DialogConv: A lightweight fully convolutional network for multi-view response selection

• Main Authors: LIU, Yongkang, FENG, Shi, GAO, Wei, WANG, Daling, ZHANG, Yifei
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2022
• Subjects: Databases and Information Systems
• Online Access: https://ink.library.smu.edu.sg/sis_research/7678; https://ink.library.smu.edu.sg/context/sis_research/article/8681/viewcontent/DialogConv.pdf
• Institution: Singapore Management University

Current end-to-end retrieval-based dialogue systems are mainly based on Recurrent Neural Networks or Transformers with attention mechanisms. Although promising results have been achieved, these models often suffer from slow inference or huge number of parameters. In this paper, we propose a novel li...