Cross-Scale Transfer Learning for Depression Severity Prediction: From PHQ-8 to HAMD-17 Across Languages and Clinical Paradigms

arXiv:2609.28430 · cs.CL · Submitted 2026-09-23 · Read on arXiv

cs.CL

Submitted: 2026-09-23

Updated: 2026-09-23

Terminology

• Ablation — 10× in this paper · explained in 1 episode
• Alignment — 8× in this paper · explained in 1 episode
• Adaptation — 6× in this paper · explained in 1 episode
• Benchmark — 3× in this paper · explained in 2 episodes
• Fine-Tuning — 3× in this paper · explained in 5 episodes
• Transfer Learning — 3× in this paper · explained in 10 episodes
• AUROC — 2× in this paper · explained in 2 episodes
• Accuracy — 2× in this paper · explained in 1 episode
• LoRA Adapters — 2× in this paper · explained in 3 episodes
• Low-Rank Adaptation (LoRA) — 2× in this paper · explained in 9 episodes
• Major Depressive Disorder — 2× in this paper
• Cross-lingual Transfer — 1× in this paper · explained in 2 episodes
• Fidelity — 1× in this paper · explained in 2 episodes
• Regularization — 1× in this paper · explained in 3 episodes

Sources

• A Multi-Probe Audit of Clinical-Interview Depression Detection Benchmarks
• Psychologically-Grounded Graph Modeling for Interpretable Depression Detection
• ChatCounselor: A Large Language Models for Mental Health Support
• A Comprehensive Overview of Large Language Models
• Qwen3 Technical Report
• Decoupled Weight Decay Regularization

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