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More and more people are experiencing pressure from work, life, and education. These pressures often lead to an anxious state of mind, or even the early symptoms of suicidal ideation. With the advancement of artificial intelligence (AI)…

Human-Computer Interaction · Computer Science 2025-03-21 Longdi Xian , Junhao Xu

While much research in artificial intelligence (AI) has focused on scaling capabilities, the accelerating pace of development makes countervailing work on producing harmless, "aligned" systems increasingly urgent. Yet research on alignment…

Artificial Intelligence · Computer Science 2025-12-12 Dani Roytburg , Beck Miller

This paper introduces v0.5 of the AI Safety Benchmark, which has been created by the MLCommons AI Safety Working Group. The AI Safety Benchmark has been designed to assess the safety risks of AI systems that use chat-tuned language models.…

Computation and Language · Computer Science 2024-05-15 Bertie Vidgen , Adarsh Agrawal , Ahmed M. Ahmed , Victor Akinwande , Namir Al-Nuaimi , Najla Alfaraj , Elie Alhajjar , Lora Aroyo , Trupti Bavalatti , Max Bartolo , Borhane Blili-Hamelin , Kurt Bollacker , Rishi Bomassani , Marisa Ferrara Boston , Siméon Campos , Kal Chakra , Canyu Chen , Cody Coleman , Zacharie Delpierre Coudert , Leon Derczynski , Debojyoti Dutta , Ian Eisenberg , James Ezick , Heather Frase , Brian Fuller , Ram Gandikota , Agasthya Gangavarapu , Ananya Gangavarapu , James Gealy , Rajat Ghosh , James Goel , Usman Gohar , Sujata Goswami , Scott A. Hale , Wiebke Hutiri , Joseph Marvin Imperial , Surgan Jandial , Nick Judd , Felix Juefei-Xu , Foutse Khomh , Bhavya Kailkhura , Hannah Rose Kirk , Kevin Klyman , Chris Knotz , Michael Kuchnik , Shachi H. Kumar , Srijan Kumar , Chris Lengerich , Bo Li , Zeyi Liao , Eileen Peters Long , Victor Lu , Sarah Luger , Yifan Mai , Priyanka Mary Mammen , Kelvin Manyeki , Sean McGregor , Virendra Mehta , Shafee Mohammed , Emanuel Moss , Lama Nachman , Dinesh Jinenhally Naganna , Amin Nikanjam , Besmira Nushi , Luis Oala , Iftach Orr , Alicia Parrish , Cigdem Patlak , William Pietri , Forough Poursabzi-Sangdeh , Eleonora Presani , Fabrizio Puletti , Paul Röttger , Saurav Sahay , Tim Santos , Nino Scherrer , Alice Schoenauer Sebag , Patrick Schramowski , Abolfazl Shahbazi , Vin Sharma , Xudong Shen , Vamsi Sistla , Leonard Tang , Davide Testuggine , Vithursan Thangarasa , Elizabeth Anne Watkins , Rebecca Weiss , Chris Welty , Tyler Wilbers , Adina Williams , Carole-Jean Wu , Poonam Yadav , Xianjun Yang , Yi Zeng , Wenhui Zhang , Fedor Zhdanov , Jiacheng Zhu , Percy Liang , Peter Mattson , Joaquin Vanschoren

AI design characteristics and human personality traits each impact the quality and outcomes of human-AI interactions. However, their relative and joint impacts are underexplored in imperfectly cooperative scenarios, where people and AI only…

Computation and Language · Computer Science 2026-04-20 Myke C. Cohen , Mingqian Zheng , Neel Bhandari , Hsien-Te Kao , Xuhui Zhou , Daniel Nguyen , Laura Cassani , Maarten Sap , Svitlana Volkova

Conversational AI systems are increasingly used for personal reflection and emotional disclosure, raising concerns about their effects on vulnerable users. Recent anecdotal reports suggest that prolonged interactions with AI may reinforce…

Human-Computer Interaction · Computer Science 2026-03-23 Soorya Ram Shimgekar , Vipin Gunda , Jiwon Kim , Violeta J. Rodriguez , Hari Sundaram , Koustuv Saha

From school playgrounds to corporate boardrooms, status hierarchies -- rank orderings based on respect and perceived competence -- are universal features of human social organization. Language models trained on human-generated text…

Human-Computer Interaction · Computer Science 2026-01-27 Emilio Barkett

AI safety benchmarks are pivotal for safety in advanced AI systems; however, they have significant technical, epistemic, and sociotechnical shortcomings. We present a review of 210 safety benchmarks that maps out common challenges in safety…

