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The university curriculum is a systematic and organic study complex with some immediate associated steps; the initial learning of each semester's course is crucial, and significantly impacts the learning process of subsequent courses and further studies. However, the low teacher-student ratio makes it difficult for teachers to consistently follow up on the detail-oriented learning situation of individual students. The extant learning early warning system is committed to automatically detecting whether students have potential difficultie