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

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

doi:10.3390/ai7080280

Journal Article 2026

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

Open DOI

Type: Journal Article
Year: 2026
Venue: AI
Volume: 7
Issue: 8
Article no.: 280
DOI: 10.3390/ai7080280

Overview

Journal Article published in AI (2026) · 6 authors

Research areas

AI for Education

Matched from the title, keywords and assigned research area.

Abstract

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Authors

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

Keywords

No keywords are stored for this record.

Citation

IEEE

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

BibTeX

@article{yrpant2026semantic,
  title = {Semantic Clustering for Automated Few-Shot Exemplar Selection in LLM-Based Formative Feedback for Middle-School Mathematics: A Feasibility Study},
  author = {Y. R. Pant and H. Y. Adarbah and A. Noore and D. Che and A. Ahmed and R. Ayala},
  journal = {AI},
  volume = {7},
  number = {8},
  pages = {280},
  year = {2026},
  doi = {10.3390/ai7080280}
}