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The ubiquity of technologies like ChatGPT has raised concerns about their impact on student writing, particularly regarding reduced learner agency and superficial engagement with content. While standalone chat-based LLMs often produce…

Human-Computer Interaction · Computer Science 2025-06-26 Momin N. Siddiqui , Roy Pea , Hari Subramonyam

Given the rising proliferation and diversity of AI writing assistance tools, especially those powered by large language models (LLMs), both writers and readers may have concerns about the impact of these tools on the authenticity of writing…

Human-Computer Interaction · Computer Science 2024-11-21 Angel Hsing-Chi Hwang , Q. Vera Liao , Su Lin Blodgett , Alexandra Olteanu , Adam Trischler

The rapid development of AI-driven tools, particularly large language models (LLMs), is reshaping professional writing. Still, key aspects of their adoption such as languages support, ethics, and long-term impact on writers voice and…

Computation and Language · Computer Science 2025-07-31 Anastasiia Ivanova , Natalia Fedorova , Sergei Tilga , Ekaterina Artemova

Large Language Models (LLMs) have assisted humans in several writing tasks, including text revision and story generation. However, their effectiveness in supporting domain-specific writing, particularly in business contexts, is relatively…

Human-Computer Interaction · Computer Science 2024-07-17 Minhwa Lee , Zae Myung Kim , Vivek Khetan , Dongyeop Kang

As generative AI tools like ChatGPT become integral to everyday writing, critical questions arise about how to preserve writers' sense of agency and ownership when using these tools. Yet, a systematic understanding of how AI assistance…

Human-Computer Interaction · Computer Science 2025-08-19 Mohi Reza , Jeb Thomas-Mitchell , Peter Dushniku , Nathan Laundry , Joseph Jay Williams , Anastasia Kuzminykh

We introduce Ghostbuster, a state-of-the-art system for detecting AI-generated text. Our method works by passing documents through a series of weaker language models, running a structured search over possible combinations of their features,…

Computation and Language · Computer Science 2024-04-09 Vivek Verma , Eve Fleisig , Nicholas Tomlin , Dan Klein

The growing popularity of AI writing assistants presents exciting opportunities to craft tools that cater to diverse user needs. This study explores how personality shapes preferences for AI writing companions and how personalized designs…

Human-Computer Interaction · Computer Science 2025-09-16 Mengke Wu , Kexin Quan , Weizi Liu , Mike Yao , Jessie Chin

As large language models (LLMs) advance and become widespread, students increasingly turn to systems like ChatGPT for assistance with writing tasks. Educators are concerned with students' usage of ChatGPT beyond cheating; using ChatGPT may…

Human-Computer Interaction · Computer Science 2026-04-23 Andrew Jelson , Daniel Manesh , Alice Jang , Daniel Dunlap , Young-Ho Kim , Sang Won Lee

The use of Large Language Models (LLMs) for writing has sparked controversy both among readers and writers. On one hand, writers are concerned that LLMs will deprive them of agency and ownership, and readers are concerned about spending…

Human-Computer Interaction · Computer Science 2024-03-26 Md Naimul Hoque , Tasfia Mashiat , Bhavya Ghai , Cecilia Shelton , Fanny Chevalier , Kari Kraus , Niklas Elmqvist

Prewriting is the process of discovering and developing ideas before a first draft, which requires divergent thinking and often implies unstructured strategies such as diagramming, outlining, free-writing, etc. Although large language…

Human-Computer Interaction · Computer Science 2024-03-01 Qian Wan , Siying Hu , Yu Zhang , Piaohong Wang , Bo Wen , Zhicong Lu

The development of large language models (LLMs) capable of following instructions and engaging in conversational interactions sparked increased interest in their utilization across various support tools. We investigate the utility of modern…

Human-Computer Interaction · Computer Science 2024-01-31 Tuhin Chakrabarty , Vishakh Padmakumar , Faeze Brahman , Smaranda Muresan

Recent developments in natural language generation (NLG) using neural language models have brought us closer than ever to the goal of building AI-powered creative writing tools. However, most prior work on human-AI collaboration in the…

Human-Computer Interaction · Computer Science 2022-11-10 Daphne Ippolito , Ann Yuan , Andy Coenen , Sehmon Burnam

Large language models (LLMs) are shaping a new user interface (UI) paradigm in writing tools by enabling users to generate text through prompts. This paradigm shifts some creative control from the user to the system, thereby diminishing the…

Human-Computer Interaction · Computer Science 2024-03-05 Jiho Kim , Ray C. Flanagan , Noelle E. Haviland , ZeAi Sun , Souad N. Yakubu , Edom A. Maru , Kenneth C. Arnold

Large language models (LLMs) have shown significant potential to change how we write, communicate, and create, leading to rapid adoption across society. This dissertation examines how individuals and institutions are adapting to and…

Computation and Language · Computer Science 2025-06-24 Weixin Liang

The growing availability of generative AI technologies such as large language models (LLMs) has significant implications for creative work. This paper explores twofold aspects of integrating LLMs into the creative process - the divergence…

Human-Computer Interaction · Computer Science 2024-03-04 Orit Shaer , Angelora Cooper , Osnat Mokryn , Andrew L. Kun , Hagit Ben Shoshan

Generative artificial intelligence (AI) and large language models (LLMs) are increasingly being used in the academic writing process. This is despite the current lack of unified framework for reporting the use of machine assistance. In this…

Computers and Society · Computer Science 2024-04-16 Won Ik Cho , Eunjung Cho , Hyeonji Shin

Human-AI interaction in text production increases complexity in authorship. In two empirical studies (n1 = 30 & n2 = 96), we investigate authorship and ownership in human-AI collaboration for personalized language generation. We show an AI…

Human-Computer Interaction · Computer Science 2023-12-19 Fiona Draxler , Anna Werner , Florian Lehmann , Matthias Hoppe , Albrecht Schmidt , Daniel Buschek , Robin Welsch

Large Language Models (LLMs), such as ChatGPT, exhibit advanced capabilities in generating text, images, and videos. However, their effective use remains constrained by challenges in prompt formulation, personalization, and opaque…

Human-Computer Interaction · Computer Science 2025-03-04 Si Thu , A. Baki Kocaballi

This paper was a Workshop Paper. See the full paper which will be presented at CHI 2026: arXiv:2501.10551; As large language models (LLMs) become more powerful and ubiquitous, systems like ChatGPT are increasingly used by students to help…

Human-Computer Interaction · Computer Science 2026-02-13 Andrew Jelson , Sang Won Lee

Exploring alternative ideas by rewriting text is integral to the writing process. State-of-the-art Large Language Models (LLMs) can simplify writing variation generation. However, current interfaces pose challenges for simultaneous…

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