Explainable Suicide Risk Assessment on Social Media with Multi-Task QLoRA

arXiv:2610.00610 · cs.CL, cs.LG · Submitted 2026-09-30 · Read on arXiv

cs.CL, cs.LG

Submitted: 2026-09-30

Updated: 2026-10-02

Terminology

• Adaptation — 13× in this paper · explained in 1 episode
• Aggregation — 8× in this paper · explained in 1 episode
• Ablation — 4× in this paper · explained in 1 episode
• Fine-Tuning — 4× in this paper · explained in 5 episodes
• AUROC — 2× in this paper · explained in 2 episodes
• Ablation Studies — 2× in this paper · explained in 1 episode
• F1 Score — 2× in this paper · explained in 3 episodes
• Quantization — 2× in this paper · explained in 12 episodes
• Scaffolding — 2× in this paper · explained in 3 episodes
• Accuracy — 1× in this paper · explained in 1 episode
• Calibration — 1× in this paper · explained in 7 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Large Language Model (LLM) — 1× in this paper · explained in 3 episodes
• Late Fusion — 1× in this paper · explained in 2 episodes
• Longitudinal Data — 1× in this paper · explained in 2 episodes

Sources

• Qwen2.5 Technical Report
• Qwen3 Technical Report

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