Knowledge Concept

Knowledge concept research focuses on understanding and modeling how individuals acquire and utilize knowledge, primarily within educational contexts. Current research emphasizes automated knowledge concept annotation using large language models and the development of sophisticated algorithms, such as graph neural networks and probabilistic generative models, to improve knowledge tracing and cognitive diagnosis. These advancements aim to personalize learning experiences and provide more accurate assessments of student understanding, impacting both educational technology and the broader field of learning analytics.