Can a Large Language Model Judge a Child’s Statement?: A Comparative Analysis of ChatGPT and Human Experts in Credibility Assessment

The findings reveal a profound gap between the nuanced, contextual reasoning of human experts and the pattern-recognition capabilities of the LLM tested. The study concludes that this type of AI, in its current, prompt-engineered form, cannot reliably replicate expert judgment in the complex task of credibility assessment. While not a viable autonomous evaluator, it may hold potential as a "cognitive assistant" to support expert workflows. The assessment of child testimony credibility remains a task that deeply requires professional judgment and appears far beyond the current capabilities of such generative AI models.

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Publication Details

Journal
Journal of Evidence-Based Social Work
Published
2025-08-11
DOI
https://doi.org/10.1080/26408066.2025.2547211
Primary Topic
Deception detection and forensic psychology
Type
article
Field-Weighted Citation Impact
0.00
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article

Can a Large Language Model Judge a Child’s Statement?: A Comparative Analysis of ChatGPT and Human Experts in Credibility Assessment

Zeki Karataş
Journal of Evidence-Based Social Work
Deception detection and forensic psychology
article

Can a Large Language Model Judge a Child’s Statement?: A Comparative Analysis of ChatGPT and Human Experts in Credibility Assessment

Zeki Karataş
article en

Abstract

The findings reveal a profound gap between the nuanced, contextual reasoning of human experts and the pattern-recognition capabilities of the LLM tested. The study concludes that this type of AI, in its current, prompt-engineered form, cannot reliably replicate expert judgment in the complex task of credibility assessment. While not a viable autonomous evaluator, it may hold potential as a "cognitive assistant" to support expert workflows. The assessment of child testimony credibility remains a task that deeply requires professional judgment and appears far beyond the current capabilities of such generative AI models.

Journal of Evidence-Based Social WorkVol. 23(1)
Recep Tayyip Erdoğan University (TR)
Gender equality
Openalex Percentile: Top 77%
Deception detection and forensic psychology
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