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Simulating Students' Java Programming Errors with Large Language Models

Published • Jun 12, 2026
Authors:
Ali Keramati
,
Jie Cao
,
Iman Mohammadi

Abstract

Understanding student errors in the programming is a cornerstone of programming education, yet obtaining a representative set of student errors for any newly designed task remains slow and costly, since authentic submissions only accumulate after extensive classroom deployment. This paper explores w...

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