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Automatic speech recognition (ASR) systems are known to be sensitive to the sociolinguistic variability of speech data, in which gender plays a crucial role. This can result in disparities in recognition accuracy between male and female…

Computation and Language · Computer Science 2023-10-11 Dennis Fucci , Marco Gaido , Matteo Negri , Mauro Cettolo , Luisa Bentivogli

Today, technological advancement is increasing day by day. Earlier, there was only a computer system in which we could only perform a few tasks. But now, machine learning, artificial intelligence, deep learning, and a few more technologies…

Human-Computer Interaction · Computer Science 2023-05-30 Sumit Kumar , Varun Gupta , Sankalp Sagar , Sachin Kumar Singh

Current computational-emotion research has focused on applying acoustic properties to analyze how emotions are perceived mathematically or used in natural language processing machine learning models. While recent interest has focused on…

Sound · Computer Science 2021-07-06 Daniel Szelogowski

Pre-trained large language models (LLMs) have been reliably integrated with visual input for multimodal tasks. The widespread adoption of instruction-tuned image-to-text vision-language assistants (VLAs) like LLaVA and InternVL necessitates…

Computers and Society · Computer Science 2025-03-14 Leander Girrbach , Stephan Alaniz , Yiran Huang , Trevor Darrell , Zeynep Akata

Recently there has been a growing concern about machine bias, where trained statistical models grow to reflect controversial societal asymmetries, such as gender or racial bias. A significant number of AI tools have recently been suggested…

Computers and Society · Computer Science 2019-03-12 Marcelo O. R. Prates , Pedro H. C. Avelar , Luis Lamb

AI-enhanced personality assessments are increasingly shaping hiring decisions, using affective computing to predict traits from the Big Five (OCEAN) model. However, integrating AI into these assessments raises ethical concerns, especially…

Human-Computer Interaction · Computer Science 2025-11-24 Dena F. Mujtaba , Nihar R. Mahapatra

Bias in AI systems can lead to unfair and discriminatory outcomes, especially when left untested before deployment. Although fairness testing aims to identify and mitigate such bias, existing tools are often difficult to use, requiring…

Software Engineering · Computer Science 2025-12-08 Keeryn Johnson , Cleyton Magalhaes , Ronnie de Souza Santos

Rapid development of artificial intelligence (AI) systems amplify many concerns in society. These AI algorithms inherit different biases from humans due to mysterious operational flow and because of that it is becoming adverse in usage. As…

Computer Vision and Pattern Recognition · Computer Science 2021-03-23 Artem Domnich , Gholamreza Anbarjafari

This study examines conversational business analytics, an approach that utilizes AI to address the technical competency gaps that hinder end users from effectively using traditional self-service analytics. By facilitating natural language…

Artificial Intelligence · Computer Science 2025-02-25 Adem Alparslan

Critical scholarship has elevated the problem of gender bias in data sets used to train virtual assistants (VAs). Most work has focused on explicit biases in language, especially against women, girls, femme-identifying people, and…

Computation and Language · Computer Science 2023-04-26 Katie Seaborn , Shruti Chandra , Thibault Fabre

This paper investigates the application of artificial intelligence (AI) in early-stage recruitment interviews in order to reduce inherent bias, specifically sentiment bias. Traditional interviewers are often subject to several biases,…

Artificial Intelligence · Computer Science 2025-01-20 Nishka Lal , Omar Benkraouda

One challenge in technical interviews is the think-aloud process, where candidates verbalize their thought processes while solving coding tasks. Despite its importance, opportunities for structured practice remain limited. Conversational AI…

Human-Computer Interaction · Computer Science 2025-07-22 Taufiq Daryanto , Sophia Stil , Xiaohan Ding , Daniel Manesh , Sang Won Lee , Tim Lee , Stephanie Lunn , Sarah Rodriguez , Chris Brown , Eugenia Rho

Gender bias represents a form of systematic negative treatment that targets individuals based on their gender. This discrimination can range from subtle sexist remarks and gendered stereotypes to outright hate speech. Prior research has…

Computation and Language · Computer Science 2024-03-19 Karolina Stańczak

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

The persistent issue of human bias in recruitment processes poses a formidable challenge to achieving equitable hiring practices, particularly when influenced by demographic characteristics such as gender and race of both interviewers and…

Human-Computer Interaction · Computer Science 2024-08-27 Shreyan Biswas , Ji-Youn Jung , Abhishek Unnam , Kuldeep Yadav , Shreyansh Gupta , Ujwal Gadiraju

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

Machine Learning models have been deployed across many different aspects of society, often in situations that affect social welfare. Although these models offer streamlined solutions to large problems, they may contain biases and treat…

Machine Learning · Computer Science 2021-06-22 Tal Feldman , Ashley Peake

Recent advances in natural language processing and deep learning have accelerated the development of digital assistants. In conversational commerce, these assistants help customers find suitable products in online shops through natural…

Human-Computer Interaction · Computer Science 2024-10-03 Kevin Schott , Andrea Papenmeier , Daniel Hienert , Dagmar Kern

It is well known that many machine learning systems demonstrate bias towards specific groups of individuals. This problem has been studied extensively in the Facial Recognition area, but much less so in Automatic Speech Recognition (ASR).…

Audio and Speech Processing · Electrical Eng. & Systems 2021-11-22 Chunxi Liu , Michael Picheny , Leda Sarı , Pooja Chitkara , Alex Xiao , Xiaohui Zhang , Mark Chou , Andres Alvarado , Caner Hazirbas , Yatharth Saraf

Natural Language Processing (NLP) helps empower intelligent machines by enhancing a better understanding of the human language for linguistic-based human-computer communication. Recent developments in computational power and the advent of…

Computation and Language · Computer Science 2021-03-02 Amirsina Torfi , Rouzbeh A. Shirvani , Yaser Keneshloo , Nader Tavaf , Edward A. Fox