Reliability, validity, and diagnostic evidence for multi-model LLM short-answer scoring

Chunyi Zhao, Chao Li

Large language models (LLMs) are increasingly used or proposed for educational scoring, but single-model and single-run evaluations provide limited evidence for assessment use. Sho…