الملخص
Recent advancements in large language models have revolutionized the field of psychological counseling, especially in the context of Cognitive Behavioral Therapy (CBT). While the success of CBT relies heavily on dynamic decision-making informed by the client's real-time mental state, this aspect has often been overlooked in current research, limiting both flexibility and therapeutic outcomes. In this paper, we introduce StratCBT, a dataset specifically designed for psychological counseling conversations with CBT Strategies, consisting of 9,688 sessions and around 256K utterances, with each counselor's response aligned with one of eight distinct strategies. The creation of StratCBT involves modeling clients based on their negative thoughts and generating high-quality counseling conversations through self-chat, incorporating realistic sessions as guidance, thereby significantly surpassing existing datasets in both general counseling and CBT-specific skills. We conduct extensive experiments to demonstrate the effectiveness of strategy-aligned generation and evaluate its efficacy in delivering professional and effective counseling with LLM-simulated clients to reflect real-world scenarios. The dataset can be obtained from https://github.com/zimuwangnlp/StratCBT.
الكلمات المفتاحية
بيانات النشر
- المجلة
- غير متاح
- وصول مفتوح
- وصول مفتوح أخضر
اقتبس هذه المقالة
APA 7
Wang, Z., Jiang, Y., Zhao, X., Shen, Y., Liu, J., Fong, S., Cheng, M. H., Oliveira, G. C., Nguyen, A., Desimone, R., Nelson, B., Dwyer, D., & Ge, Z. (2026). Steering the Compass: Aligning Dynamic Psychological Counseling Conversations with Cognitive Behavioral Therapy Strategies. https://omanscience.com/ar/articles/steering-the-compass-aligning-dynamic-psychological-counseling-conversations-with-cognitive-behavioral-therapy-strategies
MLA 9
Wang, Zimu, et al. "Steering the Compass: Aligning Dynamic Psychological Counseling Conversations with Cognitive Behavioral Therapy Strategies." https://omanscience.com/ar/articles/steering-the-compass-aligning-dynamic-psychological-counseling-conversations-with-cognitive-behavioral-therapy-strategies.
شيكاغو (المؤلف–التاريخ)
Wang, Zimu, Yiwen Jiang, Xiangyu Zhao, Yaling Shen, Jiahe Liu, Stephanie Fong, Maxmartwell H Cheng, Guilherme C Oliveira, Anh Nguyen, Robert Desimone, Barnaby Nelson, Dominic Dwyer, and Zongyuan Ge. 2026. "Steering the Compass: Aligning Dynamic Psychological Counseling Conversations with Cognitive Behavioral Therapy Strategies." https://omanscience.com/ar/articles/steering-the-compass-aligning-dynamic-psychological-counseling-conversations-with-cognitive-behavioral-therapy-strategies.
هارفارد
Wang, Z., Jiang, Y., Zhao, X., Shen, Y., Liu, J., Fong, S., Cheng, M. H., Oliveira, G. C., Nguyen, A., Desimone, R., Nelson, B., Dwyer, D. and Ge, Z. (2026) 'Steering the Compass: Aligning Dynamic Psychological Counseling Conversations with Cognitive Behavioral Therapy Strategies', Available at: https://omanscience.com/ar/articles/steering-the-compass-aligning-dynamic-psychological-counseling-conversations-with-cognitive-behavioral-therapy-strategies.
فانكوفر
Wang Z, Jiang Y, Zhao X, Shen Y, Liu J, Fong S, et al. Steering the Compass: Aligning Dynamic Psychological Counseling Conversations with Cognitive Behavioral Therapy Strategies. https://omanscience.com/ar/articles/steering-the-compass-aligning-dynamic-psychological-counseling-conversations-with-cognitive-behavioral-therapy-strategies
IEEE
Z. Wang, Y. Jiang, X. Zhao, Y. Shen, J. Liu, S. Fong, M. H. Cheng, G. C. Oliveira, A. Nguyen, R. Desimone, B. Nelson, D. Dwyer, and Z. Ge, "Steering the Compass: Aligning Dynamic Psychological Counseling Conversations with Cognitive Behavioral Therapy Strategies," https://omanscience.com/ar/articles/steering-the-compass-aligning-dynamic-psychological-counseling-conversations-with-cognitive-behavioral-therapy-strategies.