We present the TherapyView, a demonstration system to help therapists visualize the dynamic contents of past treatment sessions, enabled by the state-of-the-art neural topic modeling techniques to analyze the topical tendencies of various psychiatric conditions and deep learning-based image generation engine to provide a visual summary. The system incorporates temporal modeling to provide a time-series representation of topic similarities at a turn-level resolution and AI-generated artworks given the dialogue segments to provide a concise representations of the contents covered in the session, offering interpretable insights for therapists to optimize their strategies and enhance the effectiveness of psychotherapy. This system provides a proof of concept of AI-augmented therapy tools with e in-depth understanding of the patient's mental state and enabling more effective treatment.

翻译：我们提出TherapyView演示系统，旨在帮助治疗师可视化既往治疗会话的动态内容。该系统融合前沿神经主题建模技术分析多种精神疾病的话题倾向，并基于深度学习图像生成引擎提供视觉摘要。系统通过时间建模实现话轮级分辨率的话题相似度时间序列表征，同时利用对话片段生成的AI艺术作品，对会话覆盖内容进行简洁可视化呈现，为治疗师优化策略、提升心理治疗效果提供可解释的洞察。本系统为AI增强型治疗工具提供了概念验证，能够深入理解患者精神状态并实现更有效的治疗。