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The Level of Comprehension of Implicit Meanings in English and Turkish Proverbs by AI-Based Text-to-Image Generation Tools
Abstract
This study examines the level of comprehension of underlying meanings in Turkish and English proverbs by AI-based text-to-image generation tools (ChatGPT 4o and Fooocus.ai). The research employed descriptive analysis and document analysis methods, selecting a total of four proverbs from both languages (two Turkish, two English). These proverbs were first illustrated using ChatGPT 4o and then with Fooocus.ai, producing eight images in total. The proverbs were chosen based on criteria including frequency of use, level of metaphorical meaning, cultural specificity, and visualization potential. The images generated by the AI tools were evaluated in terms of their semantic and contextual features. Findings indicate that AI systems visualize English proverbs more successfully compared to Turkish ones, yet they struggle to fully capture metaphorical and cultural contexts. The study offers recommendations regarding the potential use of AI-supported visualization tools in language teaching, cultural transmission, and cognitive processes.
Keywords
Ethical Statement
The authors declare that research and publication ethics are followed in this study.
References
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Details
Primary Language
English
Subjects
Instructional Technologies, Turkish Education, Educational Technology and Computing
Journal Section
Research Article
Publication Date
July 15, 2025
Submission Date
April 24, 2025
Acceptance Date
July 10, 2025
Published in Issue
Year 2025 Volume: 10 Number: 2
APA
Baştürk, M. B., & Şen, E. (2025). The Level of Comprehension of Implicit Meanings in English and Turkish Proverbs by AI-Based Text-to-Image Generation Tools. The Journal of Limitless Education and Research, 10(2), 523-572. https://doi.org/10.29250/sead.1682549
AMA
1.Baştürk MB, Şen E. The Level of Comprehension of Implicit Meanings in English and Turkish Proverbs by AI-Based Text-to-Image Generation Tools. J-LER. 2025;10(2):523-572. doi:10.29250/sead.1682549
Chicago
Baştürk, Mustafa Barış, and Ekin Şen. 2025. “The Level of Comprehension of Implicit Meanings in English and Turkish Proverbs by AI-Based Text-to-Image Generation Tools”. The Journal of Limitless Education and Research 10 (2): 523-72. https://doi.org/10.29250/sead.1682549.
EndNote
Baştürk MB, Şen E (July 1, 2025) The Level of Comprehension of Implicit Meanings in English and Turkish Proverbs by AI-Based Text-to-Image Generation Tools. The Journal of Limitless Education and Research 10 2 523–572.
IEEE
[1]M. B. Baştürk and E. Şen, “The Level of Comprehension of Implicit Meanings in English and Turkish Proverbs by AI-Based Text-to-Image Generation Tools”, J-LER, vol. 10, no. 2, pp. 523–572, July 2025, doi: 10.29250/sead.1682549.
ISNAD
Baştürk, Mustafa Barış - Şen, Ekin. “The Level of Comprehension of Implicit Meanings in English and Turkish Proverbs by AI-Based Text-to-Image Generation Tools”. The Journal of Limitless Education and Research 10/2 (July 1, 2025): 523-572. https://doi.org/10.29250/sead.1682549.
JAMA
1.Baştürk MB, Şen E. The Level of Comprehension of Implicit Meanings in English and Turkish Proverbs by AI-Based Text-to-Image Generation Tools. J-LER. 2025;10:523–572.
MLA
Baştürk, Mustafa Barış, and Ekin Şen. “The Level of Comprehension of Implicit Meanings in English and Turkish Proverbs by AI-Based Text-to-Image Generation Tools”. The Journal of Limitless Education and Research, vol. 10, no. 2, July 2025, pp. 523-72, doi:10.29250/sead.1682549.
Vancouver
1.Mustafa Barış Baştürk, Ekin Şen. The Level of Comprehension of Implicit Meanings in English and Turkish Proverbs by AI-Based Text-to-Image Generation Tools. J-LER. 2025 Jul. 1;10(2):523-72. doi:10.29250/sead.1682549