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Author

Melanie Subbiah

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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
#artificial intelligence Review Sep 2026

Ownership in AI-Assisted Everyday Tasks

It is found that felt ownership depends on the process of collaboration: people disown work when they merely approve AI's suggestions, but retain ownership when they lead, iterate, or rewrite, but retain ownership when they lead, iterate, or rewrite.

Megan Wei, Melanie Subbiah, Audrey Lee et al. · 0 citations

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