V. Dvornyk

Accuracy, Reliability, and Bloom’s Taxonomy Performance of Seven Large Language Models on Microbiology Questions

Assessing overall accuracy, test-retest reliability, topic-specific performance, and the relationship between cognitive complexity and model performance in large language models for microbiology multiple-choice questions found response consistency should be a primary criterion for educational deployment.