Response-free item difficulty modelling for multiple-choice items with fine-tuned transformers: Component-wise representation and multi-task learning

In three linesResponse-free item difficulty modelling for multiple-choice questions using fine-tuned transformers. End-to-end approach on item wording eliminates manual feature engineering. Multi-task variant with auxiliary QA objective shows significant improvements on small training sets.

Summary generated by Claude — human-verified