Author

Licol Zeinfeld

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Preprint Aug 2026

Interpretable Humans, Alien LLMs: Expert Analysis of Latent Structures in Assessment Responses

The evaluation of large language models (LLMs) relies heavily on human-designed assessments, implicitly assuming that AI and humans employ similar underlying cognitive constructs. Challenging this assumption, we investigate whether the latent factors governing LLM performance carry the same substantive, human-interpret...

Alona Strugatski, Licol Zeinfeld, Jason Cooper et al. · 0 citations

Preprint Aug 2026

Do Assessment Instruments Measure the Same Thing for Humans and LLMs? A Latent Structure Analysis

The rapid development and growing deployment of large language models (LLMs) have made it increasingly important to understand their capabilities. A common approach is to evaluate LLMs using assessment instruments originally designed to measure skills and competencies in humans, such as standardized exams, and to use p...

Alona Strugatski, Licol Zeinfeld, Giora Alexandron · 1 citation