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New framework EmoTrace generates richer psychological support dialogues

Researchers have developed EmoTrace, a new framework for generating dialogue corpora focused on psychological support. This framework addresses limitations in existing methods, such as emotionally stable simulated users and a lack of variation in emotional dynamics. EmoTrace models the emotional trajectories of seekers, incorporating a seeker module with emotional schemas and an activation mechanism, alongside a counselor module and an emotional trajectory control module. This approach aims to enhance both the seeker's emotional expression and the counselor's empathic responses, leading to richer emotional content and higher quality empathy in generated dialogues. AI

IMPACT This framework could lead to more effective AI-powered psychological support tools by improving the quality and emotional depth of generated dialogues.

RANK_REASON Academic paper detailing a new framework for dialogue generation. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.CL →

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New framework EmoTrace generates richer psychological support dialogues

COVERAGE [1]

  1. arXiv cs.CL TIER_1 English(EN) · Kaitong Weng, Lixin Liu, Zihao Liu, Bo Wang, Shiguang Ni ·

    EmoTrace: An Emotion Trajectory-Centered Framework for Psychological Support Dialogue Generation

    arXiv:2607.23648v1 Announce Type: new Abstract: Using large language models (LLMs) to assist psychological counseling is an important task in the field of natural language processing. The construction of high-quality psychological support dialogue corpora serves as a critical fou…