4 papers · 1 filter
Fine-Tuned Multi-Agent Framework for Detecting OCEAN in Life Narratives
Rasiq Hussain, Darshil Italiya, Joshua Oltmanns +1
Accurately assessing personality from text is challenging because traits are latent, context-dependent, and often subtly expressed across long narratives. Large language models (LL…
Multilingual Language Models Encode Script Over Linguistic Structure
Aastha A K Verma, Anwoy Chatterjee, Mehak Gupta +1
Multilingual language models (LMs) organize representations for typologically and orthographically diverse languages into a shared parameter space, yet the nature of this internal…
"Mirror" Language AI Models of Depression are Criterion-Contaminated
Tong Li, Rasiq Hussain, Mehak Gupta +1
Recent studies show near-perfect language-based predictions of depression scores (R2 = .70), but these "Mirror" models rely on language responses directly from depression assessmen…
Personality Prediction from Life Stories using Language Models
Rasiq Hussain, Jerry Ma, Rithik Khandelwal +2
Natural Language Processing (NLP) offers new avenues for personality assessment by leveraging rich, open-ended text, moving beyond traditional questionnaires. In this study, we add…