mlsanityData to 14 Oct 2026

Approach Intelligent Writing Assistants Usability with Seven Stages of Action

arXiv 2304.02822 ↗First posted 6 Apr 2023cs.HC cs.CL cs.LGcited by 1

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Abstract (arXiv)

Despite the potential of Large Language Models (LLMs) as writing assistants, they are plagued by issues like coherence and fluency of the model output, trustworthiness, ownership of the generated content, and predictability of model performance, thereby limiting their usability. In this position paper, we propose to adopt Norman's seven stages of action as a framework to approach the interaction design of intelligent writing assistants. We illustrate the framework's applicability to writing tasks by providing an example of software tutorial authoring. The paper also discusses the framework as a tool to synthesize research on the interaction design of LLM-based tools and presents examples of tools that support the stages of action. Finally, we briefly outline the potential of a framework for human-LLM interaction research.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 11 of its 22 references that are in the map. First posted on arXiv 6 Apr 2023.

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References · 11

  1. 2021Evaluating Large Language Models Trained on Codecited by 8,320
  2. 2017Deep reinforcement learning from human preferencescited by 3,912
  3. 2021Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processingcited by 2,234
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  5. 2022A Holistic Approach to Undesired Content Detection in the Real Worldcited by 356
  6. 2021AI Chains: Transparent and Controllable Human-AI Interaction by Chaining Large Language Model Promptscited by 268
  7. 2022Predictability and Surprise in Large Generative Modelscited by 210
  8. 2022PromptChainer: Chaining Large Language Model Prompts through Visual Programmingcited by 134
  9. 2022Evaluating Human-Language Model Interactioncited by 92
  10. 2022Creative Writing with an AI-Powered Writing Assistant: Perspectives from Professional Writerscited by 69
  11. 2022LaMPost: Design and Evaluation of an AI-assisted Email Writing Prototype for Adults with Dyslexiacited by 27

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