mlsanityData to 14 Oct 2026

LMCanvas: Object-Oriented Interaction to Personalize Large Language Model-Powered Writing Environments

arXiv 2303.15125 ↗First posted 27 Mar 2023cs.HC cs.CLcited by 6

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Abstract (arXiv)

Large language models (LLMs) can enhance writing by automating or supporting specific tasks in writers' workflows (e.g., paraphrasing, creating analogies). Leveraging this capability, a collection of interfaces have been developed that provide LLM-powered tools for specific writing tasks. However, these interfaces provide limited support for writers to create personal tools for their own unique tasks, and may not comprehensively fulfill a writer's needs -- requiring them to continuously switch between interfaces during writing. In this work, we envision LMCanvas, an interface that enables writers to create their own LLM-powered writing tools and arrange their personal writing environment by interacting with "blocks" in a canvas. In this interface, users can create text blocks to encapsulate writing and LLM prompts, model blocks for model parameter configurations, and connect these to create pipeline blocks that output generations. In this workshop paper, we discuss the design for LMCanvas and our plans to develop this concept.

Key facts. Cited by 6 papers in the map (data through 14 Oct 2026). Builds on 8 of its 24 references that are in the map. First posted on arXiv 27 Mar 2023.

Builds on

8 of 24 references.

References · 8

  1. 2020Language Models are Few-Shot Learnerscited by 32,419
  2. 2022LaMDA: Language Models for Dialog Applicationscited by 1,220
  3. 2022GPT-NeoX-20B: An Open-Source Autoregressive Language Modelcited by 713
  4. 2021AI Chains: Transparent and Controllable Human-AI Interaction by Chaining Large Language Model Promptscited by 268
  5. 2022CoAuthor: Designing a Human-AI Collaborative Writing Dataset for Exploring Language Model Capabilitiescited by 249
  6. 2022Help me write a poem: Instruction Tuning as a Vehicle for Collaborative Poetry Writingcited by 71
  7. 2022Interactive and Visual Prompt Engineering for Ad-hoc Task Adaptation with Large Language Modelscited by 70
  8. 2022Beyond Text Generation: Supporting Writers with Continuous Automatic Text Summariescited by 47

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2023: 1; 2024: 4; 2025: 0; 2026: 1.

6 papers.