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As NLP evaluation shifts from static benchmarks to multi-turn interactive settings, LLM-based simulators have become widely used as user proxies, serving two roles: generating user turns and providing evaluation signals. Yet, these…

Artificial Intelligence · Computer Science 2026-03-13 Xuhui Zhou , Weiwei Sun , Qianou Ma , Yiqing Xie , Jiarui Liu , Weihua Du , Sean Welleck , Yiming Yang , Graham Neubig , Sherry Tongshuang Wu , Maarten Sap

The concept of a Human-AI team has gained increasing attention in recent years. For effective collaboration between humans and AI teammates, proactivity is crucial for close coordination and effective communication. However, the design of…

Artificial Intelligence · Computer Science 2023-06-21 Matthias Kraus , Ron Riekenbrauck , Wolfgang Minker

From 2016 to 2018, we developed and deployed Chorus, a system that blends real-time human computation with artificial intelligence (AI) and has real-world, open conversations with users. We took a top-down approach that started with a…

Human-Computer Interaction · Computer Science 2019-10-28 Ting-Hao 'Kenneth' Huang

In VR interactions with embodied conversational agents, users' emotional intent is often conveyed more by how something is said than by what is said. However, most VR agent pipelines rely on speech-to-text processing, discarding prosodic…

Human-Computer Interaction · Computer Science 2026-03-11 SangYeop Jeong , Yeongseo Na , Seung Gyu Jeong , Jin-Woo Jeong , Seong-Eun Kim

Recently, large language models have facilitated the emergence of highly intelligent conversational AI capable of engaging in human-like dialogues. However, a notable distinction lies in the fact that these AI models predominantly generate…

Human-Computer Interaction · Computer Science 2025-10-13 Jijie Zhou , Yuhan Hu

Medical diagnosis assistant (MDA) aims to build an interactive diagnostic agent to sequentially inquire about symptoms for discriminating diseases. However, since the dialogue records used to build a patient simulator are collected…

Computer Vision and Pattern Recognition · Computer Science 2023-07-04 Junfan Lin , Keze Wang , Ziliang Chen , Xiaodan Liang , Liang Lin

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

Engaging in discussions that involve diverse perspectives and exchanging arguments on a controversial issue is a natural way for humans to form opinions. In this process, the way arguments are presented plays a crucial role in determining…

Human-Computer Interaction · Computer Science 2024-11-19 Annalena Bea Aicher , Yuki Matsuda , Keichii Yasumoto , Wolfgang Minker , Elisabeth André , Stefan Ultes

We study the tendency of AI systems to deceive by constructing a realistic simulation setting of a company AI assistant. The simulated company employees provide tasks for the assistant to complete, these tasks spanning writing assistance,…

Computation and Language · Computer Science 2024-05-06 Olli Järviniemi , Evan Hubinger

Conversational agents are increasingly used in education for learning support. An application is "learning by explaining", where learners explain their understanding to an agent. However, existing research focuses on single roles, leaving…

Human-Computer Interaction · Computer Science 2026-01-26 Zhengtao Xu , Junti Zhang , Anthony Tang , Yi-Chieh Lee

Semi-structured interviews highly rely on the quality of follow-up questions, yet interviewers' knowledge and skills may limit their depth and potentially affect outcomes. While many studies have shown the usefulness of large language…

Human-Computer Interaction · Computer Science 2025-09-17 He Zhang , Yueyan Liu , Xin Guan , Jie Cai , John M. Carroll

Patient safety training is essential for preparing healthcare professionals to identify, investigate, and prevent adverse events. However, conventional simulation-based approaches often require substantial faculty time, physical resources,…

Human-Computer Interaction · Computer Science 2026-03-20 Yuqi Hu , Qiwen Xiong , Zhenzhen Qin , Brandon Watanabe , Yujing Wang , Mirjana Prpa , Ilmi Yoon

Clarifying user needs is essential for existing task-oriented dialogue systems. However, in real-world applications, developers can never guarantee that all possible user demands are taken into account in the design phase. Consequently,…

Computation and Language · Computer Science 2019-06-13 Weikang Wang , Jiajun Zhang , Qian Li , Mei-Yuh Hwang , Chengqing Zong , Zhifei Li

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

Questions asked by humans during a conversation often contain contextual dependencies, i.e., explicit or implicit references to previous dialogue turns. These dependencies take the form of coreferences (e.g., via pronoun use) or ellipses,…

Computation and Language · Computer Science 2022-07-08 Quentin Brabant , Gwenole Lecorve , Lina M. Rojas-Barahona

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

Powered by large language models, a new genre of multi-agent social platforms has emerged. Apps such as Social.AI deploy numerous AI agents that emulate human behavior, creating unprecedented bot-centric social networks. Yet, existing…

Human-Computer Interaction · Computer Science 2026-01-27 Qiufang Yu , Mengmeng Wu , Xingyu Lan

As AI systems become increasingly integrated into daily life, their potential to exacerbate or trigger severe psychological harms remains poorly understood and inadequately tested. This paper presents a proactive methodology for…

Human-Computer Interaction · Computer Science 2025-11-13 Chayapatr Archiwaranguprok , Constanze Albrecht , Pattie Maes , Karrie Karahalios , Pat Pataranutaporn

Online, people often recount their experiences turning to conversational AI agents (e.g., ChatGPT, Claude, Copilot) for mental health support -- going so far as to replace their therapists. These anecdotes suggest that AI agents have great…

There has been a growing interest in enhancing rule-based agent-based models (ABMs) for social media platforms (i.e., X, Reddit) with more realistic large language model (LLM) agents, thereby allowing for a more nuanced study of complex…

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