Research Article

The Level of Comprehension of Implicit Meanings in English and Turkish Proverbs by AI-Based Text-to-Image Generation Tools

Volume: 10 Number: 2 July 15, 2025
EN TR

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

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