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Writing with AI Lowers Psychological Ownership, but Longer Prompts Can Help

Published 3 Apr 2024 in cs.HC | (2404.03108v4)

Abstract: The feeling of something belonging to someone is called "psychological ownership." A common assumption is that writing with generative AI lowers psychological ownership, but the extent to which this occurs and the role of prompt length are unclear. We report on two experiments to examine the relationship between psychological ownership and prompt length. Participants wrote short stories either completely by themselves or wrote prompts of varying lengths. Results show that when participants wrote longer prompts, they had higher levels of psychological ownership. Their comments suggest they thought more about their prompts, often adding more details about the plot. However, benefits plateaued when prompt length was 75-100% of the target story length. To encourage users to write longer prompts, we propose augmenting the prompt submission button so it must be held down a long time if the prompt is short. Results show that this technique is effective at increasing prompt length.

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References (54)
  1. From Tool to Companion: Storywriters Want AI Writers to Respect Their Personal Values and Writing Strategies. In Proceedings of the 2022 ACM Designing Interactive Systems Conference (Virtual Event, Australia) (DIS ’22). Association for Computing Machinery, New York, NY, USA, 1209–1227. https://doi.org/10.1145/3532106.3533506
  2. Write here, write now! an experimental study of group maintenance in collaborative writing. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (Paris, France) (CHI ’13). Association for Computing Machinery, New York, NY, USA, 961–970. https://doi.org/10.1145/2470654.2466123
  3. How Task Constraints Affect Inspiration Search Strategies. International Journal of Technology and Design Education 30, 1 (2020), 101–125.
  4. How Time Constraints in a Creativity Support Tool Affect the Creative Writing Experience. In Proceedings of the 31st European Conference on Cognitive Ergonomics (BELFAST, United Kingdom) (ECCE ’19). Association for Computing Machinery, New York, NY, USA, 100–107. https://doi.org/10.1145/3335082.3335084
  5. Ina Blau and Avner Caspi. 2009a. Sharing and collaborating with Google Docs: The influence of psychological ownership, responsibility, and student’s attitudes on outcome quality. In E-Learn: World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education. Association for the Advancement of Computing in Education (AACE), 3329–3335.
  6. Ina Blau and Avner Caspi. 2009b. What type of Collaboration Helps? Psychological Ownership, Perceived Learning and Outcome Quality of Collaboration using Google Docs. In Proceedings of the Chais Conference on Instructional Technologies Research, Vol. 12. 48–55.
  7. Nine potential pitfalls when designing human-ai co-creative systems. arXiv preprint arXiv:2104.00358 (2021).
  8. Avner Caspi and Ina Blau. 2011. Collaboration and Psychological Ownership: How does the Tension between the Two Influence Perceived Learning? Social Psychology of Education 14 (2011), 283–298.
  9. Christy Choi and Francesca Annio. 2024. The winner of a prestigious Japanese literary award has confirmed AI helped write her book. https://www.ctvnews.ca/sci-tech/the-winner-of-a-prestigious-japanese-literary-award-has-confirmed-ai-helped-write-her-book-1.6734205
  10. Hard lessons: effort-inducing interfaces benefit spatial learning. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (San Jose, California, USA) (CHI ’07). Association for Computing Machinery, New York, NY, USA, 1571–1580. https://doi.org/10.1145/1240624.1240863
  11. Shaping Human-AI Collaboration: Varied Scaffolding Levels in Co-writing with Language Models. arXiv preprint arXiv:2402.11723 (2024).
  12. The AI Ghostwriter Effect: When Users do not Perceive Ownership of AI-Generated Text but Self-Declare as Authors. ACM Trans. Comput.-Hum. Interact. 31, 2, Article 25 (feb 2024), 40 pages. https://doi.org/10.1145/3637875
  13. Measuring inviscid text entry using image description tasks. In Proceedings of the 2016 CHI Workshop on Inviscid Text Entry and Beyond.
  14. Comparing Smartphone Speech Recognition and Touchscreen Typing for Composition and Transcription. In Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems (Honolulu, HI, USA) (CHI ’20). Association for Computing Machinery, New York, NY, USA, 1–11. https://doi.org/10.1145/3313831.3376861
  15. Katy Ilonka Gero and Lydia B. Chilton. 2019. Metaphoria: An Algorithmic Companion for Metaphor Creation. In Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems (Glasgow, Scotland Uk) (CHI ’19). Association for Computing Machinery, New York, NY, USA, 1–12. https://doi.org/10.1145/3290605.3300526
  16. A jury of your peers: quality, experience and ownership in Wikipedia. In Proceedings of the 5th International Symposium on Wikis and Open Collaboration (Orlando, Florida) (WikiSym ’09). Association for Computing Machinery, New York, NY, USA, Article 15, 10 pages. https://doi.org/10.1145/1641309.1641332
  17. Catrinel Haught and Philip N Johnson-Laird. 2003. Creativity and Constraints: The Production of Novel Sentences. In Proceedings of the Annual Meeting of the Cognitive Science Society, Vol. 25.
