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There is growing interest in exploring user simulation as an alternative to gathering and scoring real user-chatbot interactions for AI chatbot evaluation. For this purpose, it is important to ensure the realism of the simulation, i.e., the…

Computation and Language · Computer Science 2026-05-05 Yu Lu Liu , Hyokun Yun , Tanya Roosta , Ziang Xiao

Conversational AI (CAI) systems offer opportunities to scale service provision to unprecedented levels and governments and corporations are already beginning to deploy them across services. The economic argument is similar across domains:…

Human-Computer Interaction · Computer Science 2025-10-13 Rafael A. Calvo , Dorian Peters

Effective communication between a clinician and their patient is critical for delivering healthcare maximizing outcomes. Unfortunately, traditional communication training approaches that use human standardized patients and expert coaches…

Human-Computer Interaction · Computer Science 2023-06-28 Kurtis Haut , Caleb Wohn , Benjamin Kane , Tom Carroll , Catherine Guigno , Varun Kumar , Ron Epstein , Lenhart Schubert , Ehsan Hoque

This paper describes our research on AI agents embodied in visual, virtual or physical forms, enabling them to interact with both users and their environments. These agents, which include virtual avatars, wearable devices, and robots, are…

As digital emotional support needs grow, Large Language Model companions offer promising authentic, always-available empathy, though rigorous evaluation lags behind model advancement. We present Heart-to-Heart Talk (H2HTalk), a benchmark…

Computation and Language · Computer Science 2025-07-08 Boyang Wang , Yalun Wu , Hongcheng Guo , Zhoujun Li

AutoGen is an open-source framework that allows developers to build LLM applications via multiple agents that can converse with each other to accomplish tasks. AutoGen agents are customizable, conversable, and can operate in various modes…

Training medical personnel using standardized patients (SPs) remains a complex challenge, requiring extensive domain expertise and role-specific practice. Previous research on Large Language Model (LLM)-based SPs mostly focuses on improving…

Computation and Language · Computer Science 2025-06-10 Zhuoyun Du , Lujie Zheng , Renjun Hu , Yuyang Xu , Xiawei Li , Ying Sun , Wei Chen , Jian Wu , Haolei Cai , Haohao Ying

The EMPATHIC project aimed to design an emotionally expressive virtual coach capable of engaging healthy seniors to improve well-being and promote independent aging. One of the core aspects of the system is its human sensing capabilities,…

Intelligent agents, such as robots, are increasingly deployed in real-world, human-centric environments. To foster appropriate human trust and meet legal and ethical standards, these agents must be able to explain their behavior. However,…

Machine Learning · Computer Science 2025-08-12 Zhang Xi-Jia , Yue Guo , Shufei Chen , Simon Stepputtis , Matthew Gombolay , Katia Sycara , Joseph Campbell

Modeling face-to-face communication in computer vision, which focuses on recognizing and analyzing nonverbal cues and behaviors during interactions, serves as the foundation for our proposed alternative to text-based Human-AI interaction.…

Computer Vision and Pattern Recognition · Computer Science 2024-12-11 Dragos Costea , Alina Marcu , Cristina Lazar , Marius Leordeanu

Human communication is inherently multimodal and social: words, prosody, and body language jointly carry intent. Yet most prior systems model human behavior as a translation task co-speech gesture or text-to-motion that maps a fixed…

Computer Vision and Pattern Recognition · Computer Science 2026-04-16 Juze Zhang , Changan Chen , Xin Chen , Heng Yu , Tiange Xiang , Ali Sartaz Khan , Shrinidhi K. Lakshmikanth , Ehsan Adeli

Conversational Artificial Intelligence (AI) systems have recently sky-rocketed in popularity and are now used in many applications, from car assistants to customer support. The development of conversational AI systems is supported by a…

Human-Computer Interaction · Computer Science 2020-12-23 Johan Aronsson , Philip Lu , Daniel Strüber , Thorsten Berger

Large Language Models (LLMs) have demonstrated remarkable proficiency in human interactions, yet their application within the medical field remains insufficiently explored. Previous works mainly focus on the performance of medical knowledge…

Computation and Language · Computer Science 2024-07-23 Yusheng Liao , Yutong Meng , Yuhao Wang , Hongcheng Liu , Yanfeng Wang , Yu Wang

Recent advancements in Large Language Models (LLMs) have significantly enhanced conversational agents, making them applicable to various fields (e.g., education, entertainment). Despite their progress, the evaluation of the agents often…

Computation and Language · Computer Science 2025-09-29 Jiho Kim , Woosog Chay , Hyeonji Hwang , Daeun Kyung , Hyunseung Chung , Eunbyeol Cho , Yeonsu Kwon , Yohan Jo , Edward Choi

In this paper, we analyze the performance of an agent developed according to a well-accepted appraisal theory of human emotion with respect to how it modulates play in the context of a social dilemma. We ask if the agent will be capable of…

Artificial Intelligence · Computer Science 2021-07-19 Moojan Ghafurian , Neil Budnarain , Jesse Hoey

Speech large language models (SpeechLLMs) have extended human-machine interactions from the text modality to the dynamic speech domain. Spoken dialogues convey diverse information, including semantic concepts, acoustic variations,…

Computation and Language · Computer Science 2026-01-14 Heyang Liu , Yuhao Wang , Ziyang Cheng , Hongcheng Liu , Yiqi Li , Yixuan Hou , Ronghua Wu , Qunshan Gu , Yanfeng Wang , Yu Wang

Large language models (LLMs) increasingly serve as interactive social agents, yet their ability to maintain coherent and authentic persona-level role-playing remains limited, particularly in realistic social scenarios. Existing research…

Artificial Intelligence · Computer Science 2026-05-19 Wenlong Shi , Jianxun Lian , Mingqi Wu , Haiming Qin , Mingyang Zhou , Xing Xie , Naipeng Chao , Hao Liao

The use of virtual agents in social coaching has increased rapidly in the last decade. In order to train the user in different situations than can occur in real life, the virtual agent should be able to express different social attitudes.…

Human-Computer Interaction · Computer Science 2014-02-21 Nicolas Sabouret , Hazaël Jones , Magalie Ochs , Mathieu Chollet , Catherine Pelachaud

In this work, we propose a computational framework that leverages existing out-of-language data to create a conversational agent for the delivery of Self-Attachment Technique (SAT) in Mandarin. Our framework does not require large-scale…

Computation and Language · Computer Science 2023-10-31 Alicia Jiayun Law , Ruoyu Hu , Lisa Alazraki , Anandha Gopalan , Neophytos Polydorou , Abbas Edalat

Embodied AI Agents are quickly becoming important and common tools in society. These embodied agents should be able to learn about and accomplish a wide range of user goals and preferences efficiently and robustly. Large Language Models…

Artificial Intelligence · Computer Science 2026-02-20 Rachel Ma , Jingyi Qu , Andreea Bobu , Dylan Hadfield-Menell