Reliability, validity, and diagnostic evidence for multi-model LLM short-answer scoring
Repeated multi-model OCG-PRES scoring provides reliability, validity, and diagnostic evidence for LLM-assisted short-answer scoring and supports cautious, evidence-based use as a scoring support tool rather than a replacement for human judgement.