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Main Authors: Aslan, Tugba Coskun, Uncular, Gulser, Durmus, Hasan, Kavla, Yasin, Borlu, Arda, Alshakhsi, Sameha, Yankouskaya, Ala, Ali, Raian
Format: Preprint
Published: 2026
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Online Access:https://arxiv.org/abs/2603.26296
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author Aslan, Tugba Coskun
Uncular, Gulser
Durmus, Hasan
Kavla, Yasin
Borlu, Arda
Alshakhsi, Sameha
Yankouskaya, Ala
Ali, Raian
author_facet Aslan, Tugba Coskun
Uncular, Gulser
Durmus, Hasan
Kavla, Yasin
Borlu, Arda
Alshakhsi, Sameha
Yankouskaya, Ala
Ali, Raian
contents This study aimed to adapt the Dual-Dimensional Scale of Instrumental and Relational Dependencies on Large Language Models (LLM-D12) into Turkish and evaluate its psychometric properties among regular LLM users. A sample of 387 participants (68.5% female; mean age = 25.22 +/- 7.13) completed the translated scale, which underwent cultural-linguistic validation through forward-backward translation and expert review. Confirmatory factor analysis supported the original two-factor structure after removing one item, with strong model fit (CFI = 0.993, RMSEA = 0.073). Internal consistency was high across both subscales: Cronbach's alpha = 0.831 (instrumental), 0.876 (relational), and 0.868 (total); McDonald's omega = 0.834, 0.880, and 0.900, respectively. Test-retest reliability and item monotonicity were satisfactory. External validity was demonstrated via significant associations with ATAI, IA, and PTLLM scores. Interestingly, the lack of association with need for cognition (NFC) suggests that LLM dependency may reflect strategic cognitive offloading rather than cognitive avoidance. The Turkish version of the LLM-D12 is a valid and reliable 11-item tool for assessing both instrumental and relational dependencies on LLMs.
format Preprint
id arxiv_https___arxiv_org_abs_2603_26296
institution arXiv
publishDate 2026
record_format arxiv
spellingShingle Adaptation and Validation of the Turkish Version of the Large Language Model Dependency Scale (LLM-D12)
Aslan, Tugba Coskun
Uncular, Gulser
Durmus, Hasan
Kavla, Yasin
Borlu, Arda
Alshakhsi, Sameha
Yankouskaya, Ala
Ali, Raian
Applications
This study aimed to adapt the Dual-Dimensional Scale of Instrumental and Relational Dependencies on Large Language Models (LLM-D12) into Turkish and evaluate its psychometric properties among regular LLM users. A sample of 387 participants (68.5% female; mean age = 25.22 +/- 7.13) completed the translated scale, which underwent cultural-linguistic validation through forward-backward translation and expert review. Confirmatory factor analysis supported the original two-factor structure after removing one item, with strong model fit (CFI = 0.993, RMSEA = 0.073). Internal consistency was high across both subscales: Cronbach's alpha = 0.831 (instrumental), 0.876 (relational), and 0.868 (total); McDonald's omega = 0.834, 0.880, and 0.900, respectively. Test-retest reliability and item monotonicity were satisfactory. External validity was demonstrated via significant associations with ATAI, IA, and PTLLM scores. Interestingly, the lack of association with need for cognition (NFC) suggests that LLM dependency may reflect strategic cognitive offloading rather than cognitive avoidance. The Turkish version of the LLM-D12 is a valid and reliable 11-item tool for assessing both instrumental and relational dependencies on LLMs.
title Adaptation and Validation of the Turkish Version of the Large Language Model Dependency Scale (LLM-D12)
topic Applications
url https://arxiv.org/abs/2603.26296