LLM applications in education — the applied side of the corpus — are catalogued in llm-chatbots-cs-multiple-choice, llm-handwritten-math-grading, llm-design-problems-hot-pjbl, and moodle-ai-tutoring-deep-learning: applications span assessment, tutoring, content generation, and administration, each with distinct validity demands (llm, educational-nlp).