mlsanityData to 7 Oct 2026

The Metacognitive Demands and Opportunities of Generative AI

arXiv 2312.10893 ↗First posted 18 Dec 2023cs.HCcited by 85

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Abstract (arXiv)

Generative AI (GenAI) systems offer unprecedented opportunities for transforming professional and personal work, yet present challenges around prompting, evaluating and relying on outputs, and optimizing workflows. We argue that metacognitionunicodex2013the psychological ability to monitor and control one's thoughts and behaviorunicodex2013offers a valuable lens to understand and design for these usability challenges. Drawing on research in psychology and cognitive science, and recent GenAI user studies, we illustrate how GenAI systems impose metacognitive demands on users, requiring a high degree of metacognitive monitoring and control. We propose these demands could be addressed by integrating metacognitive support strategies into GenAI systems, and by designing GenAI systems to reduce their metacognitive demand by targeting explainability and customizability. Metacognition offers a coherent framework for understanding the usability challenges posed by GenAI, and provides novel research and design directions to advance human-AI interaction.

Key facts. Cited by 85 papers in the map (data through 7 Oct 2026). First posted on arXiv 18 Dec 2023.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2024: 15; 2025: 36; 2026: 34.

85 papers.

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  1. 2024The Widening Gap: The Benefits and Harms of Generative AI for Novice Programmerscited by 46
  2. 2024WaitGPT: Monitoring and Steering Conversational LLM Agent in Data Analysis with On-the-Fly Code Visualizationcited by 38
  3. 2024Improving Steering and Verification in AI-Assisted Data Analysis with Interactive Task Decompositioncited by 29
  4. 2024On Overcoming Miscalibrated Conversational Priors in LLM-based Chatbotscited by 23
  5. 2024Data Formulator 2: Iterative Creation of Data Visualizations, with AI Transforming Data Along the Waycited by 19
  6. 2025VeriPlan: Integrating Formal Verification and LLMs into End-User Planningcited by 19
  7. 2024Exploring the Design Space of Cognitive Engagement Techniques with AI-Generated Code for Enhanced Learningcited by 16
  8. 2025ProactiveVA: Proactive Visual Analytics with LLM-Based UI Agentcited by 14
  9. 2024Collage is the New Writing: Exploring the Fragmentation of Text and User Interfaces in AI Toolscited by 13
  10. 2024Beyond the Hype: A Comprehensive Review of Current Trends in Generative AI Research, Teaching Practices, and Toolscited by 13
  11. 2025Truly Self-Improving Agents Require Intrinsic Metacognitive Learningcited by 13
  12. 2024PromptHive: Bringing Subject Matter Experts Back to the Forefront with Collaborative Prompt Engineering for Educational Content Creationcited by 9
38 more
  1. 2025Generative AI in Knowledge Work: Design Implications for Data Navigation and Decision-Makingcited by 9
  2. 2025Understanding, Protecting, and Augmenting Human Cognition with Generative AI: A Synthesis of the CHI 2025 Tools for Thought Workshopcited by 7
  3. 2025OnGoal: Tracking and Visualizing Conversational Goals in Multi-Turn Dialogue with Large Language Modelscited by 7
  4. 2026Computational Hermeneutics: Evaluating generative AI as a cultural technologycited by 7
  5. 2024Data Analysis in the Era of Generative AIcited by 6
  6. 2025Intent Tagging: Exploring Micro-Prompting Interactions for Supporting Granular Human-GenAI Co-Creation Workflowscited by 6
  7. 2025Exploring the Potential of Metacognitive Support Agents for Human-AI Co-Creationcited by 6
  8. 2025Helping Johnny Make Sense of Privacy Policies with LLMscited by 5
  9. 2025TableTalk: Scaffolding Spreadsheet Development with a Language Agentcited by 5
  10. 2025CorpusStudio: Surfacing Emergent Patterns in a Corpus of Prior Work while Writingcited by 5
  11. 2025Collaborative Document Editing with Multiple Users and AI Agentscited by 5
  12. 2025From Prompts to Propositions: A Logic-Based Lens on Student-LLM Interactionscited by 4
  13. 2025The Future of Generative AI in Software Engineering: A Vision from Industry and Academia in the European GENIUS Projectcited by 4
  14. 2024Mapping the Mind of an Instruction-based Image Editing using SMILEcited by 3
  15. 2025MeetMap: Real-Time Collaborative Dialogue Mapping with LLMs in Online Meetingscited by 3
  16. 2025Composable Prompting Workspaces for Creative Writing: Exploration and Iteration Using Dynamic Widgetscited by 3
  17. 2025From Consumption to Collaboration: Measuring Interaction Patterns to Augment Human Cognition in Open-Ended Taskscited by 3
  18. 2025Semantic Commit: Helping Users Update Intent Specifications for AI Memory at Scalecited by 3
  19. 2025NeuroSync: Intent-Aware Code-Based Problem Solving via Direct LLM Understanding Modificationcited by 3
  20. 2024Understanding Help-Seeking Behavior of Students Using LLMs vs. Web Search for Writing SQL Queriescited by 2
  21. 2025Content-Driven Local Response: Supporting Sentence-Level and Message-Level Mobile Email Replies With and Without AIcited by 2
  22. 2025The AI Memory Gap: Users Misremember What They Created With AI or Withoutcited by 2
  23. 2025Scaffolding Metacognition in Programming Education: Understanding Student-AI Interactions and Design Implicationscited by 2
  24. 2025Coding With AI: From a Reflection on Industrial Practices to Future Computer Science and Software Engineering Educationcited by 2
  25. 2026"If You're Very Clever, No One Knows You've Used It": The Social Dynamics of Developing Generative AI Literacy in the Workplacecited by 2
  26. 2026Human Tool: An MCP-Style Framework for Human-Agent Collaborationcited by 2
  27. 2024Judgment of Learning: A Human Ability Beyond Generative Artificial Intelligencecited by 1
  28. 2024Generative AI in Medicinecited by 1
  29. 2025Lessons for GenAI Literacy From a Field Study of Human-GenAI Augmentation in the Workplacecited by 1
  30. 2025Supporting Students' Reading and Cognition with AIcited by 1
  31. 2025Steerable Chatbots: Exploring Personalization Control Interfaces via LLM Activation Steeringcited by 1
  32. 2025PromptCanvas: Composable Prompting Workspaces Using Dynamic Widgets for Exploration and Iteration in Creative Writingcited by 1
  33. 2025AI That Helps Us Help Each Other: A Proactive System for Scaffolding Mentor-Novice Collaboration in Entrepreneurship Coachingcited by 1
  34. 2025Orchid: Orchestrating Context Across Creative Workflows with Generative AIcited by 1
  35. 2025User Misconceptions of LLM-Based Conversational Programming Assistantscited by 1
  36. 2025Demystify, Use, Reflect: Preparing students to be informed LLM-userscited by 1
  37. 2026Understanding Users' Privacy Reasoning and Behaviors During Chatbot Use to Support Meaningful Agency in Privacycited by 1
  38. 2026Are Semantic Networks Associated with Idea Originality in Artificial Creativity? A Comparison with Human Agentscited by 1

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