PTM uses LLMs and clustering on learner journals to build interpretable cognitive models, showing 75% F1 fidelity and positive user feedback in a seven-week study with 40 participants.
Improving students’ help-seeking skills using metacognitive feedback in an intelligent tutoring system.Learning and Instruction, 21(2):267–280
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Cognitive Twins: Investigating Personalized Thinking Model Building and Its Performance Enhancement with Human-in-the-Loop
PTM uses LLMs and clustering on learner journals to build interpretable cognitive models, showing 75% F1 fidelity and positive user feedback in a seven-week study with 40 participants.