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Emerging conventions in GenAI disclosure: how applied linguistics scholars disclose AI use

  • Benjamin Luke Moorhouse*
  • , Hassan Nejadghanbar
  • , Chenze Wu
  • , Harmandeep Kaur
  • , Marie Alina Yeo
  • *Corresponding author for this work

Research output: Contribution to journalJournal articlepeer-review

Abstract

This study examines how applied linguistics authors report the use of generative AI (GenAI) in published research, addressing the ongoing ambiguity around acceptable practices, required disclosure, and informational sufficiency. We conducted a systematic content analysis of 3,384 research articles published between September 2024 and August 2025 in 84 SSCI-indexed applied linguistics journals, focusing on the formal disclosure sections (acknowledgements, declarations and additional information). Only 4.2 % of the articles included any AI-related disclosure: 2.8 % declared use and 1.4 % declared non-use, with reporting concentrated in a minority of journals, indicating policy-driven effects. When present, disclosures most commonly appeared as standalone statements, naming specific tools (especially ChatGPT and Grammarly) and describing language-focused purposes (editing, clarity and proofreading). Human accountability clauses were frequent, asserting author review and responsibility; explicit statements of non-use were brief and standardized in some venues. Limited reporting of data-related uses (e.g., data translation and instrument design) were found. We propose proportionate, structured templates and placement guidance to enhance transparency, comparability, and GenAI literacy for research article writing in applied linguistics.

Original languageEnglish
Pages (from-to)1-28
Number of pages28
JournalApplied Linguistics Review
DOIs
Publication statusE-pub ahead of print - 4 Mar 2026

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 4 - Quality Education
    SDG 4 Quality Education

User-Defined Keywords

  • generative AI disclosure
  • applied linguistics publishing
  • research transparency
  • human accountability
  • reporting practices

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