A multi-BERT signal extraction plus temporal trajectory and LLM reporting framework detects depression status shifts on social media with higher coherence and change-point sensitivity than direct LLM summaries.
Explainability in emotion detection in social media text using distilled transformer models.Procedia Computer Science, 275:867–875, 2026
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Explainable Detection of Depression Status Shifts from User Digital Traces
A multi-BERT signal extraction plus temporal trajectory and LLM reporting framework detects depression status shifts on social media with higher coherence and change-point sensitivity than direct LLM summaries.