TY - JOUR
T1 - Relative importance of lexical features in word processing during L2 English reading
AU - Nahatame, Shingo
AU - Uchida, Satoru
N1 - Publisher Copyright:
© The Author(s), 2025. Published by Cambridge University Press.
PY - 2025
Y1 - 2025
N2 - Word processing during reading is known to be influenced by lexical features, especially word length, frequency, and predictability. This study examined the relative importance of these features in word processing during second language (L2) English reading. We used data from an eye-tracking corpus and applied a machine-learning approach to model word-level eye-tracking measures and identify key predictors. Predictors comprised several lexical features, including length, frequency, and predictability (e.g., surprisal). Additionally, sentence, passage, and reader characteristics were considered for comparison. The analysis found that word length was the most important variable across several eye-tracking measures. However, for certain measures, word frequency and predictability were more important than length, and in some cases, reader characteristics such as proficiency were more significant than lexical features. These findings highlight the complexity of word processing during reading, the shared processes between first language (L1) and L2 reading, and their potential to refine models of eye-movement control.
AB - Word processing during reading is known to be influenced by lexical features, especially word length, frequency, and predictability. This study examined the relative importance of these features in word processing during second language (L2) English reading. We used data from an eye-tracking corpus and applied a machine-learning approach to model word-level eye-tracking measures and identify key predictors. Predictors comprised several lexical features, including length, frequency, and predictability (e.g., surprisal). Additionally, sentence, passage, and reader characteristics were considered for comparison. The analysis found that word length was the most important variable across several eye-tracking measures. However, for certain measures, word frequency and predictability were more important than length, and in some cases, reader characteristics such as proficiency were more significant than lexical features. These findings highlight the complexity of word processing during reading, the shared processes between first language (L1) and L2 reading, and their potential to refine models of eye-movement control.
KW - eye tracking
KW - large language model
KW - lexical processing
KW - natural language processing
KW - reading
UR - https://www.scopus.com/pages/publications/105014769855
UR - https://www.scopus.com/inward/citedby.url?scp=105014769855&partnerID=8YFLogxK
U2 - 10.1017/S0272263125101137
DO - 10.1017/S0272263125101137
M3 - Article
AN - SCOPUS:105014769855
SN - 0272-2631
JO - Studies in Second Language Acquisition
JF - Studies in Second Language Acquisition
ER -