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User satisfaction plays a crucial role in user experience (UX) evaluation. Traditionally, UX measurements are based on subjective scales, such as questionnaires. However, these evaluations may suffer from subjective bias. In this paper, we…

Human-Computer Interaction · Computer Science 2025-04-01 Yong Ma , Xuedong Zhang , Yuchong Zhang , Morten Fjeld

Computer voice is experiencing a renaissance through the growing popularity of voice-based interfaces, agents, and environments. Yet, how to measure the user experience (UX) of voice-based systems remains an open and urgent question,…

Human-Computer Interaction · Computer Science 2021-03-15 Katie Seaborn , Jacqueline Urakami

AI is promising in assisting UX evaluators with analyzing usability tests, but its judgments are typically presented as non-interactive visualizations. Evaluators may have questions about test recordings, but have no way of asking them.…

Human-Computer Interaction · Computer Science 2023-03-08 Emily Kuang , Ehsan Jahangirzadeh Soure , Mingming Fan , Jian Zhao , Kristen Shinohara

As voice assistants (VAs) become increasingly integrated into daily life, the need for emotion-aware systems that can recognize and respond appropriately to user emotions has grown. While significant progress has been made in speech emotion…

Human-Computer Interaction · Computer Science 2025-02-24 Yong Ma , Yuchong Zhang , Di Fu , Stephanie Zubicueta Portales , Danica Kragic , Morten Fjeld

Research has shown that trust is an essential aspect of human-computer interaction directly determining the degree to which the person is willing to use the system. An automatic prediction of the level of trust that a user has on a certain…

Audio and Speech Processing · Electrical Eng. & Systems 2020-08-03 Leonardo Pepino , Pablo Riera , Lara Gauder , Agustín Gravano , Luciana Ferrer

We present a dialogue elicitation study to assess how users envision conversations with a perfect voice assistant (VA). In an online survey, N=205 participants were prompted with everyday scenarios, and wrote the lines of both user and VA…

Human-Computer Interaction · Computer Science 2021-04-07 Sarah Theres Völkel , Daniel Buschek , Malin Eiband , Benjamin R. Cowan , Heinrich Hussmann

Research has shown that trust is an essential aspect of human-computer interaction directly determining the degree to which the person is willing to use a system. An automatic prediction of the level of trust that a user has on a certain…

Human-Computer Interaction · Computer Science 2021-02-19 Lara Gauder , Leonardo Pepino , Pablo Riera , Silvina Brussino , Jazmín Vidal , Agustín Gravano , Luciana Ferrer

Voice is a natural mode of expression offered by modern computer-based systems. Qualitative perspectives on voice-based user experiences (voice UX) offer rich descriptions of complex interactions that numbers alone cannot fully represent.…

Human-Computer Interaction · Computer Science 2024-04-24 Katie Seaborn , Jacqueline Urakami , Peter Pennefather , Norihisa P. Miyake

Language technologies have a racial bias, committing greater errors for Black users than for white users. However, little work has evaluated what effect these disparate error rates have on users themselves. The present study aims to…

Human-Computer Interaction · Computer Science 2023-02-27 Kimi Wenzel , Nitya Devireddy , Cam Davidson , Geoff Kaufman

Voice assistants (VAs) are becoming a feature of our everyday life. Yet, the user experience (UX) is often limited, leading to underuse, disengagement, and abandonment. Co-designing interactions for VAs with potential end-users can be…

Human-Computer Interaction · Computer Science 2024-03-27 Katie Seaborn , Yuto Sawa , Mizuki Watanabe

The growing capabilities of large language models and multimodal systems have spurred interest in voice-first AI assistants, yet existing benchmarks are inadequate for evaluating the full range of these systems' capabilities. We introduce…

Computation and Language · Computer Science 2025-09-29 Ke Wang , Houxing Ren , Zimu Lu , Mingjie Zhan , Hongsheng Li

AI-assisted usability analysis can potentially reduce the time and effort of finding usability problems, yet little is known about how AI's perceived expertise influences evaluators' analytic strategies and perceptions over time. We ran a…

Human-Computer Interaction · Computer Science 2026-03-17 Emily Kuang , Ehsan Jahangirzadeh Soure , Luyao Shen , Nitesh Goyal , Mingming Fan , Kristen Shinohara

Stress is a major threat to well-being that manifests in a variety of physiological and mental symptoms. Utilising speech samples collected while the subject is undergoing an induced stress episode has recently shown promising results for…

The proliferation of voice agents in consumer devices requires new tools for evaluating these systems beyond their technical functionality. This paper presents a toolkit for the evaluation of Voice User Interfaces (VUIs) with the intention…

Human-Computer Interaction · Computer Science 2021-12-22 Stacey Li , Sven Krome , Ilan Mandel , Marcel Walch , Wendy Ju

Despite significant improvements in automatic speech recognition and spoken language understanding - human interaction with Virtual Personal Assistants (VPAs) through speech remains irregular and sporadic. According to recent studies,…

Human-Computer Interaction · Computer Science 2018-07-13 Mateusz Dubiel , Martin Halvey , Leif Azzopardi

Wearable devices such as AI glasses are transforming voice assistants into always-available, hands-free collaborators that integrate seamlessly with daily life, but they also introduce challenges like egocentric audio affected by motion and…

Mobile messaging apps offer an increasing range of emotional expressions, such as emojis to help users manually augment their texting experiences. Accessibility of such augmentations is limited in voice messaging. With the term "speejis" we…

Human-Computer Interaction · Computer Science 2025-02-11 Ilhan Aslan , Carla F. Griggio , Henning Pohl , Timothy Merritt , Niels van Berkel

Voice Assistants (VAs) can assist users in various everyday tasks, but many users are reluctant to rely on VAs for intricate tasks like online shopping. This study aims to examine whether the vocal characteristics of VAs can serve as an…

Human-Computer Interaction · Computer Science 2024-06-14 Sabid Bin Habib Pias , Ran Huang , Donald Williamson , Minjeong Kim , Apu Kapadia

Explainable AI (XAI) techniques aim to provide insights into predictive models and enhance user performance, yet they often fall short of these expectations. Conversational XAI assistants promise to overcome such limitations, but empirical…

Machine Learning · Computer Science 2026-05-21 Sven Kruschel , Julian Rosenberger , Lasse Bohlen , Mathias Kraus , Patrick Zschech

Voice Assistants (VAs) are popular for simple tasks, but users are often hesitant to use them for complex activities like online shopping. We explored whether the vocal characteristics like the VA's vocal tone, can make VAs perceived as…

Human-Computer Interaction · Computer Science 2024-09-30 Sabid Bin Habib Pias , Alicia Freel , Ran Huang , Donald Williamson , Minjeong Kim , Apu Kapadia
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