mlsanityData to 14 Oct 2026

PromptCanvas: Composable Prompting Workspaces Using Dynamic Widgets for Exploration and Iteration in Creative Writing

arXiv 2506.03741 ↗First posted 4 Jun 2025cs.HC cs.CLcited by 2

Not on the map. Why?

Abstract (arXiv)

We introduce PromptCanvas, a concept that transforms prompting into a composable, widget-based experience on an infinite canvas. Users can generate, customize, and arrange interactive widgets representing various facets of their text, offering greater control over AI-generated content. PromptCanvas allows widget creation through system suggestions, user prompts, or manual input, providing a flexible environment tailored to individual needs. This enables deeper engagement with the creative process. In a lab study with 18 participants, PromptCanvas outperformed a traditional conversational UI on the Creativity Support Index. Participants found that it reduced cognitive load, with lower mental demand and frustration. Qualitative feedback revealed that the visual organization of thoughts and easy iteration encouraged new perspectives and ideas. A follow-up field study (N=10) confirmed these results, showcasing the potential of dynamic, customizable interfaces in improving collaborative writing with AI.

Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). Builds on 29 of its 57 references that are in the map. First posted on arXiv 4 Jun 2025.

Builds on

29 of 57 references.

References · 29

  1. 2021Program Synthesis with Large Language Modelscited by 3,637
  2. 2022CoAuthor: Designing a Human-AI Collaborative Writing Dataset for Exploring Language Model Capabilitiescited by 249
  3. 2022Grounded Copilot: How Programmers Interact with Code-Generating Modelscited by 218
  4. 2023Does Writing with Language Models Reduce Content Diversity?cited by 192
  5. 2022Co-Writing Screenplays and Theatre Scripts with Language Models: An Evaluation by Industry Professionalscited by 191
  6. 2023The Metacognitive Demands and Opportunities of Generative AIcited by 87
  7. 2024A Design Space for Intelligent and Interactive Writing Assistantscited by 76
  8. 2022Creative Writing with an AI-Powered Writing Assistant: Perspectives from Professional Writerscited by 69
  9. 2023Graphologue: Exploring Large Language Model Responses with Interactive Diagramscited by 66
  10. 2023Luminate: Structured Generation and Exploration of Design Space with Large Language Models for Human-AI Co-Creationcited by 64
  11. 2024PromptCharm: Text-to-Image Generation through Multi-modal Prompting and Refinementcited by 62
  12. 2021The Impact of Multiple Parallel Phrase Suggestions on Email Input and Composition Behaviour of Native and Non-Native English Writerscited by 61
17 more
  1. 2022Beyond Text Generation: Supporting Writers with Continuous Automatic Text Summariescited by 47
  2. 2023VISAR: A Human-AI Argumentative Writing Assistant with Visual Programming and Rapid Draft Prototypingcited by 46
  3. 2024DynaVis: Dynamically Synthesized UI Widgets for Visualization Editingcited by 37
  4. 2023Choice Over Control: How Users Write with Large Language Models using Diegetic and Non-Diegetic Promptingcited by 36
  5. 2023Spellburst: A Node-based Interface for Exploratory Creative Coding with Natural Language Promptscited by 30
  6. 2022Interacting with next-phrase suggestions: How suggestion systems aid and influence the cognitive processes of writingcited by 27
  7. 2025Generative and Malleable User Interfaces with Generative and Evolving Task-Driven Data Modelcited by 26
  8. 2024Rambler: Supporting Writing With Speech via LLM-Assisted Gist Manipulationcited by 18
  9. 2021Adapting User Interfaces with Model-based Reinforcement Learningcited by 17
  10. 2022CodeToon: Story Ideation, Auto Comic Generation, and Structure Mapping for Code-Driven Storytellingcited by 14
  11. 2024Collage is the New Writing: Exploring the Fragmentation of Text and User Interfaces in AI Toolscited by 13
  12. 2023Storyfier: Exploring Vocabulary Learning Support with Text Generation Modelscited by 12
  13. 2024Textoshop: Interactions Inspired by Drawing Software to Facilitate Text Editingcited by 12
  14. 2024The Dearth of the Author in AI-Supported Writingcited by 10
  15. 2024Automatic Histograms: Leveraging Language Models for Text Dataset Explorationcited by 8
  16. 2024ProvenanceWidgets: A Library of UI Control Elements to Track and Dynamically Overlay Analytic Provenancecited by 2
  17. 2025ACAI for SBOs: AI Co-creation for Advertising and Inspiration for Small Business Ownerscited by 2

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2026: 2.

2 papers.

  1. 2026Vidmento: Creating Video Stories Through Context-Aware Expansion With Generative Videocited by 2
  2. 2026DimSteer: Steering LLM Authoring with Automatically Discovered Stylistic Controlscited by 0