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Hybrid knowledge-tracing model outperforms baselines in cultural-education dialogue study
A study of 8,000 students found that a hybrid knowledge-tracing model combining language semantics, dialogue behavior and multidimensional memory achieved an AUC of 0.905, while a randomized classroom experiment found larger mastery gains with model-assisted feedback.