Computers and Society · Computer Science 2026-02-10 Cheng Yu , Severin Engelmann , Ruoxuan Cao , Dalia Ali , Orestis Papakyriakopoulos

As generative AI chatbots become more personalized and emotionally responsive, they increasingly serve as companions, friends, and romantic partners. Yet these relationships are accompanied by significant uncertainty: users question the…

Human-Computer Interaction · Computer Science 2026-05-06 Renwen Zhang , Lezi Xie

Sociotechnical systems, such as language technologies, frequently exhibit identity-based biases. These biases exacerbate the experiences of historically marginalized communities and remain understudied in low-resource contexts. While models…

Computation and Language · Computer Science 2026-05-08 Dipto Das , Shion Guha , Bryan Semaan

The research of open-domain dialog systems has been greatly prospered by neural models trained on large-scale corpora, however, such corpora often introduce various safety problems (e.g., offensive languages, biases, and toxic behaviors)…

Computation and Language · Computer Science 2022-10-31 Jingyan Zhou , Jiawen Deng , Fei Mi , Yitong Li , Yasheng Wang , Minlie Huang , Xin Jiang , Qun Liu , Helen Meng

Despite growing concerns about the risks of Generative AI (GenAI), there is limited understanding of public perceptions of these risks and their associated failure modes -- defined as recurring patterns of sociotechnical breakdown across…

Human-Computer Interaction · Computer Science 2026-04-27 Megan Li , Wendy Bickersteth , Ningjing Tang , Parv Kapoor , Khinezin Win , Peter Zhong , Jason I. Hong , Lorrie Faith Cranor , Hoda Heidari , Hong Shen

Digital security technology is able to identify and prevent many threats to users accounts. However, some threats remain that, to provide reliable security, require human intervention: e.g., through users paying attention to warning…

Cryptography and Security · Computer Science 2019-01-11 Elissa M. Redmiles

Evaluating chatbot fairness is crucial given their rapid proliferation, yet typical chatbot tasks (e.g., resume writing, entertainment) diverge from the institutional decision-making tasks (e.g., resume screening) which have traditionally…

Voice-based systems like Amazon Alexa, Google Assistant, and Apple Siri, along with the growing popularity of OpenAI's ChatGPT and Microsoft's Copilot, serve diverse populations, including visually impaired and low-literacy communities.…

Human-Computer Interaction · Computer Science 2024-09-04 Sachin Pathiyan Cherumanal , Falk Scholer , Johanne R. Trippas , Damiano Spina

Research has shown that human-agent relationships form in similar ways to human-human relationships. Since children do not have the same critical analysis skills as adults (and may over-trust technology, for example), this…

Human-Computer Interaction · Computer Science 2022-09-13 Jessica Van Brummelen , Mingyan Claire Tian , Maura Kelleher , Nghi Hoang Nguyen

Background: Empathy is widely recognized for improving patient outcomes, including reduced pain and anxiety and improved satisfaction, and its absence can cause harm. Meanwhile, use of artificial intelligence (AI)-based chatbots in…

Human-Computer Interaction · Computer Science 2026-02-06 Alastair Howcroft , Amber Bennett-Weston , Ahmad Khan , Joseff Griffiths , Simon Gay , Jeremy Howick

Artificial Intelligence (AI) chatbots powered by a large language model (LLM) are entering young children's learning and play, yet little is known about how young children construe these agents or how such construals relate to engagement.…

Human-Computer Interaction · Computer Science 2025-12-04 Pilyoung Kim , Jenna H. Chin , Yun Xie , Nolan Brady , Tom Yeh , Sujin Yang

The introduction of ChatGPT and the subsequent improvement of Large Language Models (LLMs) have prompted more and more individuals to turn to the use of ChatBots, both for information and assistance with decision-making. However, the…

Machine Learning · Computer Science 2023-08-30 Vahid Ghafouri , Vibhor Agarwal , Yong Zhang , Nishanth Sastry , Jose Such , Guillermo Suarez-Tangil

Using chatbots to deliver recommendations is increasingly popular. The design of recommendation chatbots has primarily been taking an information-centric approach by focusing on the recommended content per se. Limited attention is on how…

Computation and Language · Computer Science 2022-11-14 Kai-Hui Liang , Weiyan Shi , Yoojung Oh , Hao-Chuan Wang , Jingwen Zhang , Zhou Yu

Millions of users turn to consumer AI chatbots to discuss mental health and behavioral concerns. While this presents unprecedented opportunities to deliver population-level support, it also highlights an urgent need for rigorous and…

Neurons and Cognition · Quantitative Biology 2026-03-10 Veith Weilnhammer , Kevin YC Hou , Lennart Luettgau , Christopher Summerfield , Raymond Dolan , Matthew M Nour
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