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We conducted controlled experimental bias audits for four versions of ChatGPT, which we asked to recommend an opening offer in salary negotiations for a new hire. We submitted 98,800 prompts to each version, systematically varying the…

计算机与社会 · 计算机科学 2024-10-10 R. Stuart Geiger , Flynn O'Sullivan , Elsie Wang , Jonathan Lo

Given the rapid advancement of large-scale language models, artificial intelligence (AI) models, like ChatGPT, are playing an increasingly prominent role in human society. However, to ensure that artificial intelligence models benefit human…

计算与语言 · 计算机科学 2024-05-07 Hang Yuan , Zhongyue Che , Shao Li , Yue Zhang , Xiaomeng Hu , Siyang Luo

Large language models offer significant potential for increasing labour productivity, such as streamlining personnel selection, but raise concerns about perpetuating systemic biases embedded into their pre-training data. This study explores…

综合经济学 · 经济学 2024-02-13 Louis Lippens

Large Language Models (LLMs) have seen widespread deployment in various real-world applications. Understanding these biases is crucial to comprehend the potential downstream consequences when using LLMs to make decisions, particularly for…

计算与语言 · 计算机科学 2024-01-10 Abel Salinas , Parth Vipul Shah , Yuzhong Huang , Robert McCormack , Fred Morstatter

Purpose:Generative Artificial Intelligence (GAI) models, such as ChatGPT, may inherit or amplify societal biases due to their training on extensive datasets. With the increasing usage of GAI by students, faculty, and staff in higher…

计算机与社会 · 计算机科学 2025-04-22 Ming Li , Ariunaa Enkhtur , Beverley Anne Yamamoto , Fei Cheng , Lilan Chen

Using information technology tools for academic help-seeking among college students has become a popular trend. In the evolutionary process between Generation Artificial Intelligence (GenAI) and traditional search engines, when students…

人机交互 · 计算机科学 2024-05-02 Mengmeng Zhang , Xiantong Yang

This study aimed to determine if ChatGPT's large language models could match the scoring accuracy of human and machine scores from the ASAP competition. The investigation focused on various prediction models, including linear regression,…

计算与语言 · 计算机科学 2024-08-20 Mark D. Shermis

Gender bias in grant allocation is a deviation from the principle that scientific merit should guide grant decisions. However, most studies on gender bias in grant allocation focus on gender differences in success rates, without including…

应用统计 · 统计学 2022-05-30 Peter van den Besselaar , Charlie Mom

Generative AI tools such as ChatGPT have recently gained significant attention in higher education. This study aims to understand how universities establish policies regarding the use of AI tools and explore the factors that influence their…

计算机与社会 · 计算机科学 2023-05-31 Ping Xiao , Yuanyuan Chen , Weining Bao

Large Language Models (LLMs) reflect the biases in their training data and, by extension, those of the people who created this training data. Detecting, analyzing, and mitigating such biases is becoming a focus of research. One type of bias…

计算与语言 · 计算机科学 2025-02-04 Anna Kruspe

ChatGPT has emerged as a versatile tool, demonstrating capabilities across diverse domains. Given these successes, the Recommender Systems (RSs) community has begun investigating its applications within recommendation scenarios primarily…

This paper explores the biases in ChatGPT-based recommender systems, focusing on provider fairness (item-side fairness). Through extensive experiments and over a thousand API calls, we investigate the impact of prompt design…

信息检索 · 计算机科学 2024-07-08 Yashar Deldjoo

Some research now suggests that ChatGPT can estimate the quality of journal articles from their titles and abstracts. This has created the possibility to use ChatGPT quality scores, perhaps alongside citation-based formulae, to support peer…

数字图书馆 · 计算机科学 2024-11-18 Mike Thelwall , Zeyneb Kurt

There are not one but two dimensions of bias that can be revealed through the study of large AI models: not only bias in training data or the products of an AI, but also bias in society, such as disparity in employment or health outcomes…

计算机与社会 · 计算机科学 2025-04-02 Marinus Ferreira

As leading examples of large language models, ChatGPT and Gemini claim to provide accurate and unbiased information, emphasizing their commitment to political neutrality and avoidance of personal bias. This research investigates the…

计算与语言 · 计算机科学 2025-04-10 Dogus Yuksel , Mehmet Cem Catalbas , Bora Oc

With the introduction of ChatGPT, OpenAI made large language models (LLM) accessible to users with limited IT expertise. However, users with no background in natural language processing (NLP) might lack a proper understanding of LLMs. Thus…

计算与语言 · 计算机科学 2024-05-14 Stefanie Urchs , Veronika Thurner , Matthias Aßenmacher , Christian Heumann , Stephanie Thiemichen

The proliferation of personalized recommendation technologies has raised concerns about discrepancies in their recommendation performance across different genders, age groups, and racial or ethnic populations. This varying degree of…

As the capabilities of generative language models continue to advance, the implications of biases ingrained within these models have garnered increasing attention from researchers, practitioners, and the broader public. This article…

计算机与社会 · 计算机科学 2023-11-14 Emilio Ferrara

Application Tracking Systems (ATS) have allowed talent managers, recruiters, and college admissions committees to process large volumes of potential candidate applications efficiently. Traditionally, this screening process was conducted…

计算与语言 · 计算机科学 2023-05-18 Nam Ho Koh , Joseph Plata , Joyce Chai
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