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LLMs are popular among clinicians for decision-support because of simple text-based interaction. However, their impact on clinicians' performance is ambiguous. Not knowing how clinicians use this new technology and how they compare it to…

Human-Computer Interaction · Computer Science 2026-02-02 Behnam Rahdari , Sameer Shaikh , Jonathan H Chen , Tobias Gerstenberg , Shriti Raj

The Large Language Model Bias Index (LLMBI) is a pioneering approach designed to quantify and address biases inherent in large language models (LLMs), such as GPT-4. We recognise the increasing prevalence and impact of LLMs across diverse…

Computation and Language · Computer Science 2024-01-01 Abiodun Finbarrs Oketunji , Muhammad Anas , Deepthi Saina

Low back pain (LBP) is a leading cause of disability globally. Following the onset of LBP and subsequent treatment, adequate patient education is crucial for improving functionality and long-term outcomes. Despite advancements in patient…

Artificial Intelligence · Computer Science 2024-09-24 Yi-Fei Zhao , Allyn Bove , David Thompson , James Hill , Yi Xu , Yufan Ren , Andrea Hassman , Leming Zhou , Yanshan Wang

Using Large Language Models (LLMs) to simulate user opinions has received growing attention. Yet LLMs, especially trained with reinforcement learning from human feedback (RLHF), are known to exhibit biases toward dominant viewpoints,…

Computation and Language · Computer Science 2025-12-09 Ziyun Yu , Yiru Zhou , Chen Zhao , Hongyi Wen

The impact of large language models (LLMs) on critical thinking has provoked growing attention, yet this impact on actual performance may not be uniformly negative or positive. Particularly, the role of time -- the temporal context under…

Human-Computer Interaction · Computer Science 2026-03-11 Jiayin Zhi , Harsh Kumar , Mina Lee

Large Language Models (LLMs) often exhibit cultural biases due to training data dominated by high-resource languages like English and Chinese. This poses challenges for accurately representing and evaluating diverse cultural contexts,…

Computation and Language · Computer Science 2025-08-11 Zhong Ken Hew , Jia Xin Low , Sze Jue Yang , Chee Seng Chan

As libraries explore large language models (LLMs) for use in virtual reference services, a key question arises: Can LLMs serve all users equitably, regardless of demographics or social status? While they offer great potential for scalable…

Computation and Language · Computer Science 2025-11-24 Haining Wang , Jason Clark , Yueru Yan , Star Bradley , Ruiyang Chen , Yiqiong Zhang , Hengyi Fu , Zuoyu Tian

In recent years, the integration of Large Language Models (LLMs) into recommender systems has garnered interest among both practitioners and researchers. Despite this interest, the field is still emerging, and the lack of open-source R&D…

Information Retrieval · Computer Science 2024-04-12 Shuyuan Xu , Wenyue Hua , Yongfeng Zhang

The global mental health crisis is looming with a rapid increase in mental disorders, limited resources, and the social stigma of seeking treatment. As the field of artificial intelligence (AI) has witnessed significant advancements in…

Computation and Language · Computer Science 2023-11-27 Neo Christopher Chung , George Dyer , Lennart Brocki

The rapid progress in Large Language Models (LLMs) could transform many fields, but their fast development creates significant challenges for oversight, ethical creation, and building user trust. This comprehensive review looks at key trust…

Computers and Society · Computer Science 2024-07-22 Md Meftahul Ferdaus , Mahdi Abdelguerfi , Elias Ioup , Kendall N. Niles , Ken Pathak , Steven Sloan

Advancements in large language models (LLMs) have enabled the development of intelligent educational tools that support inquiry-based learning across technical domains. In cybersecurity education, where accuracy and safety are paramount,…

The rapid integration of large language models (LLMs) into everyday workflows has transformed how individuals perform cognitive tasks such as writing, programming, analysis, and multilingual communication. While prior research has focused…

Artificial Intelligence · Computer Science 2026-04-29 Hyunwoo Kim , Harin Yu , Hanau Yi

Large Language Models (LLMs) have been shown to exhibit various biases and stereotypes in their generated content. While extensive research has investigated biases in LLMs, prior work has predominantly focused on explicit bias, with minimal…

Computation and Language · Computer Science 2025-06-04 Yachao Zhao , Bo Wang , Yan Wang , Dongming Zhao , Ruifang He , Yuexian Hou

Large language models (LLMs) offer significant potential as tools to support an expanding range of decision-making tasks. Given their training on human (created) data, LLMs have been shown to inherit societal biases against protected…

Artificial Intelligence · Computer Science 2024-10-07 Jessica Echterhoff , Yao Liu , Abeer Alessa , Julian McAuley , Zexue He

Large Language Models (LLMs) excel in Natural Language Processing (NLP) tasks, but they often propagate biases embedded in their training data, which is potentially impactful in sensitive domains like healthcare. While existing benchmarks…

Computation and Language · Computer Science 2026-03-11 Trung Hieu Ngo , Adrien Bazoge , Solen Quiniou , Pierre-Antoine Gourraud , Emmanuel Morin

Parenting brings emotional and physical challenges, from balancing work, childcare, and finances to coping with exhaustion and limited personal time. Yet, one in three parents never seek support. AI systems potentially offer stigma-free,…

Human-Computer Interaction · Computer Science 2025-03-13 Sruthi Viswanathan , Seray Ibrahim , Ravi Shankar , Reuben Binns , Max Van Kleek , Petr Slovak

The emergence of generative AI, particularly large language models (LLMs), has opened the door for student-centered and active learning methods like project-based learning (PBL). However, PBL poses practical implementation challenges for…

Human-Computer Interaction · Computer Science 2025-02-17 Prerna Ravi , John Masla , Gisella Kakoti , Grace Lin , Emma Anderson , Matt Taylor , Anastasia Ostrowski , Cynthia Breazeal , Eric Klopfer , Hal Abelson

The proliferation of large language models (LLMs) in educational settings has paradoxically undermined the cognitive processes they purport to support. Students increasingly outsource critical thinking to AI assistants that generate…

Artificial Intelligence · Computer Science 2026-05-08 Ran Bi , Shiyao Wei , Yuanyiyi Zhou

In the age of artificial intelligence (AI), providing learners with suitable and sufficient explanations of AI-based recommendation algorithm's output becomes essential to enable them to make an informed decision about it. However, the…

Human-Computer Interaction · Computer Science 2024-02-14 Hasan Abu-Rasheed , Christian Weber , Madjid Fathi

Artificial Intelligence (AI) is increasingly used in hiring, with large language models (LLMs) having the potential to influence or even make hiring decisions. However, this raises pressing concerns about bias, fairness, and trust,…

Computers and Society · Computer Science 2025-08-26 Pooja S. B. Rao , Laxminarayen Nagarajan Venkatesan , Mauro Cherubini , Dinesh Babu Jayagopi
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