When LLM Tutoring Responses Work: Evidence from Student Programming Conversations
Analysis of StudyChat, a public dataset of student and ChatGPT tutoring conversations from an artificial intelligence course, shows situation-dependent response patterns support context-aware evaluation and design of AI tutoring responses for programming education.