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Large language models (LLMs) have the potential to transform digital healthcare, as evidenced by recent advances in LLM-based virtual doctors. However, current approaches rely on patient's subjective descriptions of symptoms, causing…

Artificial Intelligence · Computer Science 2024-05-22 Bufang Yang , Siyang Jiang , Lilin Xu , Kaiwei Liu , Hai Li , Guoliang Xing , Hongkai Chen , Xiaofan Jiang , Zhenyu Yan

This study investigates the efficacy of Large Language Models (LLMs) in interactive language therapy for high-functioning autistic adolescents. With the rapid advancement of artificial intelligence, particularly in natural language…

Human-Computer Interaction · Computer Science 2023-11-17 Yujin Cho , Mingeon Kim , Seojin Kim , Oyun Kwon , Ryan Donghan Kwon , Yoonha Lee , Dohyun Lim

Therapeutic development is a costly and high-risk endeavor that is often plagued by high failure rates. To address this, we introduce TxGemma, a suite of efficient, generalist large language models (LLMs) capable of therapeutic property…

Artificial Intelligence · Computer Science 2025-04-09 Eric Wang , Samuel Schmidgall , Paul F. Jaeger , Fan Zhang , Rory Pilgrim , Yossi Matias , Joelle Barral , David Fleet , Shekoofeh Azizi

Online health resources and large language models (LLMs) are increasingly used as a first point of contact for medical decision-making, yet their reliability in healthcare remains limited by low accuracy, lack of transparency, and…

Artificial Intelligence · Computer Science 2026-04-22 Yujia Liu , Sophia Yu , Hongyue Jin , Jessica Wen , Alexander Qian , Terrence Lee , Mattheus Ramsis , Gi Won Choi , Lianhui Qin , Xin Liu , Edward J. Wang

Clinical decision-making is a dynamic, interactive, and cyclic process where doctors have to repeatedly decide on which clinical action to perform and consider newly uncovered information for diagnosis and treatment. Large Language Models…

Computation and Language · Computer Science 2026-03-03 David Bani-Harouni , Chantal Pellegrini , Ege Özsoy , Nassir Navab , Matthias Keicher

Personalized digital health support requires long-horizon, cross-dimensional reasoning over heterogeneous lifestyle signals, and recent advances in mobile sensing and large language models (LLMs) make such support increasingly feasible.…

Artificial Intelligence · Computer Science 2026-01-21 Ye Tian , Zihao Wang , Onat Gungor , Xiaoran Fan , Tajana Rosing

Large Language Models (LLMs) have grown exponentially since the release of ChatGPT. These models have gained attention due to their robust performance on various tasks, including language processing tasks. These models achieve understanding…

Computation and Language · Computer Science 2025-08-11 Ali Sarabadani , Maryam Abdollahi Shamami , Hamidreza Sadeghsalehi , Borhan Asadi , Saba Hesaraki

Generative large language models (LLMs) have shown great success in various applications, including question-answering (QA) and dialogue systems. However, in specialized domains like traditional Chinese medical QA, these models may perform…

Computation and Language · Computer Science 2023-09-06 Yang Tan , Mingchen Li , Zijie Huang , Huiqun Yu , Guisheng Fan

Large Language Models (LLMs) show promise in biomedicine but lack true causal understanding, relying instead on correlations. This paper envisions causal LLM agents that integrate multimodal data (text, images, genomics, etc.) and perform…

Artificial Intelligence · Computer Science 2025-05-23 Adib Bazgir , Amir Habibdoust Lafmajani , Yuwen Zhang

Large language models (LLMs) are increasingly attracting the attention of healthcare professionals for their potential to assist in diagnostic assessments, which could alleviate the strain on the healthcare system caused by a high patient…

Computation and Language · Computer Science 2025-01-03 Kaushik Roy , Harshul Surana , Darssan Eswaramoorthi , Yuxin Zi , Vedant Palit , Ritvik Garimella , Amit Sheth

In the face of rapidly expanding online medical literature, automated systems for aggregating and summarizing information are becoming increasingly crucial for healthcare professionals and patients. Large Language Models (LLMs), with their…

Computation and Language · Computer Science 2024-03-07 Niraj Yagnik , Jay Jhaveri , Vivek Sharma , Gabriel Pila

Large Language Models (LLMs) have demonstrated impressive capabilities in role-playing scenarios, particularly in simulating domain-specific experts using tailored prompts. This ability enables LLMs to adopt the persona of individuals with…

Artificial Intelligence · Computer Science 2025-01-14 Xinyao Ma , Rui Zhu , Zihao Wang , Jingwei Xiong , Qingyu Chen , Haixu Tang , L. Jean Camp , Lucila Ohno-Machado

Family caregivers often face substantial mental health challenges due to their multifaceted roles and limited resources. This study explored the potential of a large language model (LLM)-powered conversational agent to deliver…

This study applies Large Language Models (LLMs) to two foundational Electronic Health Record (EHR) data science tasks: structured data querying (using programmatic languages, Python/Pandas) and information extraction from unstructured…

Computation and Language · Computer Science 2026-01-29 Juan Jose Rubio Jan , Jack Wu , Julia Ive

The integration of a complex set of Electronic Design Automation (EDA) tools to enhance interoperability is a critical concern for circuit designers. Recent advancements in large language models (LLMs) have showcased their exceptional…

Hardware Architecture · Computer Science 2024-09-24 Zhuolun He , Haoyuan Wu , Xinyun Zhang , Xufeng Yao , Su Zheng , Haisheng Zheng , Bei Yu

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

Recent large language models (LLMs) offer the potential to support public health monitoring by facilitating health disclosure through open-ended conversations but rarely preserve the knowledge gained about individuals across repeated…

Human-Computer Interaction · Computer Science 2024-02-20 Eunkyung Jo , Yuin Jeong , SoHyun Park , Daniel A. Epstein , Young-Ho Kim

This paper presents the design, implementation, and evaluation behind a Large Language Model (LLM) agent that chats with an industrial production-grade ERP system. The agent is capable of interpreting natural language queries and…

Artificial Intelligence · Computer Science 2025-08-01 Jorge Ruiz Gómez , Lidia Andrés Susinos , Jorge Alamo Olivé , Sonia Rey Osorno , Manuel Luis Gonzalez Hernández

Clinical problem-solving requires processing of semantic medical knowledge such as illness scripts and numerical medical knowledge of diagnostic tests for evidence-based decision-making. As large language models (LLMs) show promising…

Deriving personalized insights from popular wearable trackers requires complex numerical reasoning that challenges standard LLMs, necessitating tool-based approaches like code generation. Large language model (LLM) agents present a…

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