An LLM-powered multi-agent framework, GenMentor, maps learner goals to skills, schedules adaptive paths, and generates personalized content, outperforming prompting and RAG baselines in its reported evaluations.
Learner modelling: systematic review of the literature from the last 5 years
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LLM-powered Multi-agent Framework for Goal-oriented Learning in Intelligent Tutoring System
An LLM-powered multi-agent framework, GenMentor, maps learner goals to skills, schedules adaptive paths, and generates personalized content, outperforming prompting and RAG baselines in its reported evaluations.