Clustering teams by their logged actions in cybersecurity tabletop exercises aligns reasonably with instructor scores, while GPT-4o and GPT-5.2 rubric-based assessments of team communication still deviate substantially from human judgment.
Enhancing student focus and problem-solving with real-time llm feedback on compiler errors,
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Assessment in Team Problem-Solving Exercises in Computing Education
Clustering teams by their logged actions in cybersecurity tabletop exercises aligns reasonably with instructor scores, while GPT-4o and GPT-5.2 rubric-based assessments of team communication still deviate substantially from human judgment.