Designing Philobot: A Chatbot for Mental Health Support with CBT Techniques

Qi Ge; Lu Liu; Hewei Zhang; Linfang Li; Xiaonan Li; Xinyi Zhu; Lejian Liao; Dandan Song

doi:10.1007/978-981-99-6187-0_36

Designing Philobot: A Chatbot for Mental Health Support with CBT Techniques

Qi Ge
, Lu Liu
, Hewei Zhang
, Linfang Li
, Xiaonan Li
, Xinyi Zhu
, Lejian Liao
, Dandan Song^*

^*此作品的通讯作者

Beijing Institute of Technology

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

8 引用（Scopus）

摘要

Mental health issues are a major concern for teenagers, and access to affordable and accessible support is critical for promoting positive mental health outcomes. Philobot is a chatbot designed to provide personalized mental health support for teenagers with cognitive behavioral therapy (CBT) practices. It also offers a chatting moodule that facilitates building a rapport between the virtual assistant and its users. This paper presents the design, implementation, and validation of Philobot’s key features, including its fine-grained intent classification system, FAQ retrieval model, and response generation model using top-k sampling. Evaluation results show that Philobot is a promising tool for promoting positive mental health outcomes in teenagers.

源语言	英语
主期刊名	Proceedings of 2023 Chinese Intelligent Automation Conference
编辑	Zhidong Deng
出版商	Springer Science and Business Media Deutschland GmbH
页	361-371
页数	11
ISBN（印刷版）	9789819961863
DOI	https://doi.org/10.1007/978-981-99-6187-0_36
出版状态	已出版 - 2023
活动	Chinese Intelligent Automation Conference, CIAC 2023 - Nanjing, 中国期限: 2 10月 2023 → 5 10月 2023

出版系列

姓名	Lecture Notes in Electrical Engineering
卷	1082 LNEE
ISSN（印刷版）	1876-1100
ISSN（电子版）	1876-1119

会议

会议	Chinese Intelligent Automation Conference, CIAC 2023
国家/地区	中国
市	Nanjing
时期	2/10/23 → 5/10/23

联合国可持续发展目标

此成果有助于实现下列可持续发展目标：

可持续发展目标 3 良好健康与福祉

访问文件

10.1007/978-981-99-6187-0_36

其它文件与链接

链接到 Scopus 的出版物

引用此

Ge, Q., Liu, L., Zhang, H., Li, L., Li, X., Zhu, X., Liao, L., & Song, D. (2023). Designing Philobot: A Chatbot for Mental Health Support with CBT Techniques. 在 Z. Deng (编辑), Proceedings of 2023 Chinese Intelligent Automation Conference (页码 361-371). (Lecture Notes in Electrical Engineering; 卷 1082 LNEE). Springer Science and Business Media Deutschland GmbH. https://doi.org/10.1007/978-981-99-6187-0_36

@inproceedings{b1d1ba4a931b44068f7af493062e34ac,

title = "Designing Philobot: A Chatbot for Mental Health Support with CBT Techniques",

abstract = "Mental health issues are a major concern for teenagers, and access to affordable and accessible support is critical for promoting positive mental health outcomes. Philobot is a chatbot designed to provide personalized mental health support for teenagers with cognitive behavioral therapy (CBT) practices. It also offers a chatting moodule that facilitates building a rapport between the virtual assistant and its users. This paper presents the design, implementation, and validation of Philobot{\textquoteright}s key features, including its fine-grained intent classification system, FAQ retrieval model, and response generation model using top-k sampling. Evaluation results show that Philobot is a promising tool for promoting positive mental health outcomes in teenagers.",

keywords = "chatbot, cognitive behavioral therapy, dialogue system",

author = "Qi Ge and Lu Liu and Hewei Zhang and Linfang Li and Xiaonan Li and Xinyi Zhu and Lejian Liao and Dandan Song",

