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AI systems increasingly assist human decision making by producing preliminary assessments of complex inputs. However, such AI-generated assessments can often be noisy or systematically biased, raising a central question: how should costly…

Machine Learning · Statistics 2026-03-17 Lezhi Tan , Naomi Sagan , Lihua Lei , Jose Blanchet

Markets increasingly accommodate large language models (LLMs) as autonomous decision-making agents. As this transition occurs, it becomes critical to evaluate how these agents behave relative to their human and task-specific statistical…

Artificial Intelligence · Computer Science 2026-01-27 Crystal Qian , Kehang Zhu , John Horton , Benjamin S. Manning , Vivian Tsai , James Wexler , Nithum Thain

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,…

Computation and Language · Computer Science 2024-08-20 Mark D. Shermis

Background: Recently, ChatGPT and similar generative AI models have attracted hundreds of millions of users and become part of the public discourse. Many believe that such models will disrupt society and will result in a significant change…

Computation and Language · Computer Science 2023-04-28 Steffen Herbold , Annette Hautli-Janisz , Ute Heuer , Zlata Kikteva , Alexander Trautsch

This paper investigates why recent generative AI models outperform humans in data visualization knowledge tasks. Through systematic comparative analysis of responses to visualization questions, we find that differences exist between two…

Human-Computer Interaction · Computer Science 2025-08-05 Yongsu Ahn , Nam Wook Kim

ChatGPT has the ability to generate grammatically flawless and seemingly-human replies to different types of questions from various domains. The number of its users and of its applications is growing at an unprecedented rate. Unfortunately,…

Computation and Language · Computer Science 2023-02-01 Sandra Mitrović , Davide Andreoletti , Omran Ayoub

Using individual-level survey data from 2024, this study investigated how respondent characteristics are associated with a subjective view of generative artificial intelligence (GAI). We asked 14 questions concerning respondents view about…

General Economics · Economics 2024-06-07 Eiji Yamamura , Fumio Ohtake

ChatGPT disrupted the application of machine-learning methods and drastically reduced the usage barrier. Chatbots are now widely used in a lot of different situations. They provide advice, assist in writing source code, or assess and…

Human-Computer Interaction · Computer Science 2024-06-25 Dmitri Bershadskyy , Florian E. Sachs , Joachim Weimann

AI agents are becoming active decision-makers on the Internet. As they make decisions in the same environments as humans, the environments themselves can change to influence them. We call this $\textit{mecha-nudging}$: changes to how…

Artificial Intelligence · Computer Science 2026-05-18 Giulio Frey , Kawin Ethayarajh

In an era where cyber threats are rapidly evolving, the reliability of cyber forensic analysis has become increasingly critical for effective digital investigations and cybersecurity responses. AI agents are being adopted across digital…

Cryptography and Security · Computer Science 2026-01-22 Sneha Sudhakaran , Naresh Kshetri

Background: The increasing deployment of Conversational Artificial Intelligence (CAI) in mental health interventions necessitates an evaluation of their efficacy in rectifying cognitive biases and recognizing affect in human-AI…

Computers and Society · Computer Science 2025-02-11 Marcin Rządeczka , Anna Sterna , Julia Stolińska , Paulina Kaczyńska , Marcin Moskalewicz

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…

Computers and Society · Computer Science 2025-04-22 Ming Li , Ariunaa Enkhtur , Beverley Anne Yamamoto , Fei Cheng , Lilan Chen

Background: Empathy is widely recognized for improving patient outcomes, including reduced pain and anxiety and improved satisfaction, and its absence can cause harm. Meanwhile, use of artificial intelligence (AI)-based chatbots in…

Human-Computer Interaction · Computer Science 2026-02-06 Alastair Howcroft , Amber Bennett-Weston , Ahmad Khan , Joseff Griffiths , Simon Gay , Jeremy Howick

ChatGPT is a publicly available chatbot that can quickly generate texts on given topics, but it is unknown whether the chatbot is really superior to human writers in all aspects of writing and whether its writing quality can be prominently…

Computation and Language · Computer Science 2023-03-22 Tongquan Zhou , Siyi Cao , Siruo Zhou , Yao Zhang , Aijing He

Current language models are considered to have sub-human capabilities at natural language tasks like question-answering or writing code. However, language models are not trained to perform well at these tasks, they are trained to accurately…

Computation and Language · Computer Science 2024-07-16 Buck Shlegeris , Fabien Roger , Lawrence Chan , Euan McLean

This study investigates the development and assessment of an artificial human designed as a conversational AI chatbot, focusing on its role as a clinical psychologist. The project involved creating a specialized chatbot using the…

Human-Computer Interaction · Computer Science 2025-03-24 Birger Moell

While extensive research has focused on ChatGPT in recent years, very few studies have systematically quantified and compared linguistic features between human-written and artificial intelligence (AI)-generated language. This exploratory…

Computation and Language · Computer Science 2026-02-18 Georgios P. Georgiou

How do Large Language Models understand moral dimensions compared to humans? This first large-scale Bayesian evaluation of market-leading language models provides the answer. In contrast to prior work using deterministic ground truth…

Computation and Language · Computer Science 2025-11-24 Maciej Skorski , Alina Landowska

Current large language models, such as OpenAI's ChatGPT, have captured the public's attention because how remarkable they are in the use of language. Here, I demonstrate that ChatGPT displays phonological biases that are a hallmark of human…

Computation and Language · Computer Science 2026-02-26 Juan Manuel Toro

Artificial Intelligence (AI) and large language models (LLMs) are increasingly used in social and psychological research. Among potential applications, LLMs can be used to generate, customise, or adapt measurement instruments. This study…

Human-Computer Interaction · Computer Science 2026-02-16 Mario Angelelli , Morena Oliva , Serena Arima , Enrico Ciavolino