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Social bias in generative AI can manifest not only as performance disparities but also as associational bias, whereby models learn and reproduce stereotypical associations between concepts and demographic groups, even in the absence of…

Computers and Society · Computer Science 2026-01-30 Fethiye Irmak Dogan , Yuval Weiss , Kajal Patel , Jiaee Cheong , Hatice Gunes

Nowadays, we delegate many of our decisions to Artificial Intelligence (AI) that acts either in solo or as a human companion in decisions made to support several sensitive domains, like healthcare, financial services and law enforcement. AI…

Artificial Intelligence · Computer Science 2025-12-15 Nicoleta Tantalaki , Athena Vakali

Models often easily learn biases present in the training data, and their predictions directly reflect this bias. We analyze gender bias in dialogue data, and examine how this bias is actually amplified in subsequent generative chit-chat…

Computation and Language · Computer Science 2020-04-17 Emily Dinan , Angela Fan , Adina Williams , Jack Urbanek , Douwe Kiela , Jason Weston

Similar to text-based Large Language Models (LLMs), Speech-LLMs exhibit emergent abilities and context awareness. However, whether these similarities extend to gender bias remains an open question. This study proposes a methodology…

Computation and Language · Computer Science 2025-08-20 Dariia Puhach , Amir H. Payberah , Éva Székely

Speech remains one of the most visible yet overlooked vectors of inclusion and exclusion in contemporary society. While fluency is often equated with credibility and competence, individuals with atypical speech patterns are routinely…

Human-Computer Interaction · Computer Science 2026-01-30 Onyedikachi Hope Amaechi-Okorie , Branislav Radeljic

Current large language models, such as OpenAI's ChatGPT, have captured the public's attention because how remarkable they are in the use of language. Here, I demonstrate that ChatGPT displays phonological biases that are a hallmark of human…

Computation and Language · Computer Science 2026-02-26 Juan Manuel Toro

The task of image captioning implicitly involves gender identification. However, due to the gender bias in data, gender identification by an image captioning model suffers. Also, the gender-activity bias, owing to the word-by-word…

Computer Vision and Pattern Recognition · Computer Science 2019-12-03 Shruti Bhargava , David Forsyth

The recent advances in large language models (LLMs) have revolutionized industries such as finance, marketing, and customer service by enabling sophisticated natural language processing tasks. However, the broad adoption of LLMs brings…

Computers and Society · Computer Science 2025-02-19 Berk Yilmaz , Huthaifa I. Ashqar

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

Refusal behavior by Large Language Models is increasingly visible in content moderation, yet little is known about how refusals vary by the identity of the user making the request. This study investigates refusal as a sociotechnical outcome…

Computer Vision and Pattern Recognition · Computer Science 2025-10-28 Sha Luo , Sang Jung Kim , Zening Duan , Kaiping Chen

Unlike text, speech conveys information about the speaker, such as gender, through acoustic cues like pitch. This gives rise to modality-specific bias concerns. For example, in speech translation (ST), when translating from languages with…

Computation and Language · Computer Science 2026-04-29 Lina Conti , Dennis Fucci , Marco Gaido , Matteo Negri , Guillaume Wisniewski , Luisa Bentivogli

Gender is widely discussed in the context of language tasks and when examining the stereotypes propagated by language models. However, current discussions primarily treat gender as binary, which can perpetuate harms such as the cyclical…

Computation and Language · Computer Science 2021-09-14 Sunipa Dev , Masoud Monajatipoor , Anaelia Ovalle , Arjun Subramonian , Jeff M Phillips , Kai-Wei Chang

The paper investigates the integration of Large Language Models (LLMs) into Conversational Agents (CAs) to encourage a shift in consumption patterns from a demand-driven to a supply-based paradigm. Specifically, the research examines the…

Human-Computer Interaction · Computer Science 2025-07-08 Mathyas Giudici , Samuele Scherini , Pascal Chaussumier , Stefano Ginocchio , Franca Garzotto

In this study, we investigate the human perception of gender and bias toward non-humanoid robots. As robots increasingly integrate into various sectors beyond industry, it is essential to understand how humans engage with non-humanoid…

Robotics · Computer Science 2024-10-10 Mahya Ramezani , Jose Luis Sanchez-Lopez

We present a review of personality in neural conversational agents (CAs), also called chatbots. First, we define Personality, Persona, and Profile. We explain all personality schemes which have been used in CAs, and list models under the…

Computation and Language · Computer Science 2024-01-02 Richard Sutcliffe

Advancements in artificial intelligence (AI) have led to the increase of conversational agents like Replika, designed to provide social interaction and emotional support. However, reports of these AI systems engaging in inappropriate sexual…

Human-Computer Interaction · Computer Science 2025-08-13 Mohammad , Namvarpour , Harrison Pauwels , Afsaneh Razi

Recently, research into chatbots (also known as conversational agents, AI agents, voice assistants), which are computer applications using artificial intelligence to mimic human-like conversation, has grown sharply. Despite this growth,…

Computers and Society · Computer Science 2025-07-08 Celeste Campos-Castillo , Xuan Kang , Linnea I. Laestadius

The proliferation of applications using artificial intelligence (AI) systems has led to a growing number of users interacting with these systems through sophisticated interfaces. Human-computer interaction research has long shown that…

Human-Computer Interaction · Computer Science 2024-05-22 Lujain Ibrahim , Luc Rocher , Ana Valdivia

Gender bias is highly impacting natural language processing applications. Word embeddings have clearly been proven both to keep and amplify gender biases that are present in current data sources. Recently, contextualized word embeddings…

Computation and Language · Computer Science 2019-04-19 Christine Basta , Marta R. Costa-jussà , Noe Casas

Masked language models pick up gender biases during pre-training. Such biases are usually attributed to a certain model architecture and its pre-training corpora, with the implicit assumption that other variations in the pre-training…

Computation and Language · Computer Science 2022-11-29 Kenan Tang , Hanchun Jiang
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