K12-KGraph: A Curriculum-Aligned Knowledge Graph for Benchmarking and Training Educational LLMs
The research created K12-KGraph, a knowledge graph from Chinese textbooks to measure how AI models understand curriculum structure, not just facts. This led to K12-Bench for testing and K12-Train for training educational LLMs. Results show that models struggle with this structural understanding but benefit significantly from training on this graph data.