CHiL(L)Grader: Calibrated Human-in-the-Loop Short-Answer Grading

Pranav Raikote, Korbinian Randl, Ioanna Miliou +2

Scaling educational assessment with large language models requires not just accuracy, but the ability to recognize when predictions are trustworthy. Instruction-tuned models tend t…