Semantic Clustering for Automated Few-Shot Exemplar Selection in LLM-Based Formative Feedback for Middle-School Mathematics: A Feasibility Study

Y. R. Pant, H. Y. Adarbah, A. Noore, D. Che, A. Ahmed, R. Ayala

AI, vol. 7, no. 8, Art. no. 280

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Y. R. Pant, H. Y. Adarbah, A. Noore, D. Che, A. Ahmed, R. Ayala, "Semantic Clustering for Automated Few-Shot Exemplar Selection in LLM-Based Formative Feedback for Middle-School Mathematics: A Feasibility Study," AI, vol. 7, no. 8, Art. no. 280, 2026. doi: 10.3390/ai7080280.