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Text-based conversational agents (CAs) are increasingly used in mental health, yet evaluation practices remain fragmented. We conducted a PRISMA-guided systematic review (May-June 2024) across ACM Digital Library, Scopus, and PsycINFO. From…

Human-Computer Interaction · Computer Science 2026-02-23 Jiangtao Gong , Xiao Wen , Fengyi Tao , Xinqi Wang , Xixi Yang , Yangrong Tang

Conversational agents (CAs) are increasingly embedded in daily life, yet their ability to navigate user emotions efficiently is still evolving. This study investigates how users with varying traits -- gender, personality, and cultural…

Human-Computer Interaction · Computer Science 2025-11-11 Yuchong Zhang , Yong Ma , Di Fu , Stephanie Zubicueta Portales , Morten Fjeld , Danica Kragic

Conversational agents (CAs) are gaining traction in both industry and academia, especially with the advent of generative AI and large language models. As these agents are used more broadly by members of the general public and take on a…

Human-Computer Interaction · Computer Science 2024-12-02 Malak Sadek , Rafael A. Calvo , Celine Mougenot

Recent years have seen a steady rise in the popularity and use of Conversational Agents (CA) for different applications, well before the more immediate impact of large language models. This rise has been accompanied by an extensive…

Human-Computer Interaction · Computer Science 2023-11-16 Malak Sadek , Céline Mougenot

The integration of Conversational Agents (CAs) into daily life offers opportunities to tackle global challenges, leading to the emergence of Conversational AI for Social Good (CAI4SG). This paper examines the advancements of CAI4SG using a…

Human-Computer Interaction · Computer Science 2026-01-22 Yi-Chieh Lee , Junti Zhang , Tianqi Song , Yugin Tan

With the rise of human-machine communication, machines are increasingly designed with humanlike characteristics, such as gender, which can inadvertently trigger cognitive biases. Many conversational agents (CAs), such as voice assistants…

Human-Computer Interaction · Computer Science 2024-01-09 Weizi Liu

This paper investigates the potential of LLM-based conversational agents (CAs) to enhance critical reflection and mitigate design fixation in group design work. By challenging AI-generated recommendations and prevailing group opinions,…

Human-Computer Interaction · Computer Science 2024-06-18 Soohwan Lee , Seoyeong Hwang , Kyungho Lee

Conversational agents (CAs) represent an emerging research field in health information systems, where there are great potentials in empowering patients with timely information and natural language interfaces. Nevertheless, there have been…

Artificial Intelligence · Computer Science 2021-05-21 Thuy-Trinh Nguyen , Kellie Sim , Anthony To Yiu Kuen , Ronald R. O'donnell , Suan Tee Lim , Wenru Wang , Hoang D. Nguyen

Early conversational agents (CAs) focused on dyadic human-AI interaction between humans and the CAs, followed by the increasing popularity of polyadic human-AI interaction, in which CAs are designed to mediate human-human interactions. CAs…

Human-Computer Interaction · Computer Science 2022-02-22 Qingxiao Zheng , Yiliu Tang , Yiren Liu , Weizi Liu , Yun Huang

Current AI counseling systems struggle with maintaining effective long-term client engagement. Through formative research with counselors and a systematic literature review, we identified five key design considerations for AI counseling…

Human-Computer Interaction · Computer Science 2025-03-28 Yuanrong Tang , Yu Kang , Yifan Wang , Tianhong Wang , Chen Zhong , Jiangtao Gong

Conversational Agents (CAs, chatbots) are systems with the ability to interact with users using natural human dialogue. While much of the research on CAs for sexual health has focused on adult populations, the insights from such research…

Human-Computer Interaction · Computer Science 2024-09-24 Jinkyung Katie Park , Vivek Singh , Pamela Wisniewski

Sharing ideas through communication with peers is the primary mode of human interaction. Consequently, extensive research has been conducted in the area of conversational AI, leading to an increase in the availability and diversity of…

Computation and Language · Computer Science 2024-05-24 Shivani Kumar , Sumit Bhatia , Milan Aggarwal , Tanmoy Chakraborty

Conversational agents (CAs) embodied in speakers or chatbots are becoming very popular in some countries, and despite their adult-centred design, they have become part of children's lives, generating a need for children-centric trustworthy…

Human-Computer Interaction · Computer Science 2022-09-07 Marina Escobar-Planas , Emilia Gómez , Carlos-D Martínez-Hinarejos

The sleep diary is a widely used clinical tool for understanding and treating sleep disorders in Behavioral Sleep Medicine (BSM); however, low patient compliance and limited capture of contextual information constrain its effectiveness and…

Human-Computer Interaction · Computer Science 2026-02-03 Amama Mahmood , Bokyung Kim , Honghao Zhao , Molly E. Atwood , Luis F. Buenaver , Michael T. Smith , Chien-Ming Huang

Recent research on proactive conversational agents (PCAs) mainly focuses on improving the system's capabilities in anticipating and planning action sequences to accomplish tasks and achieve goals before users articulate their requests. This…

Information Retrieval · Computer Science 2024-04-22 Yang Deng , Lizi Liao , Zhonghua Zheng , Grace Hui Yang , Tat-Seng Chua

The rapid advancement of chat-based language models has led to remarkable progress in complex task-solving. However, their success heavily relies on human input to guide the conversation, which can be challenging and time-consuming. This…

Artificial Intelligence · Computer Science 2023-11-03 Guohao Li , Hasan Abed Al Kader Hammoud , Hani Itani , Dmitrii Khizbullin , Bernard Ghanem

Mental health conversational agents (a.k.a. chatbots) are widely studied for their potential to offer accessible support to those experiencing mental health challenges. Previous surveys on the topic primarily consider papers published in…

Computation and Language · Computer Science 2023-12-01 Young Min Cho , Sunny Rai , Lyle Ungar , João Sedoc , Sharath Chandra Guntuku

There has been a growing research interest in Digital Therapeutic Alliance (DTA) as the field of AI-powered conversational agents are being deployed in mental health care, particularly those delivering CBT (Cognitive Behaviour Therapy). Our…

Human-Computer Interaction · Computer Science 2026-03-25 Shivam Shukla , Emily Chen , Mahnaz Roshanaei , Magy Seif El-Nasr

In human conversation, empathic dialogue requires nuanced temporal cues indicating whether the conversational partner is paying attention. This type of "active listening" is overlooked in the design of Conversational Agents (CAs), which use…

Human-Computer Interaction · Computer Science 2026-02-09 Zhihan Jiang , Qianhui Chen , Chu Zhang , Yanheng Li , Ray LC

Artificial intelligent (AI) conversational agents hold a promising future in the field of mental health, especially in helping marginalized communities that lack access to mental health support services. It is tempting to have a 24/7 mental…

Human-Computer Interaction · Computer Science 2025-04-21 Rawan AlMakinah
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