Observing Without Doing: Pseudo-Apprenticeship Patterns in Student LLM Use

Jade Hak, Nathaniel Lam Johnson, Matin Amoozadeh +2

Large Language Models (LLMs) such as ChatGPT have quickly become part of student programmers' toolkits, whether allowed by instructors or not. This paper examines how introductory…