ClusterPrompt: Cluster semantic enhanced prompt learning for new intent discovery

• Main Authors: LIANG, Jinggui, LIAO, Lizi
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2023
• Subjects: prompt learning; large language model; Artificial Intelligence and Robotics
• Online Access: https://ink.library.smu.edu.sg/sis_research/8584; https://ink.library.smu.edu.sg/context/sis_research/article/9587/viewcontent/2023.findings_emnlp.702.pdf
• Institution: Singapore Management University

The discovery of new intent categories from user utterances is a crucial task in expanding agent skills. The key lies in how to efficiently solicit semantic evidence from utterances and properly transfer knowledge from existing intents to new intents. However, previous methods laid too much emphasis...