mlsanityData to 7 Oct 2026

Where Do I 'Add the Egg'?: Exploring Agency and Ownership in AI Creative Co-Writing Systems

arXiv 2509.15440 ↗First posted 18 Sep 2025cs.HC cs.AIcited by 7

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Abstract (arXiv)

AI co-writing systems challenge long held ideals about agency and ownership in the creative process, thereby hindering widespread adoption. In order to address this, we investigate conceptions of agency and ownership in AI creative co-writing. Drawing on insights from a review of commercial systems, we developed three co-writing systems with identical functionality but distinct interface metaphors: agentic, tool-like, and magical. Through interviews with professional and non-professional writers (n = 18), we explored how these metaphors influenced participants' sense of control and authorship. Our analysis resulted in a taxonomy of agency and ownership subtypes and underscore how tool-like metaphors shift writers' expected points of control while agentic metaphors foreground conceptual contributions. We argue that interface metaphors not only guide expectations of control but also frame conceptions of authorship. We conclude with recommendations for the design of AI co-writing systems, emphasizing how metaphor shapes user experience and creative practice.

Key facts. Cited by 7 papers in the map (data through 7 Oct 2026). Builds on 30 of its 90 references that are in the map. First posted on arXiv 18 Sep 2025.

Builds on

30 of 90 references.

References · 30

  1. 2022CoAuthor: Designing a Human-AI Collaborative Writing Dataset for Exploring Language Model Capabilitiescited by 245
  2. 2022Co-Writing Screenplays and Theatre Scripts with Language Models: An Evaluation by Industry Professionalscited by 191
  3. 2023Art or Artifice? Large Language Models and the False Promise of Creativitycited by 168
  4. 2021Sparks: Inspiration for Science Writing using Language Modelscited by 80
  5. 2024A Design Space for Intelligent and Interactive Writing Assistantscited by 76
  6. 2022Creative Writing with an AI-Powered Writing Assistant: Perspectives from Professional Writerscited by 69
  7. 2023Luminate: Structured Generation and Exploration of Design Space with Large Language Models for Human-AI Co-Creationcited by 63
  8. 2024Shaping Human-AI Collaboration: Varied Scaffolding Levels in Co-writing with Language Modelscited by 51
  9. 2020Conceptual Metaphors Impact Perceptions of Human-AI Collaborationcited by 47
  10. 2023Writer-Defined AI Personas for On-Demand Feedback Generationcited by 36
  11. 2023ConvXAI: Delivering Heterogeneous AI Explanations via Conversations to Support Human-AI Scientific Writingcited by 31
  12. 2022LaMPost: Design and Evaluation of an AI-assisted Email Writing Prototype for Adults with Dyslexiacited by 27
18 more
  1. 2023The HaLLMark Effect: Supporting Provenance and Transparent Use of Large Language Models in Writing with Interactive Visualizationcited by 23
  2. 2024Patchview: LLM-Powered Worldbuilding with Generative Dust and Magnet Visualizationcited by 23
  3. 2020Collaborative Storytelling with Large-scale Neural Language Modelscited by 21
  4. 2023The Role of Inclusion, Control, and Ownership in Workplace AI-Mediated Communicationcited by 19
  5. 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
  6. 2021CharacterChat: Supporting the Creation of Fictional Characters through Conversation and Progressive Manifestation with a Chatbotcited by 18
  7. 2023ABScribe: Rapid Exploration & Organization of Multiple Writing Variations in Human-AI Co-Writing Tasks using Large Language Modelscited by 17
  8. 2023"It Felt Like Having a Second Mind": Investigating Human-AI Co-creativity in Prewriting with Large Language Modelscited by 15
  9. 2025Co-Writing with AI, on Human Terms: Aligning Research with User Demands Across the Writing Processcited by 14
  10. 2024Authors' Values and Attitudes Towards AI-bridged Scalable Personalization of Creative Language Artscited by 13
  11. 2023Storyfier: Exploring Vocabulary Learning Support with Text Generation Modelscited by 12
  12. 2024Exploring the Impact of AI Value Alignment in Collaborative Ideation: Effects on Perception, Ownership, and Outputcited by 12
  13. 2023Like My Aunt Dorothy: Effects of Conversational Styles on Perceptions, Acceptance and Metaphorical Descriptions of Voice Assistants during Later Adulthoodcited by 8
  14. 2024Examining Humanness as a Metaphor to Design Voice User Interfacescited by 6
  15. 2024(Un)making AI Magic: a Design Taxonomycited by 5
  16. 2024Ink and Individuality: Crafting a Personalised Narrative in the Age of LLMscited by 5
  17. 2024Examining Human-AI Collaboration for Co-Writing Constructive Comments Onlinecited by 3
  18. 2025CoachGPT: A Scaffolding-based Academic Writing Assistantcited by 1

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2026: 7.

7 papers.

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Close in wording, no citation either way

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  2. 2026Seed Bank, Co-op, Stoop Swap: Metaphors for Governing Language Model Data for Creative Writing ↗
  3. 2026Lighting Up or Dimming Down? Exploring Dark Patterns of LLMs in Co-Creativity
  4. 2025Thoughtful, Confused, or Untrustworthy: How Text Presentation Influences Perceptions of AI Writing Tools
  5. 2026Directional Alignment and Narrative Agency in Human-LLM Co-Writing
  6. 2025Human Agency and Creativity in AI-Assisted Learning Environments ↗
  7. 2024LLMs as Writing Assistants: Exploring Perspectives on Sense of Ownership and Reasoning
  8. 2026On the Creativity of AI Agents