Pattern and content controlled response generation
作者:
Highlights:
• We develop a framework that tackles the task of controllable response generation, where diverse patterns and content are considered in the response generation.
• A pattern model is devised to automatically analyze the sets of keywords of all the patterns and to capture a pattern distribution for each pattern.
• To control content of the response, we employ a sentence sampling algorithm to directly perform local operations (word insertion and deletion) on the response.
摘要
•We develop a framework that tackles the task of controllable response generation, where diverse patterns and content are considered in the response generation.•A pattern model is devised to automatically analyze the sets of keywords of all the patterns and to capture a pattern distribution for each pattern.•To control content of the response, we employ a sentence sampling algorithm to directly perform local operations (word insertion and deletion) on the response.
论文关键词:Controllability,Response,Pattern,Content
论文评审过程:Received 26 February 2021, Accepted 30 March 2021, Available online 23 April 2021, Version of Record 23 April 2021.
论文官网地址:https://doi.org/10.1016/j.ipm.2021.102605