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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.
VLMs exhibit striking variability in their ability to correct repeated false premises, with some models showing persistent inaccuracies that could mislead users.
SelfDR achieves high-quality recommendations by distilling reasoning from the same LLM, cutting computational costs without sacrificing performance.
