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End-to-End speech-to-speech translation (S2ST) is generally evaluated with text-based metrics. This means that generated speech has to be automatically transcribed, making the evaluation dependent on the availability and quality of…

Computation and Language · Computer Science 2022-12-19 Mingda Chen , Paul-Ambroise Duquenne , Pierre Andrews , Justine Kao , Alexandre Mourachko , Holger Schwenk , Marta R. Costa-jussà

Mental health disorders pose a growing public health concern in the Arab world, emphasizing the need for accessible diagnostic and intervention tools. Large language models (LLMs) offer a promising approach, but their application in Arabic…

Computation and Language · Computer Science 2025-01-14 Noureldin Zahran , Aya E. Fouda , Radwa J. Hanafy , Mohammed E. Fouda

Spoofing-robust speaker verification (SASV) combines the tasks of speaker and spoof detection to authenticate speakers under adversarial settings. Many SASV systems rely on fusion of speaker and spoof cues at embedding, score or decision…

Audio and Speech Processing · Electrical Eng. & Systems 2026-03-31 Oğuzhan Kurnaz , Jagabandhu Mishra , Tomi H. Kinnunen , Cemal Hanilçi

We test whether Speech Articulatory Coding (SPARC) features can linearly predict surface electromyography (sEMG) envelopes across aloud, mimed, and subvocal speech in twenty-four subjects. Using elastic-net multivariate temporal response…

The Arabic language is characterized by a rich tapestry of regional dialects that differ substantially in phonetics and lexicon, reflecting the geographic and cultural diversity of its speakers. Despite the availability of many…

The ongoing research scenario for automatic speech recognition (ASR) envisions a clear division between end-to-end approaches and classic modular systems. Even though a high-level comparison between the two approaches in terms of their…

Sound · Computer Science 2024-07-17 Tina Raissi , Christoph Lüscher , Simon Berger , Ralf Schlüter , Hermann Ney

Recent advancements in supervised automatic speech recognition (ASR) have achieved remarkable performance, largely due to the growing availability of large transcribed speech corpora. However, most languages lack sufficient paired speech…

Computation and Language · Computer Science 2025-01-10 Junrui Ni , Liming Wang , Yang Zhang , Kaizhi Qian , Heting Gao , Mark Hasegawa-Johnson , Chang D. Yoo

Dialectal Arabic to Modern Standard Arabic (DA-MSA) translation is a challenging task in Machine Translation (MT) due to significant lexical, syntactic, and semantic divergences between Arabic dialects and MSA. Existing automatic evaluation…

Computation and Language · Computer Science 2026-02-17 Abdullah Alabdullah , Lifeng Han , Chenghua Lin

ASR has achieved remarkable global progress, yet African low-resource languages remain rigorously underrepresented, producing barriers to digital inclusion across the continent with more than +2000 languages. This systematic literature…

Arabic is a complex language with many varieties and dialects spoken by over 450 millions all around the world. Due to the linguistic diversity and variations, it is challenging to build a robust and generalized ASR system for Arabic. In…

Computation and Language · Computer Science 2023-10-30 Abdul Waheed , Bashar Talafha , Peter Sullivan , AbdelRahim Elmadany , Muhammad Abdul-Mageed

We present state-of-the-art results on morphosyntactic tagging across different varieties of Arabic using fine-tuned pre-trained transformer language models. Our models consistently outperform existing systems in Modern Standard Arabic and…

Computation and Language · Computer Science 2022-03-22 Go Inoue , Salam Khalifa , Nizar Habash

The article describes an attempt to apply an ensemble of binary classifiers to solve the problem of speech assessment in medicine. A dataset was compiled based on quantitative and expert assessments of syllable pronunciation quality.…

Sound · Computer Science 2025-01-03 G. Belokrylov , A. Korenev , B. Lodonova , A. Novokhrestov

This paper presents a comprehensive evaluation of Urdu Automatic Speech Recognition (ASR) models. We analyze the performance of three ASR model families: Whisper, MMS, and Seamless-M4T using Word Error Rate (WER), along with a detailed…

Computation and Language · Computer Science 2025-06-09 Samee Arif , Sualeha Farid , Aamina Jamal Khan , Mustafa Abbas , Agha Ali Raza , Awais Athar

Deaf people are using sign language for communication, and it is a combination of gestures, movements, postures, and facial expressions that correspond to alphabets and words in spoken languages. The proposed Arabic sign language…

Computer Vision and Pattern Recognition · Computer Science 2023-01-10 Muhammad Al-Barham , Ahmad Jamal , Musa Al-Yaman

There is a significant gap in evaluating cultural reasoning in LLMs using conversational datasets that capture culturally rich and dialectal contexts. Most Arabic benchmarks focus on short text snippets in Modern Standard Arabic (MSA),…

This work aims to automatically evaluate whether the language development of children is age-appropriate. Validated speech and language tests are used for this purpose to test the auditory memory. In this work, the task is to determine…

Audio and Speech Processing · Electrical Eng. & Systems 2022-06-20 Ilja Baumann , Dominik Wagner , Sebastian Bayerl , Tobias Bocklet

Fine-tuning multilingual ASR models like Whisper for low-resource languages often improves read speech but degrades spontaneous audio performance, a phenomenon we term studio-bias. To diagnose this mismatch, we introduce Vividh-ASR, a…

Computation and Language · Computer Science 2026-05-14 Kush Juvekar , Kavya Manohar , Aditya Srinivas Menon , Arghya Bhattacharya , Kumarmanas Nethil

Pronunciation assessment is a major challenge in the computer-aided pronunciation training system, especially at the word (phoneme)-level. To obtain word (phoneme)-level scores, current methods usually rely on aligning components to obtain…

Computation and Language · Computer Science 2023-06-06 Yukang Liang , Kaitao Song , Shaoguang Mao , Huiqiang Jiang , Luna Qiu , Yuqing Yang , Dongsheng Li , Linli Xu , Lili Qiu

The rise of social media such as blogs and social networks has fueled interest in sentiment analysis. With the proliferation of reviews, ratings, recommendations and other forms of online expression, online opinion has turned into a kind of…

Computation and Language · Computer Science 2015-05-13 Hossam S. Ibrahim , Sherif M. Abdou , Mervat Gheith

In this work, we address the problem of spelling correction in the Arabic language utilizing the new corpus provided by QALB (Qatar Arabic Language Bank) project which is an annotated corpus of sentences with errors and their corrections.…

Machine Learning · Computer Science 2014-10-01 Youssef Hassan , Mohamed Aly , Amir Atiya