mlsanityData to 14 Oct 2026

Pinning "Reflection" on the Agenda: Investigating Reflection in Human-LLM Co-Creation for Creative Coding

arXiv 2402.09750 ↗First posted 15 Feb 2024cs.HC cs.AIcited by 3

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Abstract (arXiv)

Large language models (LLMs) are increasingly integrated into creative coding, yet how users reflect, and how different co-creation conditions influence reflective behavior, remains underexplored. This study investigates situated, moment-to-moment reflection in creative coding under two prompting strategies: the entire task invocation (T1) and decomposed subtask invocation (T2), to examine their effects on reflective behavior. Our mixed-method results reveal three distinct reflection types and show that T2 encourages more frequent, strategic, and generative reflection, fostering diagnostic reasoning and goal redefinition. These findings offer insights into how LLM-based tools foster deeper creative engagement through structured, behaviorally grounded reflection support.

Key facts. Cited by 3 papers in the map (data through 14 Oct 2026). Builds on 13 of its 49 references that are in the map. First posted on arXiv 15 Feb 2024.

Builds on

13 of 49 references.

References · 13

  1. 2023Code Llama: Open Foundation Models for Codecited by 2,139
  2. 2023A Multitask, Multilingual, Multimodal Evaluation of ChatGPT on Reasoning, Hallucination, and Interactivitycited by 894
  3. 2022InCoder: A Generative Model for Code Infilling and Synthesiscited by 498
  4. 2023Evaluating the Logical Reasoning Ability of ChatGPT and GPT-4cited by 202
  5. 2022GitHub Copilot AI pair programmer: Asset or Liability?cited by 152
  6. 2023The Programmer's Assistant: Conversational Interaction with a Large Language Model for Software Developmentcited by 96
  7. 2024CodeAid: Evaluating a Classroom Deployment of an LLM-based Programming Assistant that Balances Student and Educator Needscited by 84
  8. 2022NatGen: Generative pre-training by "Naturalizing" source codecited by 54
  9. 2023Spellburst: A Node-based Interface for Exploratory Creative Coding with Natural Language Promptscited by 30
  10. 2023Promptly: Using Prompt Problems to Teach Learners How to Effectively Utilize AI Code Generatorscited by 17
  11. 2021An Aligned Rank Transform Procedure for Multifactor Contrast Testscited by 11
  12. 2023A Study of Editor Features in a Creative Coding Classroomcited by 2
1 more
  1. 2023InstructPipe: Generating Visual Blocks Pipelines with Human Instructions and LLMscited by 2

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2025: 1; 2026: 2.

3 papers.