Multilingual Lexical Feature Analysis of Spoken Language for Predicting Major Depression Symptom Severity

arXiv:2511.07011 · cs.CL, cs.LG · Submitted 2025-11-10 · Read on arXiv

cs.CL, cs.LG

Submitted: 2025-11-10

Updated: 2026-08-28

Terminology

• Embeddings — 22× in this paper · explained in 2 episodes
• Major Depressive Disorder — 12× in this paper
• Elastic Net — 8× in this paper
• Lexical Diversity — 8× in this paper · explained in 2 episodes
• Accuracy — 7× in this paper · explained in 1 episode
• Interpretability — 7× in this paper · explained in 15 episodes
• Random Forest — 7× in this paper
• Transformer — 4× in this paper · explained in 2 episodes
• Feature Extraction — 2× in this paper · explained in 2 episodes
• Feature Selection — 2× in this paper · explained in 4 episodes
• Remote Measurement Technology — 2× in this paper
• alpha — 2× in this paper · explained in 1 episode
• Adam — 1× in this paper · explained in 2 episodes
• Affective Computing — 1× in this paper · explained in 1 episode
• Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes
• Longitudinal Data — 1× in this paper · explained in 2 episodes
• Representation Learning — 1× in this paper · explained in 2 episodes
• Resource Constraints — 1× in this paper · explained in 3 episodes
• Verification — 1× in this paper · explained in 2 episodes

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