Language or syndrome? Investigating the origins of the general psychopathology factor through large language model embeddings

LLM embeddings reveal that the linguistic fabric of symptom items contains a shadow of the p-factor, yet real-world co-occurrence embeds additional, diagnosis-relevant information. Our findings position LLM-driven text analytics as a new lens for probing psychiatric constructs while underscoring the complex interplay between linguistic semantics and symptom co-occurrence in shaping our understanding of psychiatric constructs.

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Publication Details

Journal
Psychiatry and Clinical Neurosciences
Published
2025-12-23
DOI
https://doi.org/10.1111/pcn.70010
Primary Topic
Personality Disorders and Psychopathology
Type
article
Field-Weighted Citation Impact
0.00

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article

Language or syndrome? Investigating the origins of the general psychopathology factor through large language model embeddings

Psychiatry and Clinical Neurosciences
Personality Disorders and Psychopathology
article

Language or syndrome? Investigating the origins of the general psychopathology factor through large language model embeddings

article en

Abstract

LLM embeddings reveal that the linguistic fabric of symptom items contains a shadow of the p-factor, yet real-world co-occurrence embeds additional, diagnosis-relevant information. Our findings position LLM-driven text analytics as a new lens for probing psychiatric constructs while underscoring the complex interplay between linguistic semantics and symptom co-occurrence in shaping our understanding of psychiatric constructs.

Psychiatry and Clinical NeurosciencesVol. 80(3)
National Center of Neurology and Psychiatry (JP)
National Center of Neurology and Psychiatry, Japan Society for the Promotion of Science, Core Research for Evolutional Science and Technology
Openalex Percentile: Top 28%
Personality Disorders and Psychopathology
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