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Ke-Hai Chen

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#natural language process... Preprint Sep 2026

PersonaPath: Towards Knowledge-Centric Personalized Learning Path Planning

PersonaPath, a benchmark that pairs 2,000 fine-grained learner personas with a hierarchical knowledge graph of 347 textbooks, 1,751 units, and 4,092 concepts across 77 subjects, is introduced and results show that even the strongest LLM reaches only a 29.5% final pass rate in Basic Education.

Yu Liu, Ze-Ming Liu, Tian-Le Zhang et al. · 0 citations

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