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Voice AI agents are rapidly transitioning to production deployments, yet systematic methods for ensuring testing reliability remain underdeveloped. Organizations cannot objectively assess whether their testing approaches (internal tools or…

Artificial Intelligence · Computer Science 2026-01-15 Miguel E. Andres , Vadim Fedorov , Rida Sadek , Enric Spagnolo-Arrizabalaga , Nadescha Trudel

Speech and language technologies offer valuable opportunities for supporting mental health assessment through objective and interpretable cues. We present a systematic feature-based analysis framework leveraging perceptually grounded…

Artificial Intelligence · Computer Science 2026-05-28 Vassilis Lyberatos , Edmund G. Dervakos , Eleni Adamidi , Athanasios Voulodimos , Giorgos Stamou

Computer-Use Agents (CUAs) are emerging as a new paradigm in human-computer interaction, enabling autonomous execution of tasks in desktop environment by perceiving high-level natural-language instructions. As such agents become…

Artificial Intelligence · Computer Science 2026-03-13 Marta Sumyk , Oleksandr Kosovan

Automatic speaker verification (ASV) is the process to recognize persons using voice as biometric. The ASV systems show considerable recognition performance with sufficient amount of speech from matched condition. One of the crucial…

Multimedia · Computer Science 2018-12-04 Arnab Poddar , Md Sahidullah , Goutam Saha

The global population is rapidly aging, necessitating technologies that promote healthy aging. Voice User Interfaces (VUIs), leveraging natural language interaction, offer a promising solution for older adults due to their ease of use.…

Human-Computer Interaction · Computer Science 2024-09-16 Xinhui Hu , Smit Desai , Morgan Lundy , Jessie Chin

Speaker identity plays a significant role in human communication and is being increasingly used in societal applications, many through advances in machine learning. Speaker identity perception is an essential cognitive phenomenon that can…

Audio and Speech Processing · Electrical Eng. & Systems 2024-06-18 Gasser Elbanna

Recognizing emotion from speech has become one the active research themes in speech processing and in applications based on human-computer interaction. This paper conducts an experimental study on recognizing emotions from human speech. The…

Sound · Computer Science 2015-06-24 Assel Davletcharova , Sherin Sugathan , Bibia Abraham , Alex Pappachen James

Voice assistants provide users a new way of interacting with digital products, allowing them to retrieve information and complete tasks with an increased sense of control and flexibility. Such products are comprised of several machine…

Audio and Speech Processing · Electrical Eng. & Systems 2021-08-27 Shachaf Poran , Gil Amsalem , Amit Beka , Dmitri Goldenberg

The goal of our research is to automatically retrieve the satisfaction and the frustration in real-life call-center conversations. This study focuses an industrial application in which the customer satisfaction is continuously tracked down…

Audio and Speech Processing · Electrical Eng. & Systems 2023-10-10 Manon Macary , Marie Tahon , Yannick Estève , Daniel Luzzati

Many speech applications require understanding aspects beyond the words being spoken, such as recognizing emotion, detecting whether the speaker is wearing a mask, or distinguishing real from synthetic speech. In this work, we introduce a…

Sound · Computer Science 2022-12-14 Joel Shor , Aren Jansen , Wei Han , Daniel Park , Yu Zhang

Voice assistants offer a convenient and hands-free way of accessing computing in the home, but a key problem with speech as an interaction modality is how to scaffold accurate mental models of voice assistants, a task complicated by privacy…

Human-Computer Interaction · Computer Science 2022-11-24 William Seymour , Jose Such

Self-supervised speech models have grown fast during the past few years and have proven feasible for use in various downstream tasks. Some recent work has started to look at the characteristics of these models, yet many concerns have not…

Audio and Speech Processing · Electrical Eng. & Systems 2022-12-13 Yuanchao Li , Yumnah Mohamied , Peter Bell , Catherine Lai

We introduce Vox-Profile, a comprehensive benchmark to characterize rich speaker and speech traits using speech foundation models. Unlike existing works that focus on a single dimension of speaker traits, Vox-Profile provides holistic and…

The human perception system is often assumed to recruit motor knowledge when processing auditory speech inputs. Using articulatory modeling and deep learning, this study examines how this articulatory information can be used for discovering…

Computation and Language · Computer Science 2022-06-20 Marc-Antoine Georges , Jean-Luc Schwartz , Thomas Hueber

Conversational AI systems are becoming famous in day to day lives. In this paper, we are trying to address the following key question: To identify whether design, as well as development efforts for search oriented conversational AI are…

Artificial Intelligence · Computer Science 2017-09-15 Mahipal Jadeja , Neelanshi Varia

Advances in voice technology and voice user interfaces (VUIs) -- such as Alexa, Siri, and Google Home -- have opened up the potential for many new types of interaction. However, despite the potential of these devices reflected by the…

Human-Computer Interaction · Computer Science 2023-06-12 Tao Long , Lydia B. Chilton

Recently, large language models have facilitated the emergence of highly intelligent conversational AI capable of engaging in human-like dialogues. However, a notable distinction lies in the fact that these AI models predominantly generate…

Human-Computer Interaction · Computer Science 2025-10-13 Jijie Zhou , Yuhan Hu

We develop new experimental paradigms for measuring welfare in language models. We compare verbal reports of models about their preferences with preferences expressed through behavior when navigating a virtual environment and selecting…

Artificial Intelligence · Computer Science 2026-05-26 Valen Tagliabue , Leonard Dung

Spoken language understanding (SLU) tasks are usually solved by first transcribing an utterance with automatic speech recognition (ASR) and then feeding the output to a text-based model. Recent advances in self-supervised representation…

Audio and Speech Processing · Electrical Eng. & Systems 2021-12-01 Lasse Borgholt , Jakob Drachmann Havtorn , Mostafa Abdou , Joakim Edin , Lars Maaløe , Anders Søgaard , Christian Igel

Suicide remains a public health challenge, necessitating improved detection methods to facilitate timely intervention and treatment. This systematic review evaluates the role of Artificial Intelligence (AI) and Machine Learning (ML) in…

Audio and Speech Processing · Electrical Eng. & Systems 2025-10-29 Ambre Marie , Marine Garnier , Thomas Bertin , Laura Machart , Guillaume Dardenne , Gwenolé Quellec , Sofian Berrouiguet
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