mlsanityData to 7 Oct 2026

Texterial: A Text-as-Material Interaction Paradigm for LLM-Mediated Writing

arXiv 2603.00452 ↗First posted 28 Feb 2026cs.HC cs.AIcited by 2

Not on the map. Why?

Abstract (arXiv)

What if text could be sculpted and refined like clay -- or cultivated and pruned like a plant? Texterial reimagines text as a material that users can grow, sculpt, and transform. Current generative-AI models enable rich text operations, yet rigid, linear interfaces often mask such capabilities. We explore how the text-as-material metaphor can reveal AI-enabled operations, reshape the writing process, and foster compelling user experiences. A formative study shows that users readily reason with text-as-material, informing a conceptual framework that explains how material metaphors shift mental models and bridge gulfs of envisioning, execution, and evaluation in LLM-mediated writing. We present the design and evaluation of two technical probes: Text as Clay, where users refine text through gestural sculpting, and Text as Plants, where ideas grow serendipitously over time. This work expands the design space of writing tools by treating text as a living, malleable medium.

Key facts. Cited by 2 papers in the map (data through 7 Oct 2026). Builds on 28 of its 86 references that are in the map. First posted on arXiv 28 Feb 2026.

Builds on

28 of 86 references.

References · 28

  1. 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,204
  2. 2020Language Models are Few-Shot Learnerscited by 32,199
  3. 2013Efficient Estimation of Word Representations in Vector Spacecited by 4,346
  4. 2022Towards Reasoning in Large Language Models: A Surveycited by 593
  5. 2017Style Transfer from Non-Parallel Text by Cross-Alignmentcited by 246
  6. 2022CoAuthor: Designing a Human-AI Collaborative Writing Dataset for Exploring Language Model Capabilitiescited by 245
  7. 2021Sparks: Inspiration for Science Writing using Language Modelscited by 80
  8. 2024A Design Space for Intelligent and Interactive Writing Assistantscited by 76
  9. 2023Bridging the Gulf of Envisioning: Cognitive Design Challenges in LLM Interfacescited by 71
  10. 2023Luminate: Structured Generation and Exploration of Design Space with Large Language Models for Human-AI Co-Creationcited by 63
  11. 2023Sensecape: Enabling Multilevel Exploration and Sensemaking with Large Language Modelscited by 48
  12. 2022Beyond Text Generation: Supporting Writers with Continuous Automatic Text Summariescited by 47
16 more
  1. 2023VISAR: A Human-AI Argumentative Writing Assistant with Visual Programming and Rapid Draft Prototypingcited by 46
  2. 2023PromptPaint: Steering Text-to-Image Generation Through Paint Medium-like Interactionscited by 34
  3. 2023DirectGPT: A Direct Manipulation Interface to Interact with Large Language Modelscited by 32
  4. 2024Supporting Sensemaking of Large Language Model Outputs at Scalecited by 26
  5. 2024Authors' Values and Attitudes Towards AI-bridged Scalable Personalization of Creative Language Artscited by 13
  6. 2024Collage is the New Writing: Exploring the Fragmentation of Text and User Interfaces in AI Toolscited by 13
  7. 2024Textoshop: Interactions Inspired by Drawing Software to Facilitate Text Editingcited by 12
  8. 2025Script&Shift: A Layered Interface Paradigm for Integrating Content Development and Rhetorical Strategy with LLM Writing Assistantscited by 11
  9. 2024Visual Story-Writing: Writing by Manipulating Visual Representations of Storiescited by 10
  10. 2023Writing Tools: Looking Back to Look Aheadcited by 8
  11. 2025WhatELSE: Shaping Narrative Spaces at Configurable Level of Abstraction for AI-bridged Interactive Storytellingcited by 8
  12. 2025AI-Instruments: Embodying Prompts as Instruments to Abstract & Reflect Graphical Interface Commands as General-Purpose Toolscited by 8
  13. 2025Making the Write Connections: Linking Writing Support Tools with Writer's Needscited by 7
  14. 2023LMCanvas: Object-Oriented Interaction to Personalize Large Language Model-Powered Writing Environmentscited by 6
  15. 2025Toyteller: AI-powered Visual Storytelling Through Toy-Playing with Character Symbolscited by 6
  16. 2025Phraselette: A Poet's Procedural Palettecited by 4

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2026: 2.

2 papers.