KnowLP combines LLM-generated prerequisite and similarity knowledge graphs with reinforcement learning to recommend personalized learning paths, reporting state-of-the-art results on Junyi, MOOCCubeX, and ASSISTments2009.
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GraphRAG-Induced Dual Knowledge Structure Graphs for Personalized Learning Path Recommendation
KnowLP combines LLM-generated prerequisite and similarity knowledge graphs with reinforcement learning to recommend personalized learning paths, reporting state-of-the-art results on Junyi, MOOCCubeX, and ASSISTments2009.