EmoTrack uses LLM clinical signals plus frozen turn-level embeddings and compact cross-session memory to predict PHQ-8 scores, delivering a 13.5% MAE reduction on single-session DAIC-WOZ and competitive results on the new LongCounsel multi-session dataset.
Psycheval: A multi-session and multi-therapy benchmark for high-realism and comprehensive ai psychological counselor.arXiv preprint arXiv:2601.01802, 2026
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EmoTrack: Robust Depression Tracking from Counseling Transcripts across Session Regimes
EmoTrack uses LLM clinical signals plus frozen turn-level embeddings and compact cross-session memory to predict PHQ-8 scores, delivering a 13.5% MAE reduction on single-session DAIC-WOZ and competitive results on the new LongCounsel multi-session dataset.