Co-Writing with AI, on Human Terms: Aligning Research with User Demands Across the Writing Process
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Abstract (arXiv)
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 affects different aspects of the writing process - and how this shapes writers' agency - remains underexplored. To address this gap, we conducted a systematic review of 109 HCI papers using the PRISMA approach. From this literature, we identify four overarching design strategies for AI writing support: structured guidance, guided exploration, active co-writing, and critical feedback - mapped across the four key cognitive processes in writing: planning, translating, reviewing, and monitoring. We complement this analysis with interviews of 15 writers across diverse domains. Our findings reveal that writers' desired levels of AI intervention vary across the writing process: content-focused writers (e.g., academics) prioritize ownership during planning, while form-focused writers (e.g., creatives) value control over translating and reviewing. Writers' preferences are also shaped by contextual goals, values, and notions of originality and authorship. By examining when ownership matters, what writers want to own, and how AI interactions shape agency, we surface both alignment and gaps between research and user needs. Our findings offer actionable design guidance for developing human-centered writing tools for co-writing with AI, on human terms.
Key facts. Cited by 14 papers in the map (data through 14 Oct 2026). Builds on 53 of its 153 references that are in the map. First posted on arXiv 16 Apr 2025.
Builds on
53 of 153 references.
References · 53
- 2017Attention Is All You Needcited by 60,361
- 2022CoAuthor: Designing a Human-AI Collaborative Writing Dataset for Exploring Language Model Capabilitiescited by 249
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- 2019Gmail Smart Compose: Real-Time Assisted Writingcited by 98
- 2018'It's Reducing a Human Being to a Percentage'; Perceptions of Justice in Algorithmic Decisionscited by 91
- 2021Sparks: Inspiration for Science Writing using Language Modelscited by 80
- 2024A Design Space for Intelligent and Interactive Writing Assistantscited by 76
- 2022Creative Writing with an AI-Powered Writing Assistant: Perspectives from Professional Writerscited by 69
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- 2021The Impact of Multiple Parallel Phrase Suggestions on Email Input and Composition Behaviour of Native and Non-Native English Writerscited by 61
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- 2022LaMPost: Design and Evaluation of an AI-assisted Email Writing Prototype for Adults with Dyslexiacited by 27
- 2022Interacting with next-phrase suggestions: How suggestion systems aid and influence the cognitive processes of writingcited by 27
- 2023The HaLLMark Effect: Supporting Provenance and Transparent Use of Large Language Models in Writing with Interactive Visualizationcited by 24
- 2023Fluid Transformers and Creative Analogies: Exploring Large Language Models' Capacity for Augmenting Cross-Domain Analogical Creativitycited by 23
- 2023The AI Ghostwriter Effect: When Users Do Not Perceive Ownership of AI-Generated Text But Self-Declare as Authorscited by 22
- 2020Collaborative Storytelling with Large-scale Neural Language Modelscited by 21
- 2023Designing Participatory AI: Creative Professionals' Worries and Expectations about Generative AIcited by 20
- 2024"If the Machine Is As Good As Me, Then What Use Am I?" -- How the Use of ChatGPT Changes Young Professionals' Perception of Productivity and Accomplishmentcited by 19
- 2021CharacterChat: Supporting the Creation of Fictional Characters through Conversation and Progressive Manifestation with a Chatbotcited by 18
- 2024Rambler: Supporting Writing With Speech via LLM-Assisted Gist Manipulationcited by 18
- 2023RECIPE: How to Integrate ChatGPT into EFL Writing Educationcited by 17
- 2023"It Felt Like Having a Second Mind": Investigating Human-AI Co-creativity in Prewriting with Large Language Modelscited by 17
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- 2024Authors' Values and Attitudes Towards AI-bridged Scalable Personalization of Creative Language Artscited by 13
- 2021Effective Interfaces for Student-Driven Revision Sessions for Argumentative Writingcited by 12
- 2021Interpretable Directed Diversity: Leveraging Model Explanations for Iterative Crowd Ideationcited by 12
- 2023Storyfier: Exploring Vocabulary Learning Support with Text Generation Modelscited by 12
