Chinese Psychological Counseling Corpus Construction for Valence-Arousal Sentiment Intensity Prediction

Hsiu Min Shih, Tzu Mi Lin, Yu Wen Tzeng, Jung Ying Chang, Kuo Kai Shyu, Lung Hao Lee

研究成果: Conference contribution同行評審

摘要

While several dimensional sentiment resources with valence-arousal annotations exist, they are not appropriate for domain-specific sentiment applications, especially psychological counseling texts which usually contain more high-negative and high-arousal words and phrases. This study (1) builds a Chinese valence-arousal resource in the psychological counseling domain called CVAT-PC, the first text corpus including 2,400 multi-sentence texts for psychological counseling with valence-arousal ratings manually annotated based on the Self-Assessment Manikin (SAM) rating scale, and (2) evaluates the proposed resource using different transformer-based models, including ELECTRA, XLNet, BERT, MacBERT and RoBERTa. We plan to release the entire CVAT-PC corpus with fully annotated valence-arousal ratings to facilitate future development in related research areas.

原文English
主出版物標題2024 27th Conference on the Oriental COCOSDA International Committee for the Co-Ordination and Standardisation of Speech Databases and Assessment Techniques, O-COCOSDA 2024 - Proceedings
編輯Ming-Hsiang Su, Jui-Feng Yeh, Yuan-Fu Liao, Chi-Chun Lee, Yu Taso
發行者Institute of Electrical and Electronics Engineers Inc.
ISBN(電子)9798331506032
DOIs
出版狀態Published - 2024
事件27th Conference on the Oriental COCOSDA International Committee for the Co-Ordination and Standardisation of Speech Databases and Assessment Techniques, O-COCOSDA 2024 - Hsinchu, 台灣
持續時間: 17 10月 202419 10月 2024

出版系列

名字2024 27th Conference on the Oriental COCOSDA International Committee for the Co-Ordination and Standardisation of Speech Databases and Assessment Techniques, O-COCOSDA 2024 - Proceedings

Conference

Conference27th Conference on the Oriental COCOSDA International Committee for the Co-Ordination and Standardisation of Speech Databases and Assessment Techniques, O-COCOSDA 2024
國家/地區台灣
城市Hsinchu
期間17/10/2419/10/24

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