Linguistically-Driven Strategy for Concept Prerequisites Learning on Italian

Alessio Miaschi, Chiara Alzetta, Franco Alberto Cardillo, Felice Dell’Orletta⋄ · 2019

We present a new concept prerequisite learning method for Learning Object (LO) ordering that exploits only linguistic features extracted from textual educational resources.The method was tested in a cross-and indomain scenario both for Italian and English.Additionally, we performed experiments based on a incremental training strategy to study the impact of the training set size on the classifier performances.The paper also introduces ITA-PREREQ, to the best of our knowledge the first Italian dataset annotated with prerequisite relations between pairs of educational concepts, and describe the automatic strategy devised to build it.

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