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Benchmarking the capabilities of AI systems, including Large Language Models (LLMs) and Vision Models, typically ignores the impact of uncertainty in the underlying ground truth answers from experts. This ambiguity is not just limited to…

Concerns about how workers are perceived can deter effective collaboration with artificial intelligence (AI). In a field experiment on a large online labor market, I hired 450 U.S.-based remote workers to complete an image-categorization…

General Economics · Economics 2025-11-25 David Almog

Artificial intelligence (AI) tools are being incorporated into scientific research workflows with the potential to enhance efficiency in tasks such as document analysis, question answering (Q&A), and literature search. However, system…

Artificial Intelligence · Computer Science 2026-05-13 Anthea Dathe , Kiran Hoffmann , Aline Mangold

Explainability of AI systems is critical for users to take informed actions. Understanding "who" opens the black-box of AI is just as important as opening it. We conduct a mixed-methods study of how two different groups--people with and…

Human-Computer Interaction · Computer Science 2024-03-07 Upol Ehsan , Samir Passi , Q. Vera Liao , Larry Chan , I-Hsiang Lee , Michael Muller , Mark O. Riedl

Artificial intelligence systems increasingly operate in decision-critical environments where probabilistic outputs and Human-in-the-Loop (HITL) interactions reshape user engagement. Traditional user experience (UX) frameworks, designed for…

Human-Computer Interaction · Computer Science 2026-03-06 Nahal Mafi , Sahar Maleki , Babak Rahimi Ardabili , Hamed Tabkhi

Complementary collaboration between humans and AI is essential for human-AI decision making. One feasible approach to achieving it involves accounting for the calibrated confidence levels of both AI and users. However, this process would…

Human-Computer Interaction · Computer Science 2025-12-08 Jingshu Li , Yitian Yang , Q. Vera Liao , Junti Zhang , Yi-Chieh Lee

AI researchers employ not only the scientific method, but also methodology from mathematics and engineering. However, the use of the scientific method - specifically hypothesis testing - in AI is typically conducted in service of…

In many practical applications of AI, an AI model is used as a decision aid for human users. The AI provides advice that a human (sometimes) incorporates into their decision-making process. The AI advice is often presented with some measure…

Artificial Intelligence · Computer Science 2022-10-31 Kailas Vodrahalli , Tobias Gerstenberg , James Zou

The implementation of responsible AI in an organization is inherently complex due to the involvement of multiple stakeholders, each with their unique set of goals and responsibilities across the entire AI lifecycle. These responsibilities…

Computers and Society · Computer Science 2025-07-24 Blaine Kuehnert , Rachel M. Kim , Jodi Forlizzi , Hoda Heidari

The rapid integration of generative artificial intelligence into education has driven digital transformation in e-teaching, yet user perceptions of AI educational apps remain underexplored. This study performs a sentiment-driven evaluation…

Computers and Society · Computer Science 2025-12-16 Adeleh Mazaherian , Erfan Nourbakhsh

Human feedback is critical for aligning AI systems to human values. As AI capabilities improve and AI is used to tackle more challenging tasks, verifying quality and safety becomes increasingly challenging. This paper explores how we can…

Artificial Intelligence · Computer Science 2025-10-31 Rishub Jain , Sophie Bridgers , Lili Janzer , Rory Greig , Tian Huey Teh , Vladimir Mikulik

The use of chatbots for various forms of companionship is growing rapidly, raising a myriad of questions about simulated relationships, emotional dependence, and psychological harm. While major platforms such as ChatGPT, Grok, and…

Explainable artificial intelligence is a research field that tries to provide more transparency for autonomous intelligent systems. Explainability has been used, particularly in reinforcement learning and robotic scenarios, to better…

Artificial Intelligence · Computer Science 2022-07-08 Francisco Cruz , Charlotte Young , Richard Dazeley , Peter Vamplew

Participants in recent discussions of AI-related issues ranging from intelligence explosion to technological unemployment have made diverse claims about the nature, pace, and drivers of progress in AI. However, these theories are rarely…

Artificial Intelligence · Computer Science 2015-12-21 Miles Brundage

Artificial General Intelligence (AGI) is promoted by technology leaders and investors as a system capable of performing all human intellectual tasks, and potentially surpassing them. Despite its vague definition and uncertain feasibility,…

Computers and Society · Computer Science 2025-09-08 Andreu Belsunces Gonçalves

The proliferation of Artificial Intelligence (AI) in workplaces stands to change the way humans work, with job satisfaction intrinsically linked to work life. Existing research on human-AI collaboration tends to prioritize performance over…

Artificial Intelligence · Computer Science 2024-06-24 Kuntal Ghosh , Shadan Sadeghian

In the early stages of scientific research, researchers rely on core scholarly judgments to identify relevant literature, assess credible evidence, and determine which directions merit pursuit. As AI tools become increasingly integrated…

Computers and Society · Computer Science 2026-04-28 Sanjana Gautam , Houjiang Liu , Yujin Choi , Matthew Lease

This paper investigates how developers conceptualize AI-powered Development Tools and how these role attributions influence technology acceptance. Through qualitative analysis of 38 interviews and a quantitative survey with 102…

Software Engineering · Computer Science 2025-04-30 Ilya Zakharov , Ekaterina Koshchenko , Agnia Sergeyuk

Large language models are increasingly discussed and used as tools that may assist with scholarly peer review, but empirical evidence regarding how authors use and perceive AI-based feedback remains limited. This paper reports findings from…

Computers and Society · Computer Science 2026-05-19 César Leblanc , Lukas Picek

With the growing utility of today's conversational virtual assistants, the importance of user motivation in human-AI interaction is becoming more obvious. However, previous studies in this and related fields, such as human-computer…

Human-Computer Interaction · Computer Science 2021-05-12 Chang Li , Hideyoshi Yanagisawa
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