Does an LLM-Based Feedback Agent Move the Needle? An Empirical Study of Student Correctness and Hint Dependency on the ASSISTments 2017 Interaction Logs. jger 2026, 4 (1), 159-172. https://doi.org/10.66372/JGER.v4i1.11.