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Project-based learning (PBL) is an instructional method that is very helpful in nurturing students' creativity, but it requires significant time and energy from both students and teachers. Large language models (LLMs) have been proven to…

Human-Computer Interaction · Computer Science 2024-04-08 Siyu Zha , Yuehan Qiao , Qingyu Hu , Zhongsheng Li , Jiangtao Gong , Yingqing Xu

Large Language Models (LLMs) in mental healthcare risk propagating biases that reinforce stigma and harm marginalized groups. While previous research identified concerning trends, systematic methods for detecting intersectional biases…

Computation and Language · Computer Science 2025-06-24 Batool Haider , Atmika Gorti , Aman Chadha , Manas Gaur

With the rapid progress of Large Language Models (LLMs), the general public now has easy and affordable access to applications capable of answering most health-related questions in a personalized manner. These LLMs are increasingly proving…

Artificial Intelligence · Computer Science 2025-10-20 Emma Kondrup , Anne Imouza

Mental-illness stigma is a persistent social problem, hampering both treatment-seeking and recovery. Accordingly, there is a pressing need to understand it more clearly, but analyzing the relevant data is highly labor-intensive. Therefore,…

Human-Computer Interaction · Computer Science 2025-02-11 Han Meng , Renwen Zhang , Ganyi Wang , Yitian Yang , Peinuan Qin , Jungup Lee , Yi-Chieh Lee

The increasing use of Large Language Models (LLMs) in a large variety of domains has sparked worries about how easily they can perpetuate stereotypes and contribute to the generation of biased content. With a focus on gender and…

Computation and Language · Computer Science 2025-07-28 Gioele Giachino , Marco Rondina , Antonio Vetrò , Riccardo Coppola , Juan Carlos De Martin

Reproductive well-being is shaped by intersecting cultural, religious, gendered, and political contexts, yet current technologies often reflect narrow, Western-centric assumptions. In this literature review, we synthesize findings from 147…

Human-Computer Interaction · Computer Science 2025-07-03 Hafsah Mahzabin Chowdhury , Sharifa Sultana

Mental health remains a major public health concern, while access to timely psychological support is often limited. AI-based dialogue systems have emerged as promising tools to address these barriers, and recent advances in large language…

Computers and Society · Computer Science 2026-03-16 Daeun Lee , Dongje Yoo , Migyeong Yang , Jihyun An , Christine B. Cha , Jinyoung Han

The importance of managing feedback practices in higher education has been widely recognised, as they play a crucial role in enhancing teaching, learning, and assessment processes. In today's educational landscape, feedback practices are…

Computers and Society · Computer Science 2026-02-04 Daniele Agostini , Federica Picasso

This paper investigates the subtle and often concealed biases present in Large Language Models (LLMs), focusing on implicit biases that may remain despite passing explicit bias tests. Implicit biases are significant because they influence…

Computation and Language · Computer Science 2024-10-01 Serene Lim , María Pérez-Ortiz

The use of language technologies in high-stake settings is increasing in recent years, mostly motivated by the success of Large Language Models (LLMs). However, despite the great performance of LLMs, they are are susceptible to ethical…

Artificial Intelligence · Computer Science 2025-06-16 Alejandro Peña , Julian Fierrez , Aythami Morales , Gonzalo Mancera , Miguel Lopez , Ruben Tolosana

Mental health assessments are of central importance to individuals' well-being. Conventional assessment methodologies predominantly depend on clinical interviews and standardised self-report questionnaires. Nevertheless, the efficacy of…

Human-Computer Interaction · Computer Science 2025-10-22 Yixue Cai , Xiyan Su , Dongpeng Yao , Rongduo Han , Nan Gao , Haining Zhang

The widespread adoption of large language models (LLMs) and generative AI (GenAI) tools across diverse applications has amplified the importance of addressing societal biases inherent within these technologies. While the NLP community has…

Creative coding requires continuous translation between evolving concepts and computational artifacts, making reflection essential yet difficult to sustain. Creators often struggle to manage ambiguous intentions, emergent outputs, and…

Human-Computer Interaction · Computer Science 2026-01-27 Anqi Wang , Zhengyi Li , Lan Luo , Xin Tong , Pan Hui

The popularity of generative text AI tools in answering questions has led to concerns regarding their potential negative impact on students' academic performance and the challenges that educators face in evaluating student learning. To…

Computers and Society · Computer Science 2023-04-18 Saber Elsayed

General-purpose LLMs are increasingly functioning as mental health infrastructure due to gaps in care left by provider shortages, inadequate insurance coverage, social isolation, and stigma around formal help-seeking. This shift poses a…

Computers and Society · Computer Science 2026-05-25 Briana Vecchione , Meryl Ye , Livia Garofalo , Ranjit Singh

Widespread stigma, both in the offline and online spaces, acts as a barrier to harm reduction efforts in the context of opioid use disorder (OUD). This stigma is prominently directed towards clinically approved medications for addiction…

Social and Information Networks · Computer Science 2025-04-16 Shravika Mittal , Darshi Shah , Shin Won Do , Mai ElSherief , Tanushree Mitra , Munmun De Choudhury

We investigate the existence and persistence of a specific type of gender bias in some of the popular LLMs and contribute a new benchmark dataset, RealWorldQuestioning (released on HuggingFace ), developed from real-world questions across…

Computation and Language · Computer Science 2026-03-16 Sonal Prabhune , Balaji Padmanabhan , Kaushik Dutta

LGBTQ+ individuals are increasingly turning to chatbots powered by large language models (LLMs) to meet their mental health needs. However, little research has explored whether these chatbots can adequately and safely provide tailored…

Human-Computer Interaction · Computer Science 2024-02-15 Zilin Ma , Yiyang Mei , Yinru Long , Zhaoyuan Su , Krzysztof Z. Gajos

The integration of Large Language Models (LLMs) into healthcare promises to transform medical diagnostics, research, and patient care. Yet, the progression of medical LLMs faces obstacles such as complex training requirements, rigorous…

Machine Learning · Computer Science 2024-04-26 Emre Can Acikgoz , Osman Batur İnce , Rayene Bench , Arda Anıl Boz , İlker Kesen , Aykut Erdem , Erkut Erdem

Access to reliable maternal healthcare information is a major challenge in rural India due to limited medical resources and infrastructure. With over 830 million internet users and nearly half of rural women online, digital tools offer new…

Computation and Language · Computer Science 2026-03-19 V Sai Divya , A Bhanusree , Rimjhim , K Venkata Krishna Rao