Enhancing educational assessment through automated question classification using a RoBERTa-based ensemble model
Crossref DOI link: https://doi.org/10.1038/s41598-026-45486-1
Published Online: 2026-03-23
Update policy: https://doi.org/10.1007/springer_crossmark_policy
Hamid, Muhammad
Malik, Saadia
Saleem, Muhammad
Zahary, Ammar T.
Jaghdam, Ines Hilali
Text and Data Mining valid from 2026-03-23
Accepted Manuscript valid from 2026-03-23
Article History
Received: 19 December 2025
Accepted: 19 March 2026
First Online: 23 March 2026
Declarations
:
: The authors declare no competing interests.