Gemini 3.0 Pro with rubric prompts reached ICC 0.888 agreement with human graders on low-complexity Linux/bash responses but lower agreement at higher taxonomy levels across 1200 student answers from three expert raters.
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Automated grading of Linux/bash examinations using large language models: a four-level cognitive taxonomy approach
Gemini 3.0 Pro with rubric prompts reached ICC 0.888 agreement with human graders on low-complexity Linux/bash responses but lower agreement at higher taxonomy levels across 1200 student answers from three expert raters.