mlsanityData to 13 Oct 2026

ChatScratch: An AI-Augmented System Toward Autonomous Visual Programming Learning for Children Aged 6-12

arXiv 2402.04975 ↗First posted 7 Feb 2024cs.HC cs.AI cs.PLcited by 7

Not on the map. Why?

Abstract (arXiv)

As Computational Thinking (CT) continues to permeate younger age groups in K-12 education, established CT platforms such as Scratch face challenges in catering to these younger learners, particularly those in the elementary school (ages 6-12). Through formative investigation with Scratch experts, we uncover three key obstacles to children's autonomous Scratch learning: artist's block in project planning, bounded creativity in asset creation, and inadequate coding guidance during implementation. To address these barriers, we introduce ChatScratch, an AI-augmented system to facilitate autonomous programming learning for young children. ChatScratch employs structured interactive storyboards and visual cues to overcome artist's block, integrates digital drawing and advanced image generation technologies to elevate creativity, and leverages Scratch-specialized Large Language Models (LLMs) for professional coding guidance. Our study shows that, compared to Scratch, ChatScratch efficiently fosters autonomous programming learning, and contributes to the creation of high-quality, personally meaningful Scratch projects for children.

Key facts. Cited by 7 papers in the map (data through 13 Oct 2026). Builds on 12 of its 77 references that are in the map. First posted on arXiv 7 Feb 2024.

Builds on

12 of 77 references.

References · 12

  1. 2021High-Resolution Image Synthesis with Latent Diffusion Modelscited by 18,777
  2. 2023Llama 2: Open Foundation and Fine-Tuned Chat Modelscited by 12,979
  3. 2022Chain-of-Thought Prompting Elicits Reasoning in Large Language Modelscited by 12,376
  4. 2022ReAct: Synergizing Reasoning and Acting in Language Modelscited by 8,502
  5. 2023Adding Conditional Control to Text-to-Image Diffusion Modelscited by 5,484
  6. 2022Large Language Models are Zero-Shot Reasonerscited by 4,348
  7. 2023Role-Play with Large Language Modelscited by 293
  8. 2019Generalized Sliced Wasserstein Distancescited by 206
  9. 2019Effectively Unbiased FID and Inception Score and where to find themcited by 162
  10. 2022Rationale-Augmented Ensembles in Language Modelscited by 111
  11. 2022StoryBuddy: A Human-AI Collaborative Chatbot for Parent-Child Interactive Storytelling with Flexible Parental Involvementcited by 37
  12. 2021PopBlends: Strategies for Conceptual Blending with Large Language Modelscited by 22

Built on by

Cited by year (2026 to 13 Oct)

Citing papers per year: 2024: 1; 2025: 3; 2026: 3.

7 papers.