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Large language models are increasingly deployed in STEM education for personalized instruction and feedback across institutions in high- and low-income countries. These systems are designed to adapt content to student needs, but whether…

Computers and Society · Computer Science 2026-05-19 Amogh Gupta , Niharika Patil , Sourojit Ghosh , SnehalKumar , S Gaikwad

Instruction-tuned Large Language Models (LLMs) are increasingly deployed as AI Assistants in firms for support in cognitive tasks. These AI assistants carry embedded perspectives which influence factors across the firm including…

Computers and Society · Computer Science 2025-05-27 Noah Broestl , Benjamin Lange , Cristina Voinea , Geoff Keeling , Rachael Lam

Large Language Models (LLM) have made significant advances in the recent past becoming more mainstream in Artificial Intelligence (AI) enabled human-facing applications. However, LLMs often generate stereotypical output inherited from…

Computation and Language · Computer Science 2023-11-27 Wu Zekun , Sahan Bulathwela , Adriano Soares Koshiyama

Evaluations of Large Language Models (LLMs) often overlook intersectional and culturally specific biases, particularly in underrepresented multilingual regions like South Asia. This work addresses these gaps by conducting a multilingual and…

Computation and Language · Computer Science 2026-05-07 Mamnuya Rinki , Chahat Raj , Anjishnu Mukherjee , Ziwei Zhu

Are AI systems truly representing human values, or merely averaging across them? Our study suggests a concerning reality: Large Language Models (LLMs) fail to represent diverse cultural moral frameworks despite their linguistic…

Computation and Language · Computer Science 2025-08-01 Simon Münker

Large language models (LLMs) are playing an increasingly integral, though largely informal, role in scholarly peer review. Yet it remains unclear whether LLMs reproduce the biases observed in human decision-making. We adapt a resume-style…

Computers and Society · Computer Science 2025-09-19 Anthony Howell , Jieshu Wang , Luyu Du , Julia Melkers , Varshil Shah

Evaluation of multilingual Large Language Models (LLMs) is challenging due to a variety of factors -- the lack of benchmarks with sufficient linguistic diversity, contamination of popular benchmarks into LLM pre-training data and the lack…

Computation and Language · Computer Science 2024-10-21 Ishaan Watts , Varun Gumma , Aditya Yadavalli , Vivek Seshadri , Manohar Swaminathan , Sunayana Sitaram

As large language models (LLMs) become integral to recruitment processes, concerns about AI-induced bias have intensified. This study examines biases in candidate interview reports generated by Claude 3.5 Sonnet, GPT-4o, Gemini 1.5, and…

Artificial Intelligence · Computer Science 2024-10-23 Django Beatty , Kritsada Masanthia , Teepakorn Kaphol , Niphan Sethi

The deployment of large language models (LLMs) raises concerns regarding their cultural misalignment and potential ramifications on individuals and societies with diverse cultural backgrounds. While the discourse has focused mainly on…

Computers and Society · Computer Science 2024-05-09 Reem I. Masoud , Ziquan Liu , Martin Ferianc , Philip Treleaven , Miguel Rodrigues

As organizations increasingly rely on AI systems for decision support in sustainability contexts, it becomes critical to understand the inherent biases and perspectives embedded in Large Language Models (LLMs). This study systematically…

Computers and Society · Computer Science 2026-01-06 Annika Bush , Meltem Aksoy , Markus Pauly , Greta Ontrup

The use of large language models (LLMs) in hiring promises to streamline candidate screening, but it also raises serious concerns regarding accuracy and algorithmic bias where sufficient safeguards are not in place. In this work, we…

Machine Learning · Computer Science 2025-07-29 Eitan Anzenberg , Arunava Samajpati , Sivasankaran Chandrasekar , Varun Kacholia

Large language models (LLMs) are increasingly being deployed in high-stakes applications like hiring, yet their potential for unfair decision-making remains understudied in generative and retrieval settings. In this work, we examine the…

Computation and Language · Computer Science 2025-09-05 Preethi Seshadri , Hongyu Chen , Sameer Singh , Seraphina Goldfarb-Tarrant

With the impressive performance in various downstream tasks, large language models (LLMs) have been widely integrated into production pipelines, like recruitment and recommendation systems. A known issue of models trained on natural…

Computation and Language · Computer Science 2025-01-22 Damin Zhang , Yi Zhang , Geetanjali Bihani , Julia Rayz

The recent advances in large language models (LLMs) have revolutionized industries such as finance, marketing, and customer service by enabling sophisticated natural language processing tasks. However, the broad adoption of LLMs brings…

Computers and Society · Computer Science 2025-02-19 Berk Yilmaz , Huthaifa I. Ashqar

With the rapid progress of Large Language Models (LLMs), the general public now has easy and affordable access to applications capable of answering most health-related questions in a personalized manner. These LLMs are increasingly proving…

Artificial Intelligence · Computer Science 2025-10-20 Emma Kondrup , Anne Imouza

The rise of generative artificial intelligence, particularly Large Language Models (LLMs), has intensified the imperative to scrutinize fairness alongside accuracy. Recent studies have begun to investigate fairness evaluations for LLMs…

Information Retrieval · Computer Science 2024-08-31 Chandan Kumar Sah , Lian Xiaoli , Muhammad Mirajul Islam

As Large Language Models (LLMs) continue to gain popularity due to their human-like traits and the intimacy they offer to users, their societal impact inevitably expands. This leads to the rising necessity for comprehensive studies to fully…

Artificial Intelligence · Computer Science 2025-01-07 Bojana Bodroza , Bojana M. Dinic , Ljubisa Bojic

As AI systems become more integrated into daily life, the need for safer and more reliable moderation has never been greater. Large Language Models (LLMs) have demonstrated remarkable capabilities, surpassing earlier models in complexity…

Artificial Intelligence · Computer Science 2026-01-13 Naseem Machlovi , Maryam Saleki , Innocent Ababio , Ruhul Amin

LLMs are increasingly powerful and widely used to assist users in a variety of tasks. This use risks the introduction of LLM biases to consequential decisions such as job hiring, human performance evaluation, and criminal sentencing. Bias…

Computation and Language · Computer Science 2024-06-21 Mahammed Kamruzzaman , Md. Minul Islam Shovon , Gene Louis Kim

Large Language Models (LLMs), such as GPT-4 and BERT, have rapidly gained traction in natural language processing (NLP) and are now integral to financial decision-making. However, their deployment introduces critical challenges,…

Computers and Society · Computer Science 2024-10-29 Hui Zhong , Songsheng Chen , Mian Liang