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Large language models (LLMs) are increasingly deployed in settings that require nuanced ethical reasoning, yet existing bias evaluations treat model outputs as simply "biased" or "unbiased." This binary framing misses the gradual,…

Machine Learning · Computer Science 2026-05-06 Yash Aggarwal , Atmika Gorti , Vinija Jain , Aman Chadha , Krishnaprasad Thirunarayan , Manas Gaur

Large language models (LLMs) are widely used but raise ethical concerns due to embedded social biases. This study examines LLM biases against Arabs versus Westerners across eight domains, including women's rights, terrorism, and…

Computation and Language · Computer Science 2024-11-28 Muhammed Saeed , Elgizouli Mohamed , Mukhtar Mohamed , Shaina Raza , Muhammad Abdul-Mageed , Shady Shehata

The integration of large language models (LLMs) on low-power edge devices such as Raspberry Pi, known as edge language models (ELMs), has introduced opportunities for more personalized, secure, and low-latency language intelligence that is…

Machine Learning · Computer Science 2025-02-18 Vinamra Sharma , Danilo Pietro Pau , José Cano

Large language models (LLMs) are increasingly utilized to assist in scientific and academic writing, helping authors enhance the coherence of their articles. Previous studies have highlighted stereotypes and biases present in LLM outputs,…

Computation and Language · Computer Science 2024-07-01 Naseela Pervez , Alexander J. Titus

Although large language models (LLMs) are increasingly implicated in interpersonal and societal decision-making, their ability to navigate explicit conflicts between legitimately different cultural value systems remains largely unexamined.…

Computation and Language · Computer Science 2025-11-14 Hasibur Rahman , Hanan Salam

As large language models (LLMs) are increasingly deployed across diverse linguistic and cultural contexts, understanding their behavior in both factual and disputable scenarios is essential, especially when their outputs may shape public…

Computation and Language · Computer Science 2025-06-30 Sean Kim , Hyuhng Joon Kim

Large Language Models (LLMs) have demonstrated remarkable capabilities in executing tasks based on natural language queries. However, these models, trained on curated datasets, inherently embody biases ranging from racial to national and…

Computation and Language · Computer Science 2024-07-29 Lynnette Hui Xian Ng , Iain Cruickshank , Roy Ka-Wei Lee

Large language models (LLMs) display recognizable political leanings, yet they vary significantly in their ability to represent a political orientation consistently. In this paper, we define ideological depth as (i) a model's ability to…

Computation and Language · Computer Science 2025-11-17 Shariar Kabir , Kevin Esterling , Yue Dong

While the capabilities of Large Language Models (LLMs) have been studied in both Simplified and Traditional Chinese, it is yet unclear whether LLMs exhibit differential performance when prompted in these two variants of written Chinese.…

Computation and Language · Computer Science 2025-05-29 Hanjia Lyu , Jiebo Luo , Jian Kang , Allison Koenecke

Large Language Models (LLMs) exhibit position bias systematically underweighting information based on its location in the context but how this bias varies across languages and models remains unclear. We conduct a multilingual study across…

Large Language Models (LLMs) increasingly shape global discourse, making fairness and ideological neutrality essential for responsible AI deployment. Despite growing attention to political bias in LLMs, prior work largely focuses on…

Computation and Language · Computer Science 2026-02-12 Afrozah Nadeem , Agrima Seth , Mehwish Nasim , Usman Naseem

Artificially intelligent (AI) co-scientists must be able to sift through research literature cost-efficiently while applying nuanced scientific reasoning. We evaluate Small Language Models (SLMs, <= 8B parameters) for classifying medical…

Computational Engineering, Finance, and Science · Computer Science 2025-12-09 Muhammed Muaaz Dawood , Mohammad Zaid Moonsamy , Kaela Kokkas , Hairong Wang , Robert F. Breiman , Richard Klein , Emmanuel K. Sekyi , Bruce A. Bassett

Large Language Models (LLMs) have shown strong performance across many tasks, but their ability to capture culturally diverse moral values remains unclear. In this paper, we examine whether LLMs mirror variations in moral attitudes reported…

Computation and Language · Computer Science 2026-03-31 Hadi Mohammadi , Ayoub Bagheri

The rapid advancement of large language models (LLMs) has led to significant breakthroughs in automated mathematical reasoning and scientific discovery. Georgiev, G${\'o}$mez-Serrano, Tao, and Wagner [GGSTW+25] demonstrate that AI systems…

Artificial Intelligence · Computer Science 2025-12-17 Yang Cao , Yubin Chen , Xuyang Guo , Zhao Song , Song Yue , Jiahao Zhang , Jiale Zhao

The purpose of research: Detection of cybersecurity incidents and analysis of decision support and assessment of the effectiveness of measures to counter information security threats based on modern generative models. The methods of…

Cryptography and Security · Computer Science 2025-04-21 Leonid Legashev , Arthur Zhigalov

We introduce a new approach in which several advanced large language models-specifically GPT-4-0125-preview, Meta-LLAMA-3-70B-Instruct, Claude-3-Opus, and Gemini-1.5-Flash-collaborate to both produce and answer intricate, doctoral-level…

Large Language Models (LLMs) have transformed natural language processing, but concerns have emerged about their susceptibility to ideological manipulation, particularly in politically sensitive areas. Prior work has focused on binary…

Computation and Language · Computer Science 2025-04-22 Demetris Paschalides , George Pallis , Marios D. Dikaiakos

Large Language Models (LLMs) have been shown to contain biases in the process of integrating conflicting information when answering questions. Here we ask whether such biases also exist with respect to which language is used for each…

Computation and Language · Computer Science 2026-04-09 Robert Östling , Murathan Kurfalı

Current large language models (LLMs) excel in verifiable domains where outputs can be checked before action but prove less reliable for high-stakes strategic decisions with uncertain outcomes. This gap, driven by mutually reinforcing…

Artificial Intelligence · Computer Science 2025-11-12 Alejandro R. Jadad

This paper investigates the suitability of frontier Large Language Models (LLMs) for Q&A interactions in science centres, with the aim of boosting visitor engagement while maintaining factual accuracy. Using a dataset of questions collected…

Artificial Intelligence · Computer Science 2024-12-09 Jacob Watson , Fabrício Góes , Marco Volpe , Talles Medeiros