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Assessing the validity of new paradigmatic complexity measures as criterial features for proficiency in L2 writings in English

Published: March 13, 2025 | arXiv ID: 2503.10220v2

By: Cyriel Mallart , Andrew Simpkin , Nicolas Ballier and more

Potential Business Impact:

Helps computers grade student writing better.

Business Areas:
Test and Measurement Data and Analytics

This article addresses Second Language (L2) writing development through an investigation of new grammatical and structural complexity metrics. We explore the paradigmatic production in learner English by linking language functions to specific grammatical paradigms. Using the EFCAMDAT as a gold standard and a corpus of French learners as an external test set, we employ a supervised learning framework to operationalise and evaluate seven microsystems. We show that learner levels are associated with the seven microsystems (MS). Using ordinal regression modelling for evaluation, the results show that all MS are significant but yield a low impact if taken individually. However, their influence is shown to be impactful if taken as a group. These microsystems and their measurement method suggest that it is possible to use them as part of broader-purpose CALL systems focused on proficiency assessment.

Page Count
31 pages

Category
Computer Science:
Computation and Language