  18. Inspo: Writing Stories with a Flock of AIs and Humans. arXiv preprint arXiv:2311.16521 (2023).
  19. MicroMentor: Peer-to-Peer Software Help Sessions in Three Minutes or Less. In Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems. Association for Computing Machinery, New York, NY, USA, 1–13. https://doi.org/10.1145/3313831.3376230
  20. Nikhita Joshi and Daniel Vogel. 2024. Constrained Highlighting in a Document Reader can Improve Reading Comprehension. In Proceedings of the CHI Conference on Human Factors in Computing Systems (Honolulu, HI, USA). Association for Computing Machinery, New York, NY, USA, 1–10. https://doi.org/10.1145/3613904.3642314
  21. Ida Larsen-Ledet and Henrik Korsgaard. 2019. Territorial Functioning in Collaborative Writing: Fragmented Exchanges and Common Outcomes. Comput. Supported Coop. Work 28, 3–4 (Jun 2019), 391–433. https://doi.org/10.1007/s10606-019-09359-8
  22. A Design Space for Intelligent and Interactive Writing Assistants. arXiv preprint arXiv:2403.14117 (2024).
  23. CoAuthor: Designing a Human-AI Collaborative Writing Dataset for Exploring Language Model Capabilities. In Proceedings of the 2022 CHI Conference on Human Factors in Computing Systems (New Orleans, LA, USA) (CHI ’22). Association for Computing Machinery, New York, NY, USA, Article 388, 19 pages. https://doi.org/10.1145/3491102.3502030
  24. Suggestion Lists vs. Continuous Generation: Interaction Design for Writing with Generative Models on Mobile Devices Affect Text Length, Wording and Perceived Authorship. In Proceedings of Mensch Und Computer 2022 (Darmstadt, Germany) (MuC ’22). Association for Computing Machinery, New York, NY, USA, 192–208. https://doi.org/10.1145/3543758.3543947
  25. Blaine Lewis and Daniel Vogel. 2020. Longer Delays in Rehearsal-based Interfaces Increase Expert Use. ACM Trans. Comput.-Hum. Interact. 27, 6, Article 45 (nov 2020), 41 pages. https://doi.org/10.1145/3418196
  26. The Value, Benefits, and Concerns of Generative AI-Powered Assistance in Writing. arXiv preprint arXiv:2403.12004 (2024).
  27. Xing Lu and Zhicong Lu. 2019. Fifteen Seconds of Fame: A Qualitative Study of Douyin, A Short Video Sharing Mobile Application in China. In Social Computing and Social Media. Design, Human Behavior and Analytics: 11th International Conference, SCSM 2019, Held as Part of the 21st HCI International Conference, HCII 2019, Orlando, FL, USA, July 26-31, 2019, Proceedings, Part I (Orlando, FL, USA). Springer-Verlag, Berlin, Heidelberg, 233–244. https://doi.org/10.1007/978-3-030-21902-4_17
  28. Directgpt: A direct manipulation interface to interact with large language models. arXiv preprint arXiv:2310.03691 (2023).
  29. Co-Writing Screenplays and Theatre Scripts with Language Models: Evaluation by Industry Professionals. In Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems (Hamburg, Germany) (CHI ’23). Association for Computing Machinery, New York, NY, USA, Article 355, 34 pages. https://doi.org/10.1145/3544548.3581225
  30. Empowering Expression for Users with Aphasia through Constrained Creativity. In Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems (Glasgow, Scotland Uk) (CHI ’19). Association for Computing Machinery, New York, NY, USA, 1–12. https://doi.org/10.1145/3290605.3300615
  31. Justin Nicholes. 2017. Measuring ownership of creative versus academic writing: Implications for interdisciplinary praxis.
  32. Don Norman. 2013. The Design of Everyday Things: Revised and Expanded Edition. Basic Books.
  33. The IKEA effect: When Labor Leads to Love. Journal of Consumer Psychology 22, 3 (2012), 453–460. https://doi.org/10.1016/j.jcps.2011.08.002
  34. I Lead, You Help but Only with Enough Details: Understanding User Experience of Co-Creation with Artificial Intelligence. In Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems (Montreal, QC, Canada) (CHI ’18). Association for Computing Machinery, New York, NY, USA, 1–13. https://doi.org/10.1145/3173574.3174223
  35. How People Write Together Now: Beginning the Investigation with Advanced Undergraduates in a Project Course. ACM Trans. Comput.-Hum. Interact. 24, 1, Article 4 (mar 2017), 40 pages. https://doi.org/10.1145/3038919
  36. Balder Onarheim and Michael Mose Biskjaer. 2015. Balancing constraints and the sweet spot as coming topics for creativity research. Creativity in design: Understanding, capturing, supporting 1 (2015), 1–18.
