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The shortage of doctors is creating a critical squeeze in access to medical expertise. While conversational Artificial Intelligence (AI) holds promise in addressing this problem, its safe deployment in patient-facing roles remains largely…

Artificial Intelligence · Computer Science 2025-04-11 Antoine Lizée , Pierre-Auguste Beaucoté , James Whitbeck , Marion Doumeingts , Anaël Beaugnon , Isabelle Feldhaus

The integration of Artificial Intelligence (AI), especially Large Language Models (LLMs), into the clinical diagnosis process offers significant potential to improve the efficiency and accessibility of medical care. While LLMs have shown…

Computation and Language · Computer Science 2024-10-15 Mingyu Derek Ma , Chenchen Ye , Yu Yan , Xiaoxuan Wang , Peipei Ping , Timothy S Chang , Wei Wang

In recent years, the rapid development of Large Language Models (LLMs) has significantly enhanced natural language understanding and human-computer interaction, creating new opportunities in the field of robotics. However, the integration…

Robotics · Computer Science 2026-01-06 Shenqi Lu , Liangwei Zhang

The significant gap between rising demands for clinical training and the scarcity of expert instruction poses a major challenge to medical education. With powerful capabilities in personalized guidance, Large Language Models (LLMs) offer a…

Computation and Language · Computer Science 2025-12-08 Zhitao He , Haolin Yang , Zeyu Qin , Yi R Fung

Clinical decision-making is inherently complex, often influenced by cognitive biases, incomplete information, and case ambiguity. Large Language Models (LLMs) have shown promise as tools for supporting clinical decision-making, yet their…

Machine Learning · Computer Science 2025-07-10 Burcu Sayin , Ipek Baris Schlicht , Ngoc Vo Hong , Sara Allievi , Jacopo Staiano , Pasquale Minervini , Andrea Passerini

Conversational question-answering (CQA) systems aim to create interactive search systems that effectively retrieve information by interacting with users. To replicate human-to-human conversations, existing work uses human annotators to play…

Computation and Language · Computer Science 2023-12-06 Zahra Abbasiantaeb , Yifei Yuan , Evangelos Kanoulas , Mohammad Aliannejadi

Healthcare systems around the world are grappling with issues like inefficient diagnostics, rising costs, and limited access to specialists. These problems often lead to delays in treatment and poor health outcomes. Most current AI and deep…

Artificial Intelligence · Computer Science 2025-12-22 Maliha Tabassum , M Shamim Kaiser

Real-world adoption of closed-loop insulin delivery systems (CLIDS) in type 1 diabetes remains low, driven not by technical failure, but by diverse behavioral, psychosocial, and social barriers. We introduce ChatCLIDS, the first benchmark…

Artificial Intelligence · Computer Science 2026-04-14 Zonghai Yao , Talha Chafekar , Junda Wang , Shuo Han , Feiyun Ouyang , Junhui Qian , Lingxi Li , Hong Yu

Conversation agents powered by large language models are revolutionizing the way we interact with visual data. Recently, large vision-language models (LVLMs) have been extensively studied for both images and videos. However, these studies…

Computer Vision and Pattern Recognition · Computer Science 2024-10-15 Juseong Jin , Chang Wook Jeong

The recent success of large language models (LLMs) has shown great potential to develop more powerful conversational recommender systems (CRSs), which rely on natural language conversations to satisfy user needs. In this paper, we embark on…

Computation and Language · Computer Science 2024-06-21 Xiaolei Wang , Xinyu Tang , Wayne Xin Zhao , Jingyuan Wang , Ji-Rong Wen

Clinical reasoning in medicine is a hypothesis-driven process where physicians refine diagnoses from limited information through targeted history, physical examination, and diagnostic investigations. In contrast, current medical benchmarks…

Machine Learning · Computer Science 2025-10-14 Christopher Chiu , Silviu Pitis , Mihaela van der Schaar

Augmented reality (AR) has great potential for use in healthcare applications, especially remote medical training and supervision. In this paper, we analyze the usage of an AR communication system to teach a medical procedure, the placement…

Human-Computer Interaction · Computer Science 2023-12-15 Manuel Rebol , Krzysztof Pietroszek , Neal Sikka , Claudia Ranniger , Colton Hood , Adam Rutenberg , Puja Sasankan , Christian Gütl

Immersive virtual reality (VR) offers affordances that may reduce cognitive complexity in binary reverse engineering (RE), enabling embodied and external cognition to augment the RE process through enhancing memory, hypothesis testing, and…

Human-Computer Interaction · Computer Science 2025-08-20 Dennis Brown , Samuel Mulder

Objective: This paper introduces a patient simulator for scalable, automated evaluation of healthcare conversational agents, generating realistic, controllable interactions that systematically vary across medical, linguistic, and behavioral…

Traditionally, AI research in medical diagnosis has largely centered on image analysis. While this has led to notable advancements, the absence of patient-reported symptoms continues to hinder diagnostic accuracy. To address this, we…

Computer Vision and Pattern Recognition · Computer Science 2026-01-19 K Lokesh , Abhirama Subramanyam Penamakuri , Uday Agarwal , Apoorva Challa , Shreya K Gowda , Somesh Gupta , Anand Mishra

Clinical communication skills are essential for preparing healthcare professionals to provide equitable care across cultures. However, traditional training with simulated patients can be resource intensive and difficult to scale, especially…

Human-Computer Interaction · Computer Science 2025-06-16 Sandro Radovanović , Shuangyu Li

Conversational search has seen increased recent attention in both the IR and NLP communities. It seeks to clarify and solve users' search needs through multi-turn natural language interactions. However, most existing systems are trained and…

Information Retrieval · Computer Science 2024-02-12 Zhenduo Wang , Zhichao Xu , Qingyao Ai , Vivek Srikumar

Modern medicine demands innovations in medical education, particularly in the learning of human anatomy, traditionally taught through textbooks, dissections, and lectures. Virtual Reality (VR) has emerged as a promising tool to address the…

Human-Computer Interaction · Computer Science 2024-11-11 Myint Zu Than , Kian Meng Yap

The simulation of realistic clinical interactions plays a pivotal role in advancing clinical Large Language Models (LLMs) and supporting medical diagnostic education. Existing approaches and benchmarks rely on generic or LLM-generated…

Computation and Language · Computer Science 2026-01-19 Shijie Jiang , Zefan Zhang , Kehua Zhu , Tian Bai , Ruihong Zhao

Modeling is a key activity in conceptual design and system design. Through collaborative modeling, end-users, stakeholders, experts, and entrepreneurs are able to create a shared understanding of a system representation. While the Unified…

Software Engineering · Computer Science 2021-07-28 Enes Yigitbas , Simon Gorissen , Nils Weidmann , Gregor Engels