item-difficulty-modeling

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

arXiv cs.CL · 2026-05-19 Cached

The paper proposes fine-tuning transformer encoders end-to-end for response-free item difficulty modelling of multiple-choice reading comprehension items, with component-wise and multi-task variants, showing that multi-task learning improves in small-sample regimes.

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