Researchers have introduced K12-KGraph, a curriculum-aligned knowledge graph extracted from official People's Education Press textbooks to improve educational LLMs. The dataset focuses on "curriculum cognition," encompassing prerequisite chains, concept taxonomies, and pedagogical sequencing. It aims to move beyond simple exam question answering by benchmarking how models understand the structure and visual presentation of curriculum knowledge.