assessment_design
From Evaluated Models to Evaluation Aids: A Multi-Evidence Study of LLM-Based Difficulty Calibration for Programming Examinations
Hongfei Yan, Jiangkai Xiong, Yiqing Li, Chong Chen · arXiv (2026) · doi:10.48550/arxiv.2608.07523 · gemini-3.1-flash-lite