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The performance of voice-controlled systems is usually influenced by accented speech. To make these systems more robust, the frontend accent recognition (AR) technologies have received increased attention in recent years. As accent is a…

Audio and Speech Processing · Electrical Eng. & Systems 2021-05-06 Zhan Zhang , Xi Chen , Yuehai Wang , Jianyi Yang

Emotions play a central role in human communication, shaping trust, engagement, and social interaction. As artificial intelligence systems powered by large language models become increasingly integrated into everyday life, enabling them to…

Audio and Speech Processing · Electrical Eng. & Systems 2026-03-11 Soumya Dutta

There are growing implications surrounding generative AI in the speech domain that enable voice cloning and real-time voice conversion from one individual to another. This technology poses a significant ethical threat and could lead to…

Sound · Computer Science 2023-08-25 Jordan J. Bird , Ahmad Lotfi

Building ASR systems robust to foreign-accented speech is an important challenge in today's globalized world. A prior study explored the way to enhance the performance of phonetic token-based ASR on accented speech by reproducing the…

Sound · Computer Science 2026-01-28 Kentaro Onda , Satoru Fukayama , Daisuke Saito , Nobuaki Minematsu

The potential of multimodal generative artificial intelligence (mAI) to replicate human grounded language understanding, including the pragmatic, context-rich aspects of communication, remains to be clarified. Humans are known to use…

Hundreds of millions of people rely on large language models (LLMs) for education, work, and even healthcare. Yet these models are known to reproduce and amplify social biases present in their training data. Moreover, text-based interfaces…

Computation and Language · Computer Science 2026-03-24 Carolin Holtermann , Minh Duc Bui , Kaitlyn Zhou , Valentin Hofmann , Katharina von der Wense , Anne Lauscher

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

AI agents are increasingly deployed and used to make automated decisions that affect our lives on a daily basis. It is imperative to ensure that these systems embed ethical principles and respect human values. We focus on how we can attest…

Artificial Intelligence · Computer Science 2019-09-11 Xavier Ferrer Aran , Jose M. Such , Natalia Criado

Noise robustness is essential for deploying automatic speech recognition (ASR) systems in real-world environments. One way to reduce the effect of noise interference is to employ a preprocessing module that conducts speech enhancement, and…

Despite rapid advancement in recent years, current speech enhancement models often produce speech that differs in perceptual quality from real clean speech. We propose a learning objective that formalizes differences in perceptual quality,…

Speech enhancement (SE) is usually required as a front end to improve the speech quality in noisy environments, while the enhanced speech might not be optimal for automatic speech recognition (ASR) systems due to speech distortion. On the…

Audio and Speech Processing · Electrical Eng. & Systems 2022-05-27 Qiu-Shi Zhu , Jie Zhang , Zi-Qiang Zhang , Li-Rong Dai

Modern machine learning models for audio tasks often exhibit superior performance on English and other well-resourced languages, primarily due to the abundance of available training data. This disparity leads to an unfair performance gap…

Computation and Language · Computer Science 2025-11-26 Wesley Bian , Xiaofeng Lin , Guang Cheng

This study investigates innovative interaction designs for communication and collaborative learning between learners of mixed hearing and signing abilities, leveraging advancements in mixed reality technologies like Apple Vision Pro and…

Human-Computer Interaction · Computer Science 2025-03-11 Si Chen , Haocong Cheng , Suzy Su , Stephanie Patterson , Raja Kushalnagar , Qi Wang , Yun Huang

Learning to understand grounded language, which connects natural language to percepts, is a critical research area. Prior work in grounded language acquisition has focused primarily on textual inputs. In this work we demonstrate the…

Computation and Language · Computer Science 2021-12-28 Gaoussou Youssouf Kebe , Luke E. Richards , Edward Raff , Francis Ferraro , Cynthia Matuszek

This study examines the impact of an AI instructional agent on students' perceived learner control and academic performance in a medium demanding course with lecturing as the main teaching strategy. Based on a randomized controlled trial,…

Computers and Society · Computer Science 2025-05-29 Fei Qin , Zhanxin Hao , Jifan Yu , Zhiyuan Liu , Yu Zhang

Limited linguistic coverage for Intelligent Personal Assistants (IPAs) means that many interact in a non-native language. Yet we know little about how IPAs currently support or hinder these users. Through native (L1) and non-native (L2)…

Human-Computer Interaction · Computer Science 2020-06-12 Yunhan Wu , Daniel Rough , Anna Bleakley , Justin Edwards , Orla Cooney , Philip R. Doyle , Leigh Clark , Benjamin R. Cowan

The exponential growth of AI education has brought millions of learners to online platforms, yet this massive scale has simultaneously exposed critical pedagogical shortcomings. Traditional video-based instruction, while cost-effective and…

Human-Computer Interaction · Computer Science 2026-04-20 Mohammed Abraar , Raj Abhijit Dandekar , Rajat Dandekar , Sreedath Panat

Oral exams are a powerful tool to assess student's learning. This is particularly important in introductory statistics classes where students struggle to grasp various topics like the interpretation of probability, $p$-values and more. The…

Other Statistics · Statistics 2025-09-15 Eric Yanchenko

Human biases have been shown to influence the performance of models and algorithms in various fields, including Natural Language Processing. While the study of this phenomenon is garnering focus in recent years, the available resources are…

Computation and Language · Computer Science 2024-08-15 Ana Sofia Evans , Helena Moniz , Luísa Coheur

Clinical psychology students frequently report feeling underprepared for the interpersonal demands of therapeutic work, highlighting the need for accessible opportunities to practise core counselling skills before seeing real clients.…

Human-Computer Interaction · Computer Science 2026-01-21 V. El Sawah , A. Bhardwaj , A. Pryke-Hobbes , D. Gamaleldin , C. S. Ang , A. K. Martin
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