note = "Publisher Copyright: {\textcopyright} The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd 2023.; Chinese Intelligent Automation Conference, CIAC 2023 ; Conference date: 02-10-2023 Through 05-10-2023",

year = "2023",

doi = "10.1007/978-981-99-6187-0\_36",

language = "English",

isbn = "9789819961863",

series = "Lecture Notes in Electrical Engineering",

publisher = "Springer Science and Business Media Deutschland GmbH",

pages = "361--371",

editor = "Zhidong Deng",

booktitle = "Proceedings of 2023 Chinese Intelligent Automation Conference",

address = "Germany",

}

Ge, Q, Liu, L, Zhang, H, Li, L, Li, X, Zhu, X, Liao, L & Song, D 2023, Designing Philobot: A Chatbot for Mental Health Support with CBT Techniques. 在 Z Deng (编辑), Proceedings of 2023 Chinese Intelligent Automation Conference. Lecture Notes in Electrical Engineering, 卷 1082 LNEE, Springer Science and Business Media Deutschland GmbH, 页码 361-371, Chinese Intelligent Automation Conference, CIAC 2023, Nanjing, 中国, 2/10/23. https://doi.org/10.1007/978-981-99-6187-0_36

Designing Philobot: A Chatbot for Mental Health Support with CBT Techniques. / Ge, Qi; Liu, Lu; Zhang, Hewei 等.
Proceedings of 2023 Chinese Intelligent Automation Conference. 编辑 / Zhidong Deng. Springer Science and Business Media Deutschland GmbH, 2023. 页码 361-371 (Lecture Notes in Electrical Engineering; 卷 1082 LNEE).

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

TY - GEN

T1 - Designing Philobot

T2 - Chinese Intelligent Automation Conference, CIAC 2023

AU - Ge, Qi

AU - Liu, Lu

AU - Zhang, Hewei

AU - Li, Linfang

AU - Li, Xiaonan

AU - Zhu, Xinyi

AU - Liao, Lejian

AU - Song, Dandan

PY - 2023

Y1 - 2023

N2 - Mental health issues are a major concern for teenagers, and access to affordable and accessible support is critical for promoting positive mental health outcomes. Philobot is a chatbot designed to provide personalized mental health support for teenagers with cognitive behavioral therapy (CBT) practices. It also offers a chatting moodule that facilitates building a rapport between the virtual assistant and its users. This paper presents the design, implementation, and validation of Philobot’s key features, including its fine-grained intent classification system, FAQ retrieval model, and response generation model using top-k sampling. Evaluation results show that Philobot is a promising tool for promoting positive mental health outcomes in teenagers.

AB - Mental health issues are a major concern for teenagers, and access to affordable and accessible support is critical for promoting positive mental health outcomes. Philobot is a chatbot designed to provide personalized mental health support for teenagers with cognitive behavioral therapy (CBT) practices. It also offers a chatting moodule that facilitates building a rapport between the virtual assistant and its users. This paper presents the design, implementation, and validation of Philobot’s key features, including its fine-grained intent classification system, FAQ retrieval model, and response generation model using top-k sampling. Evaluation results show that Philobot is a promising tool for promoting positive mental health outcomes in teenagers.

KW - chatbot

KW - cognitive behavioral therapy

KW - dialogue system

UR - https://www.scopus.com/pages/publications/85174689061

U2 - 10.1007/978-981-99-6187-0_36

DO - 10.1007/978-981-99-6187-0_36

M3 - Conference contribution

AN - SCOPUS:85174689061

SN - 9789819961863

T3 - Lecture Notes in Electrical Engineering

SP - 361

EP - 371

BT - Proceedings of 2023 Chinese Intelligent Automation Conference

A2 - Deng, Zhidong

PB - Springer Science and Business Media Deutschland GmbH

Y2 - 2 October 2023 through 5 October 2023

ER -

Designing Philobot: A Chatbot for Mental Health Support with CBT Techniques

摘要

出版系列

会议

联合国可持续发展目标

访问文件

其它文件与链接

学术指纹

引用此