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Article

Profiles of Approaches to Writing and Their Links to Self-Efficacy and LLM Acceptance in L2 Academic Writing

by
Fei Sun
1,
Laura Mendoza
2,
Junju Wang
1,* and
Hongbin Li
3
1
School of Foreign Languages and Literature, Shandong University, Jinan 250100, China
2
Language Centre, University of Helsinki, P.O. Box 4, 00014 Helsinki, Finland
3
School of Foreign Languages, Tianjin University, Tianjin 300354, China
*
Author to whom correspondence should be addressed.
Behav. Sci. 2025, 15(7), 983; https://doi.org/10.3390/bs15070983
Submission received: 10 June 2025 / Revised: 14 July 2025 / Accepted: 17 July 2025 / Published: 20 July 2025

Abstract

Approaches to writing play an important role in both the writing processes and outcomes. However, little is known about whether L2 writers adopt different combinations of approaches in academic writing contexts and what factors predict such combinations. Hence, this study aimed to identify different profiles of approaches to writing in an L2 academic context and examine how they are predicted by writing self-efficacy and large language model (LLM) acceptance. To this end, a total of 578 Chinese graduate students were recruited to participate in the study. Latent profile analysis revealed three distinct writing profiles: unorganized (Profile 1), dissonant (Profile 2), and deep and organized (Profile 3), with the majority of students categorized under the dissonant profile. Additionally, multinomial logistic regression analysis revealed that writing self-efficacy positively predicted profile membership, with the strongest effect observed for Profile 3, followed by Profile 2 and then Profile 1. LLM acceptance also positively predicted profile membership, with the strongest effect for Profile 2, followed by Profile 3 and then Profile 1.
Keywords: approaches to writing; writing self-efficacy; large language model acceptance; L2 academic writing approaches to writing; writing self-efficacy; large language model acceptance; L2 academic writing

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MDPI and ACS Style

Sun, F.; Mendoza, L.; Wang, J.; Li, H. Profiles of Approaches to Writing and Their Links to Self-Efficacy and LLM Acceptance in L2 Academic Writing. Behav. Sci. 2025, 15, 983. https://doi.org/10.3390/bs15070983

AMA Style

Sun F, Mendoza L, Wang J, Li H. Profiles of Approaches to Writing and Their Links to Self-Efficacy and LLM Acceptance in L2 Academic Writing. Behavioral Sciences. 2025; 15(7):983. https://doi.org/10.3390/bs15070983

Chicago/Turabian Style

Sun, Fei, Laura Mendoza, Junju Wang, and Hongbin Li. 2025. "Profiles of Approaches to Writing and Their Links to Self-Efficacy and LLM Acceptance in L2 Academic Writing" Behavioral Sciences 15, no. 7: 983. https://doi.org/10.3390/bs15070983

APA Style

Sun, F., Mendoza, L., Wang, J., & Li, H. (2025). Profiles of Approaches to Writing and Their Links to Self-Efficacy and LLM Acceptance in L2 Academic Writing. Behavioral Sciences, 15(7), 983. https://doi.org/10.3390/bs15070983

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