Vigo International Journal of Applied Linguistics VIAL

Jordi Cicres (1) and Sheila Queralt (2). An n-gram based approach to the automatic classification of schoolchildren's writing. VIAL Number 16/2019: 53-80.

ABSTRACT:


This article focuses on the analysis of schoolchildren's writing (throughout the whole primary school period) using sets of morphological labels (n-grams). We analyzed the sets of bigrams and trigrams from a group of literary texts written by Catalan schoolchildren in order to identify which bigrams and trigrams can help discriminate between texts from the three cycles into which the Spanish primary education system is divided: lower cycle (6- and 7-year-olds), middle cycle (8- and 9-year- olds) and upper cycle (10- and 11-year-olds). The results obtained are close to 70% of correct classifications (77.5% bigrams and 68.6% trigrams), making this technique useful for automatic document classification by age.

Keywords: writing, n-grams, primary school, morphological categories, automatic classification.

(1) Universitat de Girona, Spain.
(2) Laboratorio SQ-Lingüistas Forenses, Barcelona, Spain.

Back to Contents of Number 16

Download full text of this article in pdf format