GEMCo是可公开的德国心理咨询对话代理数据集，真实度高且符合伦理。
GEMCo: A Validated, Ethically Releasable Proxy for Inaccessible Counselling Data
- 用人工编写的真实咨询对话替代品，包含86组邮件对话与角色扮演会话。
- 与124组真实对话对比，咨询策略和客户情绪差异小且可检测。
- 专为隐私敏感领域设计，适合语言研究与伦理合规的数据共享。
本文提出GEMCo，一个可公开发布的、由人类撰写的不可访问心理咨询数据的代理数据集：包含86个完整的德语电子邮件咨询对话（共728条消息）、专家撰写案例及训练过的角色扮演咨询师会话。该数据集通过与124组真实咨询对话组成的保留参考集进行验证。代理数据与真实数据在咨询策略和客户情绪方面进行了对比，差距虽可检测但较小。生成式验证支持分析结果。该语料库是主要贡献。验证方法可推广至其他无法共享真实数据但能构建人工代理的领域。由于隐私与伦理限制，真实心理咨询数据无法公开。GEMCo从设计上不携带任何隐私信息，可被释放，是推动该领域语言研究的重要一步。
原文摘要 · Abstract (English)
This paper presents GEMCo, a releasable, human-written proxy for inaccessible counselling data: 86 complete German e-mail counselling conversations (728 messages), expert-authored cases and counsellor sessions with trained role-players. It is validated against a held-out reference of 124 real counselling conversations. The proxy and the real conversations are measured against each other on counsellor strategies and client emotions. The gap is detectable but small. A generative validation supports the analysis. The corpus is the primary contribution. The validation method generalises to any domain where real data cannot be shared but a human-made proxy can. Privacy and ethics keep real counselling data closed. GEMCo carries none by design and can be released, a first step toward language research in this domain.
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