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Assistant Professor, Amritha School of Business, Amrita Viswa Vidyapeetam, Amaravati A.P, India
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A hybrid NLP model can predict student learning states with 92.82% accuracy, significantly outperforming traditional deep learning and Markov Chain approaches in e-learning systems.