- 2024Exploring the Impact of AI Value Alignment in Collaborative Ideation: Effects on Perception, Ownership, and Outputcited by 12
- 2023CatAlyst: Domain-Extensible Intervention for Preventing Task Procrastination Using Large Generative Modelscited by 10
- 2024Exploring the Impact of AI-generated Image Tools on Professional and Non-professional Users in the Art and Design Fieldscited by 10
- 2023Comparing Sentence-Level Suggestions to Message-Level Suggestions in AI-Mediated Communicationcited by 9
- 2021Say What? Collaborative Pop Lyric Generation Using Multitask Transfer Learningcited by 7
- 2022Suggestion Lists vs. Continuous Generation: Interaction Design for Writing with Generative Models on Mobile Devices Affect Text Length, Wording and Perceived Authorshipcited by 7
- 2024Untangling Critical Interaction with AI in Students Written Assessmentcited by 7
- 2020Characterizing Stage-Aware Writing Assistance in Collaborative Document Authoringcited by 6
- 2022Understanding Questions that Arise When Working with Business Documentscited by 6
- 2022Exploring the Effects of AI-assisted Emotional Support Processes in Online Mental Health Communitycited by 4
- 2024Evidence-centered Assessment for Writing with Generative AIcited by 4
- 2023Bridging Learnersourcing and AI: Exploring the Dynamics of Student-AI Collaborative Feedback Generationcited by 3
- 2024VIVID: Human-AI Collaborative Authoring of Vicarious Dialogues from Lecture Videoscited by 3
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- 2025HACo-Det: A Study Towards Fine-Grained Machine-Generated Text Detection under Human-AI Coauthoringcited by 15
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- 2026What happens when reviewers receive AI feedback in their reviews?14 Feb 2026
- 2026TreeWriter: AI-Assisted Hierarchical Planning and Writing for Long-Form Documents19 Jan 2026
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- 2025Collaborative Document Editing with Multiple Users and AI Agents15 Sep 2025
- 2025The Universal Landscape of Human Reasoningcited by 1
- 2025The Universal Landscape of Human Reasoning24 Oct 2025
- 2025HACo-Det: A Study Towards Fine-Grained Machine-Generated Text Detection under Human-AI Coauthoringcited by 15
- 2025Where Do I 'Add the Egg'?: Exploring Agency and Ownership in AI Creative Co-Writing Systemscited by 7
- 2025Collaborative Document Editing with Multiple Users and AI Agentscited by 5
- 2026Reactive Writers: How Co-Writing with AI Changes How We Engage with Ideascited by 4
- 2025Accepted with Minor Revisions: Value of AI-Assisted Scientific Writingcited by 1
- 2026What happens when reviewers receive AI feedback in their reviews?cited by 1
- 2026From Use to Oversight: How Mental Models Influence User Behavior and Output in AI Writing Assistantscited by 1
- 2026Can You Make It Sound Like You? Post-Editing LLM-Generated Text for Personal Stylecited by 1
- 2025Componentization: Decomposing Monolithic LLM Responses into Manipulable Semantic Unitscited by 0
- 2026TreeWriter: AI-Assisted Hierarchical Planning and Writing for Long-Form Documentscited by 0
- 2026Beyond Compliance: How AI Could Help Creative Writers by Refusing Themcited by 0
- 2026Nonslop: A Gamified Experiment in Human-AI Collaborative Writingcited by 0
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- 2026PeerPen: AI-Assisted Writing for Online Mental Health Peer Support14 Sep 2026
- 2026Nonslop: A Gamified Experiment in Human-AI Collaborative Writing10 Jun 2026
- 2026Can You Make It Sound Like You? Post-Editing LLM-Generated Text for Personal Style27 Apr 2026
- 2026From Use to Oversight: How Mental Models Influence User Behavior and Output in AI Writing Assistants6 Apr 2026
- 2026Beyond Compliance: How AI Could Help Creative Writers by Refusing Them3 Apr 2026
- 2026Reactive Writers: How Co-Writing with AI Changes How We Engage with Ideas11 Mar 2026
- 2026What happens when reviewers receive AI feedback in their reviews?14 Feb 2026
- 2026TreeWriter: AI-Assisted Hierarchical Planning and Writing for Long-Form Documents19 Jan 2026
- 2025Accepted with Minor Revisions: Value of AI-Assisted Scientific Writing16 Nov 2025
- 2025Where Do I 'Add the Egg'?: Exploring Agency and Ownership in AI Creative Co-Writing Systems18 Sep 2025
- 2025Collaborative Document Editing with Multiple Users and AI Agents15 Sep 2025
- 2025Componentization: Decomposing Monolithic LLM Responses into Manipulable Semantic Units10 Sep 2025
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