towards building a single multilingual automatic speech recognition (ASR) system that can process code-switching (CS) speech in five languages spoken within the same population. This contrasts with related prior…

Computation and Language · Computer Science 2018-07-31 Emre Yılmaz , Astik Biswas , Ewald van der Westhuizen , Febe de Wet , Thomas Niesler

Sign language is the primary approach of communication for the Deaf and Hard-of-Hearing (DHH) community. While there are numerous benchmarks for high-resource sign languages, low-resource languages like Arabic remain underrepresented.…

Computation and Language · Computer Science 2026-04-01 Mohammad Amer Khalil , Raghad Nahas , Ahmad Nassar , Khloud Al Jallad

Automatic speech recognition (ASR) performs well for high-resource languages with abundant paired audio-transcript data, but its accuracy degrades sharply for most languages due to limited publicly available aligned data. To this end, we…

Computation and Language · Computer Science 2026-05-12 Antonis Asonitis , Luca A. Lanzendörfer , Frédéric Berdoz , Roger Wattenhofer

Automatic speech recognition (ASR) has been an essential component of computer assisted language learning (CALL) and computer assisted language testing (CALT) for many years. As this technology continues to develop rapidly, it is important…

Computation and Language · Computer Science 2025-04-01 Michael McGuire

As Large Multimodal Models (LMMs) become more capable, there is growing interest in evaluating their reasoning processes alongside their final outputs. However, most benchmarks remain focused on English, overlooking languages with rich…

Computer Vision and Pattern Recognition · Computer Science 2025-05-23 Sara Ghaboura , Ketan More , Wafa Alghallabi , Omkar Thawakar , Jorma Laaksonen , Hisham Cholakkal , Salman Khan , Rao Muhammad Anwer

Dysarthric speech recognition (DSR) enhances the accessibility of smart devices for dysarthric speakers with limited mobility. Previously, DSR research was constrained by the fact that existing datasets typically consisted of isolated…

Sound · Computer Science 2025-07-01 Shiyao Wang , Jiaming Zhou , Shiwan Zhao , Yong Qin
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