Jasper Degraeuwe


2022

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Lexical Simplification in Foreign Language Learning: Creating Pedagogically Suitable Simplified Example Sentences
Jasper Degraeuwe | Horacio Saggion
Proceedings of the Workshop on Text Simplification, Accessibility, and Readability (TSAR-2022)

This study presents a lexical simplification (LS) methodology for foreign language (FL) learning purposes, a barely explored area of automatic text simplification (TS). The method, targeted at Spanish as a foreign language (SFL), includes a customised complex word identification (CWI) classifier and generates substitutions based on masked language modelling. Performance is calculated on a custom dataset by means of a new, pedagogically-oriented evaluation. With 43% of the top simplifications being found suitable, the method shows potential for simplifying sentences to be used in FL learning activities. The evaluation also suggests that, though still crucial, meaning preservation is not always a prerequisite for successful LS. To arrive at grammatically correct and more idiomatic simplifications, future research could study the integration of association measures based on co-occurrence data.

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Interactive word sense disambiguation in foreign language learning
Jasper Degraeuwe | Patrick Goethals
Proceedings of the 11th Workshop on NLP for Computer Assisted Language Learning