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Related papers: Mental Health Assessment for the Chatbots

200 papers

As AI chatbots increasingly incorporate empathy, understanding user-centered perceptions of chatbot empathy and its impact on conversation quality remains essential yet under-explored. This study examines how chatbot identity and perceived…

Human-Computer Interaction · Computer Science 2025-03-10 Tingting Liu , Salvatore Giorgi , Ankit Aich , Allison Lahnala , Brenda Curtis , Lyle Ungar , João Sedoc

With the ongoing penetration of conversational user interfaces, a better understanding of social and emotional characteristic inherent to dialogue is required. Chatbots in particular face the challenge of conveying human-like behaviour…

Human-Computer Interaction · Computer Science 2021-04-29 Natascha Mariacher , Stephan Schlögl , Alexander Monz

Amidst the growing interest in developing task-autonomous AI for automated mental health care, this paper addresses the ethical and practical challenges associated with the issue and proposes a structured framework that delineates levels of…

Computers and Society · Computer Science 2024-08-16 Declan Grabb , Max Lamparth , Nina Vasan

Chatbots are one class of intelligent, conversational software agents activated by natural language input (which can be in the form of text, voice, or both). They provide conversational output in response, and if commanded, can sometimes…

Computers and Society · Computer Science 2017-04-18 Nicole M. Radziwill , Morgan C. Benton

Mental health conversational agents have the potential to deliver valuable therapeutic impact, but low user engagement remains a critical barrier hindering their efficacy. Existing therapeutic approaches have leveraged clients' internal…

Human-Computer Interaction · Computer Science 2025-09-09 Mehrnoosh Sadat Shirvani , Jackie Liu , Thomas Chao , Suky Martinez , Laura Brandt , Ig-Jae Kim , Dongwook Yoon

Chatbots' growing popularity has brought new challenges to HCI, having changed the patterns of human interactions with computers. The increasing need to approximate conversational interaction styles raises expectations for chatbots to…

Human-Computer Interaction · Computer Science 2024-01-24 Ana Paula Chaves , Marco Aurelio Gerosa

The fast growth of digital health systems has led to a need to better comprehend how they interpret and represent patient-reported symptoms. Chatbots have been used in healthcare to provide clinical support and enhance the user experience,…

Machine Learning · Computer Science 2025-12-02 Hamed Razavi

Generative Artificial Intelligence is set to revolutionize healthcare delivery by transforming traditional patient care into a more personalized, efficient, and proactive process. Chatbots, serving as interactive conversational models, will…

In collaboration with Postpartum Support International (PSI), a non-profit organization dedicated to supporting caregivers with postpartum mood and anxiety disorders, we developed three chatbots to provide context-specific empathetic…

Computation and Language · Computer Science 2023-08-16 Xuewen Yao , Miriam Mikhelson , S. Craig Watkins , Eunsol Choi , Edison Thomaz , Kaya de Barbaro

Conversational AI chatbots have become increasingly common within the customer service industry. Despite improvements in their emotional development, they often lack the authenticity of real customer service interactions or the competence…

Human-Computer Interaction · Computer Science 2025-02-14 Antonin Brun , Ruying Liu , Aryan Shukla , Frances Watson , Jonathan Gratch

The research community has traditionally shown a keen interest in emotion modeling, with a notable emphasis on the detection aspect. In contrast, the exploration of emotion generation has received less attention.This study delves into an…

Human-Computer Interaction · Computer Science 2024-11-06 Taseen Mubassira , Mehedi Hasan , A. B. M. Alim Al Iislam

Demand for mental health support through AI chatbots is surging, though current systems present several limitations, like sycophancy or overvalidation, and reinforcement of maladaptive beliefs. A core obstacle to the creation of better…

Computation and Language · Computer Science 2025-12-08 José Pombal , Maya D'Eon , Nuno M. Guerreiro , Pedro Henrique Martins , António Farinhas , Ricardo Rei

Predicting mental health from smartphone and social media data on a longitudinal basis has recently attracted great interest, with very promising results being reported across many studies. Such approaches have the potential to…

Computers and Society · Computer Science 2018-07-20 Adam Tsakalidis , Maria Liakata , Theo Damoulas , Alexandra I. Cristea

Although artificial intelligence (AI) shows growing promise for mental health care, current approaches to evaluating AI tools in this domain remain fragmented and poorly aligned with clinical practice, social context, and first-hand user…

Chatbots powered by artificial intelligence (AI) have rapidly become a significant part of everyday life, with over a quarter of American adults using them multiple times per week. While these tools offer potential benefits and risks, a…

Computation and Language · Computer Science 2025-04-04 Joseph Heffner , Chongyu Qin , Martin Chadwick , Chris Knutsen , Christopher Summerfield , Zeb Kurth-Nelson , Robb B. Rutledge

Chatbot usage has increased, including in fields for which they were never developed for--notably mental health support. To that end, we introduce Validations of Ethical and Responsible AI in Mental Health (VERA-MH), a novel…

Artificial Intelligence · Computer Science 2026-05-20 Luca Belli , Kate H. Bentley , Josh Gieringer , Emily Van Ark , Nilu Zhao , Pradip Thachile , Matt Hawrilenko , Millard Brown , Adam M. Chekroud

Artificial Intelligence (AI) chatbots are increasingly used for emotional, creative, and social support, leading to sustained and routine user interaction with these systems. As these applications evolve through frequent version updates,…

Human-Computer Interaction · Computer Science 2026-04-10 Sirajam Munira , Lydia Manikonda

A chatbot's personality design is key to interaction quality. As chatbots evolved from rule-based systems to those powered by large language models (LLMs), evaluating the effectiveness of their personality design has become increasingly…

Human-Computer Interaction · Computer Science 2025-08-11 Huiqi Zou , Pengda Wang , Zihan Yan , Tianjun Sun , Ziang Xiao

Human evaluation is becoming a necessity to test the performance of Chatbots. However, off-the-shelf settings suffer the severe reliability and replication issues partly because of the extremely high diversity of criteria. It is high time…

Computation and Language · Computer Science 2021-05-25 Hongru Liang , Huaqing Li

LGBTQ+ community face disproportionate mental health challenges, including higher rates of depression, anxiety, and suicidal ideation. Research has shown that LGBTQ+ people have been using large language model-based chatbots, such as…

Human-Computer Interaction · Computer Science 2024-05-09 Yinru Long , Zilin Ma , Yiyang Mei , Zhaoyuan Su