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The recent surge of Large Language Models (LLMs) has led to claims that they are approaching a level of creativity akin to human capabilities. This idea has sparked a blend of excitement and apprehension. However, a critical piece that has…

Computation and Language · Computer Science 2025-07-03 Antoine Bellemare-Pepin , François Lespinasse , Philipp Thölke , Yann Harel , Kory Mathewson , Jay A. Olson , Yoshua Bengio , Karim Jerbi

While Large Language Models (LLMs) have become ubiquitous in many fields, understanding and mitigating LLM biases is an ongoing issue. This paper provides a novel method for evaluating the demographic biases of various generative AI models.…

Computation and Language · Computer Science 2025-06-16 Jack H Fagan , Ruhaan Juyaal , Amy Yue-Ming Yu , Siya Pun

Large Language Models (LLMs) are increasingly deployed in medicine. However, their utility in non-generative clinical prediction, often presumed inferior to specialized models, remains under-evaluated, leading to ongoing debate within the…

Specialized clinical AI assistants are rapidly entering medical practice, often framed as safer or more reliable than general-purpose large language models (LLMs). Yet, unlike frontier models, these clinical tools are rarely subjected to…

Computation and Language · Computer Science 2025-12-02 Krithik Vishwanath , Mrigayu Ghosh , Anton Alyakin , Daniel Alexander Alber , Yindalon Aphinyanaphongs , Eric Karl Oermann

Objective: Large language models (LLMs) are attracting increasing interest in healthcare. This commentary evaluates the potential of LLMs to improve clinical prediction models (CPMs) for diagnostic and prognostic tasks, with a focus on…

Computers and Society · Computer Science 2025-11-07 Yusuf Yildiz , Goran Nenadic , Meghna Jani , David A. Jenkins

The rapid evolution of Large Language Models (LLMs) presents a promising solution to the global shortage of mental health professionals. However, their alignment with essential counseling competencies remains underexplored. We introduce…

Large Language Models (LLMs) excel in text generation and understanding, especially in simulating socio-political and economic patterns, serving as an alternative to traditional surveys. However, their global applicability remains…

Computers and Society · Computer Science 2025-01-28 Andrés Abeliuk , Vanessa Gaete , Naim Bro

Traditional topic models often struggle with contextual nuances and fail to adequately handle polysemy and rare words. This limitation typically results in topics that lack coherence and quality. Large Language Models (LLMs) can mitigate…

Computation and Language · Computer Science 2025-05-13 Hajar Sakai , Sarah S. Lam

Large Language Models (LLMs) are increasingly deployed in high-stakes domains such as clinical decision support and medical documentation. However, the robustness of these models against subtle linguistic variations, specifically…

Computation and Language · Computer Science 2026-05-19 Jen-tse Huang , Didi Zhou , Faith Kamau , Amy Oh , Anne R. Links , Mark Dredze , Mary Catherine Beach , Somnath Saha

Healthcare quality metrics refer to a variety of measures used to characterize what should have been done or not done for a patient or the health consequences of what was or was not done. When estimating healthcare quality, many metrics are…

Applications · Statistics 2025-02-13 Sharon-Lise Normand , Katya Zelevinsky , Marcela Horvitz-Lennon

Large Language Models (LLMs) have demonstrated remarkable capabilities in reasoning tasks, leading to their widespread deployment. However, recent studies have highlighted concerning biases in these models, particularly in their handling of…

Computation and Language · Computer Science 2025-03-07 Runtao Zhou , Guangya Wan , Saadia Gabriel , Sheng Li , Alexander J Gates , Maarten Sap , Thomas Hartvigsen

Large language models (LLMs) can capture rich representations of concepts that are useful for real-world tasks. However, language alone is limited. While existing LLMs excel at text-based inferences, health applications require that models…

Computation and Language · Computer Science 2023-05-26 Xin Liu , Daniel McDuff , Geza Kovacs , Isaac Galatzer-Levy , Jacob Sunshine , Jiening Zhan , Ming-Zher Poh , Shun Liao , Paolo Di Achille , Shwetak Patel

Large language models (LLMs) have the potential to transform our lives and work through the content they generate, known as AI-Generated Content (AIGC). To harness this transformation, we need to understand the limitations of LLMs. Here, we…

Artificial Intelligence · Computer Science 2024-04-05 Xiao Fang , Shangkun Che , Minjia Mao , Hongzhe Zhang , Ming Zhao , Xiaohang Zhao

The emergence of Generative Artificial Intelligence (AI) and Large Language Models (LLMs) has marked a new era of Natural Language Processing (NLP), introducing unprecedented capabilities that are revolutionizing various domains. This paper…

Computation and Language · Computer Science 2024-08-26 Desta Haileselassie Hagos , Rick Battle , Danda B. Rawat

There is justifiable interest in leveraging conversational AI (CAI) for health across the majority world, but to be effective, CAI must respond appropriately within culturally and linguistically diverse contexts. Therefore, we need ways to…

Human-Computer Interaction · Computer Science 2025-07-03 Dorian Peters , Fernanda Espinoza , Marco da Re , Guido Ivetta , Luciana Benotti , Rafael A. Calvo

Knowledge sharing is crucial in healthcare, especially when leveraging data from multiple clinical sites to address data scarcity, reduce costs, and enable timely interventions. Transfer learning can facilitate cross-site knowledge…

Computation and Language · Computer Science 2024-09-24 Yuhe Gao , Runxue Bao , Yuelyu Ji , Yiming Sun , Chenxi Song , Jeffrey P. Ferraro , Ye Ye

Large Language Models (LLMs) have emerged as powerful candidates to inform clinical decision-making processes. While these models play an increasingly prominent role in shaping the digital landscape, two growing concerns emerge in…

Computation and Language · Computer Science 2024-04-24 Raphael Poulain , Hamed Fayyaz , Rahmatollah Beheshti

Artificial Intelligence (AI) technologies like ChatGPT now threaten bibliometrics as the primary generators of research quality indicators. They are already used in at least one research quality evaluation system and evidence suggests that…

Digital Libraries · Computer Science 2025-06-10 Mike Thelwall

Social telehealth has revolutionized healthcare by enabling patients to share symptoms and receive medical consultations remotely. Users frequently post symptoms on social media and online health platforms, generating a vast repository of…

Computation and Language · Computer Science 2025-02-04 Malak Mohamed , Rokaia Emad , Ali Hamdi

This study investigates the integration and impact of Large Language Models (LLMs), like ChatGPT, in India's healthcare sector. Our research employs a dual approach, engaging both general users and medical professionals through surveys and…

Human-Computer Interaction · Computer Science 2024-01-30 Aryaman Raina , Prateek Mishra , Harshit goyal , Dhruv Kumar
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