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Despite the growing use of large language models (LLMs) in clinical dialogue systems, existing evaluations focus on task completion or fluency, offering little insight into the behavioral and risk management requirements essential for…

Embodied agents designed to assist users with tasks must engage in natural language interactions, interpret instructions, execute actions, and communicate effectively to resolve issues. However, collecting large-scale, diverse datasets of…

Computation and Language · Computer Science 2024-11-01 Daniel Philipov , Vardhan Dongre , Gokhan Tur , Dilek Hakkani-Tür

Mental health challenges among Indian adolescents are shaped by unique cultural and systemic barriers, including high social stigma and limited professional support. We report a mixed-methods study of Indian adolescents (survey n=362;…

Human-Computer Interaction · Computer Science 2025-11-12 Neil K. R. Sehgal , Hita Kambhamettu , Sai Preethi Matam , Lyle Ungar , Sharath Chandra Guntuku

Artificial Intelligence (AI) chatbots leveraging Large Language Models (LLMs) are gaining traction in healthcare for their potential to automate patient interactions and aid clinical decision-making. This study examines the reliability of…

Artificial Intelligence · Computer Science 2024-05-24 Ayesha Siddika Nipu , K M Sajjadul Islam , Praveen Madiraju

As AI systems become more advanced and widely deployed, there will likely be increasing debate over whether AI systems could have conscious experiences, desires, or other states of potential moral significance. It is important to inform…

Machine Learning · Computer Science 2023-11-16 Ethan Perez , Robert Long

Evaluating the quality of multi-turn chatbot interactions remains challenging, as most existing methods assess interactions at the turn level without addressing whether a user's overarching goal was fulfilled. A ``goal'' here refers to an…

Artificial Intelligence · Computer Science 2025-10-07 Deepak Babu Piskala , Sharlene Chen , Udita Patel , Parul Kalra , Rafael Castrillo

With the continued proliferation of Large Language Model (LLM) based chatbots, there is a growing demand for generating responses that are not only linguistically fluent but also consistently aligned with persona-specific traits in…

Computation and Language · Computer Science 2025-12-12 Qi Lin , Weikai Xu , Lisi Chen , Bin Dai

Computer-Use Agents (CUAs) are emerging as a new paradigm in human-computer interaction, enabling autonomous execution of tasks in desktop environment by perceiving high-level natural-language instructions. As such agents become…

Artificial Intelligence · Computer Science 2026-03-13 Marta Sumyk , Oleksandr Kosovan

AI systems have rapidly advanced, diversified, and proliferated, but our knowledge of people's perceptions of mind and morality in them is limited, despite its importance for outcomes such as whether people trust AIs and how they assign…

Human-Computer Interaction · Computer Science 2025-02-27 Ali Ladak , Matti Wilks , Steve Loughnan , Jacy Reese Anthis

Ensuring worker safety remains a critical challenge in modern manufacturing environments. Industry 5.0 reorients the prevailing manufacturing paradigm toward more human-centric operations. Using a design science research methodology, we…

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

Even though many approaches have been proposed for entity resolution (ER), it remains very challenging to find one with quality guarantees. To this end, we proposea risk-aware HUman-Machine cOoperation framework for ER, denoted by r-HUMO.…

Human-Computer Interaction · Computer Science 2018-11-27 Boyi Hou , Qun Chen , Zhaoqiang Chen , Youcef Nafa , Zhanhuai Li

In recent years, an increasing number of Human-Robot Interaction (HRI) approaches have been implemented and evaluated in Virtual Reality (VR), as it allows to speed-up design iterations and makes it safer for the final user to evaluate and…

Robotics · Computer Science 2024-01-10 Sara Kaszuba , Sandeep Reddy Sabbella , Francesco Leotta , Pascal Serrarens , Daniele Nardi

Background: We present a Patient Simulator that leverages real world patient encounters which cover a broad range of conditions and symptoms to provide synthetic test subjects for development and testing of healthcare agentic models. The…

Computation and Language · Computer Science 2025-06-05 Sina Rashidian , Nan Li , Jonathan Amar , Jong Ha Lee , Sam Pugh , Eric Yang , Geoff Masterson , Myoung Cha , Yugang Jia , Akhil Vaid

Validity, reliability, and fairness are core ethical principles embedded in classical argument-based assessment validation theory. These principles are also central to the Standards for Educational and Psychological Testing (2014) which…

Computers and Society · Computer Science 2024-11-06 Jill Burstein , Geoffrey T. LaFlair

ECHO (Evaluation of Chat, Human behavior, and Outcomes) is an open research platform designed to support reproducible, mixed-method studies of human interaction with both conversational AI systems and Web search engines. It enables…

Human-Computer Interaction · Computer Science 2026-02-12 Jiqun Liu , Nischal Dinesh , Ran Yu

Large language models often mishandle psychiatric emergencies, offering harmful or inappropriate advice and enabling destructive behaviors. This study evaluated the Verily behavioral health safety filter (VBHSF) on two datasets: the Verily…

In this paper we focus on artificial intelligence (AI) for governance, not governance for AI, and on just one aspect of governance, namely ethics audit. Different kinds of ethical audit bots are possible, but who makes the choices and what…

Artificial Intelligence · Computer Science 2021-03-30 Siani Pearson , Martin Lloyd , Vivek Nallur

Responsible AI demands systems whose behavioral tendencies can be effectively measured, audited, and adjusted to prevent inadvertently nudging users toward risky decisions or embedding hidden biases in risk aversion. As language models…

Artificial Intelligence · Computer Science 2025-10-10 Ali Mazyaki , Mohammad Naghizadeh , Samaneh Ranjkhah Zonouzaghi , Amirhossein Farshi Sotoudeh

Chatbots are designed to carry out human-like conversations across different domains, such as general chit-chat, knowledge exchange, and persona-grounded conversations. To measure the quality of such conversational agents, a dialogue…

Computation and Language · Computer Science 2022-01-19 Chen Zhang , Luis Fernando D'Haro , Thomas Friedrichs , Haizhou Li