CUEMPATHY：用于心理治疗研究的咨询语音数据集
CUEMPATHY: A Counseling Speech Dataset for Psychotherapy Research
AI总结：
本文提出CUEMPATHY大规模咨询语音数据集，包含156次真实会谈，通过自动语音文本处理定位说话人轮次，并发现治疗师与来访者的语音强度相似性与治疗结果相关。
摘要：
心理治疗或咨询通常通过治疗师与来访者之间的口语对话进行。分析心理治疗互动中的语音特征有助于理解与有效心理治疗相关的因素。本文介绍了CUEMPATHY，一个从实际咨询会谈中收集的大规模语音数据集。该数据集包含156次咨询会谈，涉及39对治疗师-来访者组合。本文描述了语音数据收集过程、主观评分（一名观察者和两名来访者评分）以及转录过程。开发了一套自动语音和文本处理系统，用于定位每次会谈中说话人轮次的时间戳。对三种主观评分之间关系的考察表明，观察者评分与来访者评分之间没有显著相关性，而来访者评定的各项指标之间存在显著相关。治疗师与来访者之间的强度相似性（以说话人轮次级强度的平均绝对差衡量）与心理治疗结果相关。本文还介绍了近期关于CUEMPATHY声学和语言特征的研究。
英文摘要：
Psychotherapy or counseling is typically conducted through spoken conversation between a therapist and a client. Analyzing the speech characteristics of psychotherapeutic interactions can help understand the factors associated with effective psychotherapy. This paper introduces CUEMPATHY, a large-scale speech dataset collected from actual counseling sessions. The dataset consists of 156 counseling sessions involving 39 therapist-client dyads. The process of speech data collection, subjective ratings (one observer and two client ratings), and transcription are described. An automatic speech and text processing system is developed to locate the time stamps of speaker turns in each session. Examining the relationships among the three subjective ratings suggests that observer and client ratings have no significant correlation, while the client-rated measures are significantly correlated. The intensity similarity between the therapist and the client, measured by the averaged absolute difference of speaker-turn-level intensities, is associated with the psychotherapy outcomes. Recent studies on the acoustic and linguistic characteristics of the CUEMPATHY are introduced.
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