Can Question Validation Criteria Improve the Quality of LLM-Generated Multiple-Choice Questions?

Raymond Morland; Gaganpreet Jhajj; Hongxin Yan; Oscar Lin; Jacob  Mellick; Roland Treu; Glen Farrelly; Archie Zariski; Farook Al-Shamali; Eric Wang; Bob Heller; Ali Dewan

doi:10.1109/SWC65939.2025.00073.

Can Question Validation Criteria Improve the Quality of LLM-Generated Multiple-Choice Questions?

Raymond Morland
, Gaganpreet Jhajj
, Hongxin Yan
, Oscar Lin
, Jacob Mellick
, Roland Treu
, Glen Farrelly
, Archie Zariski
, Farook Al-Shamali
, Eric Wang
, Bob Heller
, Ali Dewan

Athabasca University

Research output: Chapter in Book/Report/Conference proceeding › Published Conference contribution › peer-review

Original language	Canadian English
Title of host publication	2025 IEEE Smart World Congress (SWC), Calgary, AB, Canada, 2025
Pages	330-337
DOIs	https://doi.org/10.1109/SWC65939.2025.00073.
Publication status	Published - 18 Aug. 2025

Access to Document

10.1109/SWC65939.2025.00073.

Cite this

Morland, R., Jhajj, G., Yan, H., Lin, O., Mellick, J., Treu, R., Farrelly, G., Zariski, A., Al-Shamali, F., Wang, E., Heller, B., & Dewan, A. (2025). Can Question Validation Criteria Improve the Quality of LLM-Generated Multiple-Choice Questions? In 2025 IEEE Smart World Congress (SWC), Calgary, AB, Canada, 2025 (pp. 330-337) https://doi.org/10.1109/SWC65939.2025.00073.

@inproceedings{633c2e3f34924e8087fb0a91539a42a9,

title = "Can Question Validation Criteria Improve the Quality of LLM-Generated Multiple-Choice Questions?",

author = "Raymond Morland and Gaganpreet Jhajj and Hongxin Yan and Oscar Lin and Jacob Mellick and Roland Treu and Glen Farrelly and Archie Zariski and Farook Al-Shamali and Eric Wang and Bob Heller and Ali Dewan",

year = "2025",

month = aug,

day = "18",

doi = "10.1109/SWC65939.2025.00073.",

language = "Canadian English",