构建首个西语劝导式咨询数据集，验证语言差异对咨询行为的影响。
Examining Spanish Counseling with MIDAS: a Motivational Interviewing Dataset in Spanish
- 基于公开视频构建西语劝导式咨询数据集，含专家标注的反思与提问
- 发现英西语咨询中咨询师行为存在语言差异，模型在多语言下表现良好
- 适合研究跨语言心理咨询、自然语言处理在心理健康领域的应用者
文化与语言因素显著影响咨询过程，但现有自然语言处理研究尚未检验以英语开展的对话分析成果是否适用于其他语言。本文迈出关键一步，提出MIDAS（Motivational Interviewing Dataset in Spanish）——一个源自公开视频资源的西语咨询数据集，包含咨询反思与提问的专家标注。利用该数据集，我们探索了英西语咨询中咨询师行为的语言差异，并在单语与多语言设置下构建分类器，验证其在咨询师行为编码任务中的应用潜力。
原文摘要 · Abstract (English)
Cultural and language factors significantly influence counseling, but Natural Language Processing research has not yet examined whether the findings of conversational analysis for counseling conducted in English apply to other languages. This paper presents a first step towards this direction. We introduce MIDAS (Motivational Interviewing Dataset in Spanish), a counseling dataset created from public video sources that contains expert annotations for counseling reflections and questions. Using this dataset, we explore language-based differences in counselor behavior in English and Spanish and develop classifiers in monolingual and multilingual settings, demonstrating its applications in counselor behavioral coding tasks.
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