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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

We examined the mechanisms underlying productivity and performance gains from AI agents using a large-scale experiment on Pairit, a platform we developed to study human-AI collaboration. We randomly assigned 2,234 participants to…

Computers and Society · Computer Science 2026-02-06 Harang Ju , Sinan Aral

While human-AI collaboration systems have increasingly been built to increase efficiency or support creativity, little work has examined how the design of interactions shapes the social connection between human and artificial agent. We…

Human-Computer Interaction · Computer Science 2026-05-26 Michael Yin , Angela Chiang , Samuel Rhys Cox , Robert Xiao

As generative AI becomes increasingly integrated into journalism, designing effective AI-use disclosures that inform readers without imposing unnecessary burden is a key challenge. While prior research has primarily focused on trust and…

Human-Computer Interaction · Computer Science 2026-05-15 Pooja Prajod , Hannes Cools , Thomas Röggla , Pablo Cesar , Abdallah El Ali

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

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

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

Human-AI co-creativity involves humans and AI collaborating on a shared creative product as partners. In a creative collaboration, communication is an essential component among collaborators. In many existing co-creative systems users can…

Human-Computer Interaction · Computer Science 2022-06-07 Jeba Rezwana , Mary Lou Maher

We examined the effectiveness of various human-AI collaboration designs on creative work. Through a human subjects experiment set in the context of creative writing, we found that while AI assistance improved productivity across all models,…

Human-Computer Interaction · Computer Science 2025-01-31 Kartik Hosanagar , Daehwan Ahn

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

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

Human-AI collaborative tools attract attentions from the data storytelling community to lower the expertise barrier and streamline the workflow. The recent advance in large-scale generative AI techniques, e.g., large language models (LLMs)…

Human-Computer Interaction · Computer Science 2025-10-31 Haotian Li , Yun Wang , Huamin Qu

Advances in artificial intelligence (AI) are enabling systems that augment and collaborate with humans to perform simple, mechanistic tasks like scheduling meetings and grammar-checking text. However, such Human-AI collaboration poses…

Computation and Language · Computer Science 2022-03-30 Ashish Sharma , Inna W. Lin , Adam S. Miner , David C. Atkins , Tim Althoff

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

As AI becomes more capable, it is unclear how human creativity will remain essential in jobs that incorporate AI. We conducted a 14-week study of a student newsroom using an AI tool to convert web articles into social media videos. Most…

Data storytelling is powerful for communicating data insights, but it requires diverse skills and considerable effort from human creators. Recent research has widely explored the potential for artificial intelligence (AI) to support and…

Human-Computer Interaction · Computer Science 2024-03-19 Haotian Li , Yun Wang , Huamin Qu

Here we examine how AI agent "personalities" interact with human personalities to shape human-AI collaboration and performance. In a large-scale, preregistered randomized experiment, we paired 1,258 participants with AI agents prompted to…

Human-Computer Interaction · Computer Science 2026-04-14 Harang Ju , Sinan Aral

AI design characteristics and human personality traits each impact the quality and outcomes of human-AI interactions. However, their relative and joint impacts are underexplored in imperfectly cooperative scenarios, where people and AI only…

Computation and Language · Computer Science 2026-04-20 Myke C. Cohen , Mingqian Zheng , Neel Bhandari , Hsien-Te Kao , Xuhui Zhou , Daniel Nguyen , Laura Cassani , Maarten Sap , Svitlana Volkova

As anthropomorphic agents (AI and robots) are increasingly used in society, empathy and trust between people and agents are becoming increasingly important. A better understanding of agents by people will help to improve the problems caused…

Human-Computer Interaction · Computer Science 2025-04-22 Takahiro Tsumura , Seiji Yamada

To explore how humans can best leverage LLMs for writing and how interacting with these models affects feelings of ownership and trust in the writing process, we compared common human-AI interaction types (e.g., guiding system, selecting…

Computation and Language · Computer Science 2023-10-19 Zijian Ding , Alison Smith-Renner , Wenjuan Zhang , Joel R. Tetreault , Alejandro Jaimes
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