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.
Psydt: Using llms to construct the digital twin of psychological counselor with personalized counseling style for psychological counseling
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PsychAgent combines memory-augmented planning, trajectory-based skill evolution, and rejection fine-tuning to create a self-improving AI psychological counselor that outperforms general LLMs in multi-session evaluations.
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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.
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PsychAgent: An Experience-Driven Lifelong Learning Agent for Self-Evolving Psychological Counselor
PsychAgent combines memory-augmented planning, trajectory-based skill evolution, and rejection fine-tuning to create a self-improving AI psychological counselor that outperforms general LLMs in multi-session evaluations.