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Nicholas Deas

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#artificial intelligence Preprint Sep 2026

Empath: Tracing Multi-Level Emotion Dynamics in Crisis Counseling Dialogues

Emotion dynamics are critical for understanding crisis-support conversations, yet most computational work treats emotion as static utterance-level labels. We introduce EMPATH, a framework for understanding affective dynamics in mental health dialogues across three granularities: turn-level labels, transition probabilit...

Ziwei Gong, Yu-Chen Huang, Wen Liang et al. · 0 citations

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