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
N1 - Publisher Copyright:
© The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd 2023.
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 - http://www.scopus.com/inward/record.url?scp=85174689061&partnerID=8YFLogxK
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 -