  37. When More is Less: The Paradox of Choice in Search Engine Use. In Proceedings of the 32nd International ACM SIGIR Conference on Research and Development in Information Retrieval (Boston, MA, USA) (SIGIR ’09). Association for Computing Machinery, New York, NY, USA, 516–523. https://doi.org/10.1145/1571941.1572030
  38. Toward a Theory of Psychological Ownership in Organizations. The Academy of Management Review 26, 2 (2001), 298–310. https://doi.org/10.2307/259124
  39. The State of Psychological Ownership: Integrating and Extending a Century of Research. Review of General Psychology 7, 1 (2003), 84–107. https://doi.org/10.1037/1089-2680.7.1.84
  40. Ilona R. Posner and Ronald M. Baecker. 1992. How people write together (groupware). In Proceedings of the Twenty-Fifth Hawaii International Conference on System Sciences, Vol. iv. 127–138 vol.4. https://doi.org/10.1109/HICSS.1992.183420
  41. Daphne R. Raban and Sheizaf Rafaeli. 2007. Investigating Ownership and the Willingness to Share Information Online. Computers in Human Behavior 23, 5 (2007), 2367–2382. https://doi.org/10.1016/j.chb.2006.03.013
  42. Jeba Rezwana and Mary Lou Maher. 2023. User Perspectives on Ethical Challenges in Human-AI Co-Creativity: A Design Fiction Study. In Proceedings of the 15th Conference on Creativity and Cognition (Virtual Event, USA) (C&C ’23). Association for Computing Machinery, New York, NY, USA, 62–74. https://doi.org/10.1145/3591196.3593364
  43. Automation Accuracy Is Good, but High Controllability May Be Better (CHI ’19). Association for Computing Machinery, New York, NY, USA, 1–8. https://doi.org/10.1145/3290605.3300750
  44. Timothy Ryan. 2020. Fraudulent responses on Amazon Mechanical Turk: A Fresh Cautionary Tale. https://timryan.web.unc.edu/2020/12/22/fraudulent-responses-on-amazon-mechanical-turk-a-fresh-cautionary-tale/
  45. Hua Shen and Tongshuang Wu. 2023. Parachute: Evaluating interactive human-lm co-writing systems. arXiv preprint arXiv:2303.06333 (2023).
  46. What’s mine is mine: territoriality in collaborative authoring. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (Boston, MA, USA) (CHI ’09). Association for Computing Machinery, New York, NY, USA, 1481–1484. https://doi.org/10.1145/1518701.1518925
  47. Linn Van Dyne and Jon L. Pierce. 2004. Psychological Ownership and Feelings of Possession: Three Field Studies Predicting Employee Attitudes and Organizational Citizenship Behavior. Journal of Organizational Behavior 25, 4 (2004), 439–459. https://doi.org/10.1002/job.249
  48. The Role of Psychological Ownership and Ownership Markers in Collaborative Working Environment (ICMI ’06). Association for Computing Machinery, New York, NY, USA, 225–232. https://doi.org/10.1145/1180995.1181041
  49. Blurring the lines: how AI is redefining artistic ownership and copyright. Discover Artificial Intelligence 3, 1 (2023), 37.
  50. Beyond Knowledge Sharing: Withholding Knowledge at Work. Research in Personnel and Human Resources Management 27 (2008), 1–37.
  51. GhostWriter: Augmenting Collaborative Human-AI Writing Experiences Through Personalization and Agency. arXiv preprint arXiv:2402.08855 (2024).
  52. The Effects of Update Interval and Reveal Method on Writer Comfort in Synchronized Shared-Editors. In Proceedings of the CHI Conference on Human Factors in Computing Systems (Honolulu, HI, USA). Association for Computing Machinery, New York, NY, USA, 1–13. https://doi.org/10.1145/3613904.3642330
  53. Synchronous Collaborative Writing in the Classroom: Undergraduates’ Collaboration Practices and their Impact on Writing Style, Quality, and Quantity. In Proceedings of the 2017 ACM Conference on Computer Supported Cooperative Work and Social Computing (Portland, Oregon, USA) (CSCW ’17). Association for Computing Machinery, New York, NY, USA, 468–479. https://doi.org/10.1145/2998181.2998356
  54. Wordcraft: Story Writing With Large Language Models. In 27th International Conference on Intelligent User Interfaces (Helsinki, Finland) (IUI ’22). Association for Computing Machinery, New York, NY, USA, 841–852. https://doi.org/10.1145/3490099.3511105
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