This study explores the effectiveness of machine learning and eye movement features in predicting Chinese reading proficiency. Unlike previous research, which focused on one or two specific levels of eye movement features, this study integrates passage-, sentence- and word-level eye movement features to predict reading proficiency. By analyzing…

The adjustment of syntactic and phraseological complexity is a key consideration in text adaptation. However, research on this topic in the context of Chinese as a second language (CSL) remains limited. Using 700 CSL reading texts graded following the newly issued Chinese Proficiency Grading Standards for International Chinese Language Education,…

There is a growing number of children learning to read in bilingual environments, yet research on the uniqueness of reading acquisition in these bilingual children, particularly L1 majority bilinguals, is limited. With a sample size of 690 4th-grade students, this study investigated predictors influencing L1 Chinese reading in Chinese-English…