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As generative AI (GenAI) systems become increasingly proficient at simulating human-like and well-reasoned text, users may attribute authority to AI outputs, shaping how they engage with writing and reasoning tasks. While prior work has…

Human-Computer Interaction · Computer Science 2026-05-18 Vitor H. A. Welzel , Nicholas Vincent

The development of Natural Language Generation models has led to the creation of powerful Artificial Intelligence-assisted writing tools. These tools are capable of predicting users' needs and actively providing suggestions as they write.…

Human-Computer Interaction · Computer Science 2023-06-30 Carlos Alves Pereira , Tanay Komarlu , Wael Mobeirek

We propose a text editor to help users plan, structure and reflect on their writing process. It provides continuously updated paragraph-wise summaries as margin annotations, using automatic text summarization. Summary levels range from full…

Human-Computer Interaction · Computer Science 2022-08-22 Hai Dang , Karim Benharrak , Florian Lehmann , Daniel Buschek

Concerns that interacting with generative AI homogenizes human cognition are largely based on evidence from text-based interactions, potentially conflating the effects of AI systems with those of written communication. This study examines…

Human-Computer Interaction · Computer Science 2026-03-31 Neelam Modi Jain , Dan J. Wang

This paper explores interaction designs for generative AI interfaces that necessitate human involvement throughout the generation process. We argue that such interfaces can promote cognitive engagement, agency, and thoughtful…

Human-Computer Interaction · Computer Science 2025-04-14 Kenneth C. Arnold , Jiho Kim

Traditionally, writing assistance systems have focused on short or even single-word suggestions. Recently, large language models like GPT-3 have made it possible to generate significantly longer natural-sounding suggestions, offering more…

Computation and Language · Computer Science 2023-02-28 Liye Fu , Benjamin Newman , Maurice Jakesch , Sarah Kreps

We present an in-depth analysis of the impact of multi-word suggestion choices from a neural language model on user behaviour regarding input and text composition in email writing. Our study for the first time compares different numbers of…

Human-Computer Interaction · Computer Science 2021-01-25 Daniel Buschek , Martin Zürn , Malin Eiband

In each step of the creative writing process, writers must grapple with their creative goals and individual perspectives. This process affects the writer's sense of authenticity and their engagement with the written output. Fluent text…

Human-Computer Interaction · Computer Science 2024-05-29 David Zhou , Sarah Sterman

Recent advances in generative AI technologies like large language models raise both excitement and concerns about the future of human-AI co-creation in writing. To unpack people's attitude towards and experience with generative AI-powered…

Human-Computer Interaction · Computer Science 2024-03-19 Zhuoyan Li , Chen Liang , Jing Peng , Ming Yin

Generative AI is quickly becoming an integral part of people's everyday workflows. Early evidence has shown that while generative AI can increase individual-level productivity, it does so at the cost of collective diversity, potentially…

Human-Computer Interaction · Computer Science 2026-04-07 Nathanael Jo , Manish Raghavan

Writing longer prompts for an AI assistant to generate a short story increases psychological ownership, a user's feeling that the writing belongs to them. To encourage users to write longer prompts, we evaluated two interaction techniques…

Human-Computer Interaction · Computer Science 2025-07-08 Nikhita Joshi , Daniel Vogel

AI writing tools have been shown to dramatically change the way people write, yet the effects of AI text presentation are not well understood nor always intentionally designed. Although text presentation in existing large language model…

Human-Computer Interaction · Computer Science 2025-04-30 David Zhou , John R. Gallagher , Sarah Sterman

AI writing assistants can reduce effort and improve fluency, but they may also weaken writers' sense of authorship. We study this tension with an ownership-aware co-writing editor that offers on-demand, sentence-level suggestions and tests…

Human-Computer Interaction · Computer Science 2026-01-16 Bohan Zhang , Chengke Bu , Paramveer S. Dhillon

Writing about a subject enriches writers' understanding of that subject. This cognitive benefit of writing -- known as constructive learning -- is essential to how students learn in various disciplines. However, does this benefit persist…

Human-Computer Interaction · Computer Science 2025-03-18 Khonzoda Umarova , Talia Wise , Zhuoer Lyu , Mina Lee , Qian Yang

Generative AI systems have been heralded as tools for augmenting human creativity and inspiring divergent thinking, though with little empirical evidence for these claims. This paper explores the effects of exposure to AI-generated images…

Human-Computer Interaction · Computer Science 2024-03-19 Samangi Wadinambiarachchi , Ryan M. Kelly , Saumya Pareek , Qiushi Zhou , Eduardo Velloso

Emerging experimental evidence shows that writing with AI assistance can change both the views people express in writing and the opinions they hold afterwards. Yet, we lack substantive understanding of procedural and behavioral changes in…

Human-Computer Interaction · Computer Science 2026-03-12 Advait Bhat , Marianne Aubin Le Quéré , Mor Naaman , Maurice Jakesch

Large language models (LLMs) show strong potential to support creative tasks, but the role of the interface design is poorly understood. In particular, the effect of different modes of collaboration between humans and LLMs on co-creation…

Human-Computer Interaction · Computer Science 2026-03-10 Sebastian Maier , Manuel Schneider , Stefan Feuerriegel

As generative AI (GenAI) increasingly permeates design workflows, its impact on design outcomes and designers' creative capabilities warrants investigation. We conducted a within-subjects experiment where we asked participants to design…

Human-Computer Interaction · Computer Science 2024-11-04 Yue Fu , Han Bin , Tony Zhou , Marx Wang , Yixin Chen , Zelia Gomes Da Costa Lai , Jacob O. Wobbrock , Alexis Hiniker

Students are increasingly relying on Generative AI (GAI) to support their writing-a key pedagogical practice in education. In GAI-assisted writing, students can delegate core cognitive tasks (e.g., generating ideas and turning them into…

Human-Computer Interaction · Computer Science 2024-12-11 Kaixun Yang , Mladen Raković , Zhiping Liang , Lixiang Yan , Zijie Zeng , Yizhou Fan , Dragan Gašević , Guanliang Chen

Generative AI (GenAI) is increasingly used in academic writing, yet its effects on students' writing self-efficacy remain contingent on how assistance is configured. This pilot study investigates how ideation-level, sentence-level,…

Human-Computer Interaction · Computer Science 2026-03-17 Yejoon Song , Bandi Kim , Yeju Kwon , Sung Park
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