Apparent psychological profiles of LLMs are largely measurement artifacts driven by directional response bias rather than actual traits.
Development and validation of large language model rating scales for automatically transcribed psychological therapy sessions
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
citation-role summary
background 1
citation-polarity summary
years
2026 2verdicts
UNVERDICTED 2roles
background 1polarities
background 1representative citing papers
Transformer-derived sentiment features from therapy sessions correlate with emotional-valence components of the OQ-45 and differ significantly between patients identified as at risk of deterioration by rational and empirical outcome models.
citing papers explorer
-
The Association of Transformer-based Sentiment Analysis with Symptom Distress and Deterioration in Routine Psychotherapy Care
Transformer-derived sentiment features from therapy sessions correlate with emotional-valence components of the OQ-45 and differ significantly between patients identified as at risk of deterioration by rational and empirical outcome models.