Parole: Journal of Linguistics and Education
Vol 16, No 1 (2026): Volume 16 Number 1 April 2026

Triangulated Corpus-Informed Assessment of Multilingual Academic Writing

Intan Pradita (Universitas Islam Indonesia and Universitas Gadjah Mada)
Adi Sutrisno (Universitas Gadjah Mada)
Tofan Dwi Hardjanto (Universitas Gadjah Mada)
Cihad Gündüz (Dicle University)



Article Info

Publish Date
30 Apr 2026

Abstract

The naturalness of formulaic language is a key variable in the acceptability of multilingual academic writing. Such naturalness is best reflected by lexical collocations between linguistic units. However, no well-established framework has systematically studied collocational acceptability in multilingual academic contexts. This study fills the gap by proposing a triangulated model to assess academic lexical collocations produced by Indonesian authors in English Language Teaching (ELT) research publications.The model integrates three components: corpus data, statistical metrics, and cross-group speaker judgments based on Kachru's (1985) three circles of English.Findings show that many recurrent collocations, such as specific Adverb-Verb and Verb-Noun structures, are semantically transparent and moderately acceptable, even when they diverge from prototypical native-speaker norms. By applying a decision logic of MI Score > 3.0, a negative T-score, and I-CVI > 0.78, the proposed model contributes to research on corpus linguistics in education by linking phraseology competence and multilingual academic communication.

Copyrights © 2026