LLM-Assisted Grading for Object-Oriented Programming: A C++ Dataset and Evaluation Study
A dataset of 271 C++ student solutions to eight OOP examination problems is introduced, together with the problem statements and the reference grades produced by the university auto-grader, indicating that agreement with a reference is an insufficient basis for choosing a local grading model, and that compliance, deter...