Explore the fundamentals of multi-relational data and knowledge graphs, including their applications in education assessment. Delve into Graph Neural Networks' role in processing and modeling such data, emphasizing representation techniques. Highlight educational benefits, for instance in personalized learning, while acknowledging scalability and ethical challenges inherent to these technologies. Conclude with insights into future advancements and trends, offering actionable strategies for...