Strength lies in differences! improving strategy planning for non-collaborative dialogues via diversified user simulation

• Main Authors: ZHANG, Tong, HUANG, Chen, DENG, Yang, LIANG, Hongru, LIU, Jia, WEN, Zujie, LEI, Wenqiang, CHUA, Tat-Seng
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2024
• Subjects: Dialogue agents; Non-collaborative dialogues; Artificial Intelligence and Robotics; Computer Sciences
• Online Access: https://ink.library.smu.edu.sg/sis_research/9538; https://ink.library.smu.edu.sg/context/sis_research/article/10538/viewcontent/2403.06769v3.pdf
• Institution: Singapore Management University

We investigate non-collaborative dialogue agents, which are expected to engage in strategic conversations with diverse users, for securing a mutual agreement that leans favorably towards the system’s objectives. This poses two main challenges for existing dialogue agents: 1) The inability to integra...