We propose CASPER (ChAt, Shift and PERform), a novel dialog system consisting of three types of dialog models: chatter, shifter, and performer. Shifter, which is designed for topic switching, enables a seamless flow of dialog from open-domain chat- to task-oriented dialog. In a user study, CASPER gave a better impression in terms of naturalness of response, lack of forced topic switching, and satisfaction compared with a baseline dialog system trained in an end-to-end manner. In an ablation study, we found that naturalness of response, dialog satisfaction, and task-elicitation rate improved compared with when shifter was removed from CASPER, indicating that topic shift with shifter supports the introduction of natural task-oriented dialog.
@article{arxiv.2206.11813,
title = {Chat, Shift and Perform: Bridging the Gap between Task-oriented and Non-task-oriented Dialog Systems},
author = {Teppei Yoshino and Yosuke Fukuchi and Shoya Matsumori and Michita Imai},
journal= {arXiv preprint arXiv:2206.11813},
year = {2022}
}