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As conversational AI systems become more realistic and widely deployed, users are increasingly uncertain about whether they are interacting with a human or an AI system. When AI identity is unclear, users may unwittingly share sensitive…

Human-Computer Interaction · Computer Science 2026-03-19 Anna Gausen , Sarenne Wallbridge , Hannah Rose Kirk , Jennifer Williams , Christopher Summerfield

The growing capability of artificial intelligence (AI) leads to its increasing adoption in writing, spurring discussions around whether writers should disclose their AI use in writing. What influences the perceived necessity of disclosure?…

Human-Computer Interaction · Computer Science 2026-05-01 Jingchao Fang , Victoria Xiaohan Wen , Mina Lee

AI coding assistants have transformed software development, raising questions about transparency and attribution practices. We examine the "AI attribution paradox": how developers strategically balance acknowledging AI assistance with…

Software Engineering · Computer Science 2025-12-02 Obada Kraishan

As artificial intelligence (AI) is increasingly integrated into news production, calls for transparency about the use of AI have gained considerable traction. Recent studies suggest that AI disclosures can lead to a ``transparency…

Human-Computer Interaction · Computer Science 2026-01-15 Pooja Prajod , Hannes Cools , Thomas Röggla , Karthikeya Puttur Venkatraj , Amber Kusters , Alia ElKattan , Pablo Cesar , Abdallah El Ali

Generative artificial intelligence (Gen-AI) is reshaping content creation on digital platforms by reducing production costs and enabling scalable output of varying quality. In response, platforms have begun adopting disclosure policies that…

Computers and Society · Computer Science 2026-01-27 Juan Wu , Zhe , Zhang , Amit Mehra

As AI integrates in various types of human writing, calls for transparency around AI assistance are growing. However, if transparency operates on uneven ground and certain identity groups bear a heavier cost for being honest, then the…

Computers and Society · Computer Science 2025-07-03 Inyoung Cheong , Alicia Guo , Mina Lee , Zhehui Liao , Kowe Kadoma , Dongyoung Go , Joseph Chee Chang , Peter Henderson , Mor Naaman , Amy X. Zhang

Recent advances in generative AI technologies like large language models have boosted the incorporation of AI assistance in writing workflows, leading to the rise of a new paradigm of human-AI co-creation in writing. To understand how…

Computation and Language · Computer Science 2024-10-08 Zhuoyan Li , Chen Liang , Jing Peng , Ming Yin

The use of AI tools in research is becoming routine, alongside growing consensus that such use should be transparently disclosed. However, AI disclosure statements remain rare and inconsistent, with policies offering limited guidance and…

Human-Computer Interaction · Computer Science 2026-04-06 Yoana Ahmetoglu , Marios Constantinides , Anna Cox

The emergence of generative AI technologies, such as OpenAI's ChatGPT chatbot, has expanded the scope of tasks that AI tools can accomplish and enabled AI-generated creative content. In this study, we explore how disclosure regarding the…

Computers and Society · Computer Science 2024-06-26 Manav Raj , Justin Berg , Rob Seamans

While small businesses are increasingly turning to online crowdfunding platforms for essential funding, over 40% of these campaigns may fail to raise any money, especially those from low socio-economic areas. We utilize the latest…

General Economics · Economics 2024-07-16 Teng Ye , Jingnan Zheng , Junhui Jin , Jingyi Qiu , Wei Ai , Qiaozhu Mei

As AI writing support becomes ubiquitous, how disclosing its use affects reader perception remains a critical, underexplored question. We conducted a study with 261 participants to examine how revealing varying levels of AI involvement…

Human-Computer Interaction · Computer Science 2026-01-23 Hiroki Nakano , Jo Takezawa , Fabrice Matulic , Chi-Lan Yang , Koji Yatani

The increasing integration of artificial intelligence (AI) in higher education has raised important questions regarding students' transparency in reporting AI-assisted work. This study investigates the psychological mechanisms underlying…

Artificial Intelligence · Computer Science 2026-04-24 Yiran Du , Huimin He

The growing use of generative artificial intelligence (AI) in academic writing has raised increasing concerns regarding transparency and academic integrity in higher education. This study examines the psychological factors influencing…

Human-Computer Interaction · Computer Science 2026-04-14 Yiran Du , Huimin He

Online crowdfunding has received a great deal of attention from entrepreneurs and policymakers as a promising avenue to fostering entrepreneurship and innovation. A notable aspect of this shift from an offline to an online setting is that…

Social and Information Networks · Computer Science 2014-08-20 Gordon Burtch , Anindya Ghose , Sunil Wattal

This survey study investigates how digital humanists perceive and approach generative AI disclosure in research. The results indicate that while digital humanities scholars acknowledge the importance of disclosing GenAI use, the actual rate…

Computers and Society · Computer Science 2025-07-08 Rongqian Ma , Xuhan Zhang , Adrian Wisnicki

Generative Pre-trained Transformers (GPTs), particularly Large Language Models (LLMs) like ChatGPT, have proven effective in content generation and productivity enhancement. However, legal risks associated with these tools lead to adoption…

General Economics · Economics 2025-04-03 Cathy Yang , David Restrepo Amariles , Leo Allen , Aurore Troussel

The rapid development of artificial intelligence motivates firms to engage in AI washing. This study examines whether strategic policy shocks increase debt financing costs for such firms. Leveraging China's 14th Five Year Plan as a quasi…

General Economics · Economics 2026-05-19 Congluo Xu , Jiuyue Liu , Xiangsheng Zheng , Ziyang Li

Data transparency has emerged as a rallying cry for addressing concerns about AI: data quality, privacy, and copyright chief among them. Yet while these calls are crucial for accountability, current transparency policies often fall short of…

Within journalistic editorial processes, disclosing AI usage is currently limited to simplistic labels, which misses the nuance of how humans and AI collaborated on a news article. Through co-design sessions (N=10), we elicited 69…

Human-Computer Interaction · Computer Science 2026-01-19 Amber Kusters , Pooja Prajod , Pablo Cesar , Abdallah El Ali

This study examines strategic behavior in crowdfunding using a large-scale online experiment. Building on the model of Arieli et. al 2023, we test predictions about risk aversion (i.e., opting out despite seeing a positive private signal)…

Theoretical Economics · Economics 2025-10-17 Din Amir , Bar Hoter , Moran Koren
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