| Paper Abstract and Keywords |
| Presentation |
2024-01-19 13:30
Social experiment of daily text dialogue with a virtual robot to improve QoL of the elderly
-- Efforts to improve the efficiency of generation and recording of dialogue using LLM -- Kazutoshi Taguchi, Taishi Sawabe, Masayuki Kanbara, Yuichiro Fujimoto, Hirokazu Kato (NAIST) CNR2023-29 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In recent years, due to the increasing number of elderly individuals living alone in Japan, research has been conducted on communication using dialogue robots to provide opportunities for interaction in lieu of human companionship. In this study, we propose a method using a large language model (LLM) to semi-automate tasks performed manually for the purpose of streamlining a multi-user dialogue system (multi-party dialogue system) where multiple users engage in conversations with a virtual robot through text chat, employing the Wizard of Oz (WoZ) method for improving the quality of life (QoL) of the elderly. The manual tasks involve categorizing responses to dialogue and recording dialogue content. To ensure that inappropriate content is not generated by the LLM, human verification is conducted for the generated responses. Through a six-month social experiment involving 121 participants, the proposed method not only achieved a reduction of approximately 25% in manual work time while maintaining the quality of dialogue but also recorded about 500 pieces of daily activity information and profiles. Additionally, around 60 individuals were able to sustain regular conversations with the virtual robot, as evidenced by their responses to periodic collective inquiries. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
virtual robot / text chat / multi-party dialogue system / LLM / efficiency improvement / everyday activity information / / |
| Reference Info. |
IEICE Tech. Rep., vol. 123, no. 347, CNR2023-29, pp. 19-24, Jan. 2024. |
| Paper # |
CNR2023-29 |
| Date of Issue |
2024-01-12 (CNR) |
| ISSN |
Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
| Download PDF |
CNR2023-29 |
| Conference Information |
| Committee |
CNR |
| Conference Date |
2024-01-19 - 2024-01-19 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Fureai Plaza Nanohana-Kan Meeting Room 1 (IBUSUKI City) |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Cloud Network Robotics and General |
| Paper Information |
| Registration To |
CNR |
| Conference Code |
2024-01-CNR |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Social experiment of daily text dialogue with a virtual robot to improve QoL of the elderly |
| Sub Title (in English) |
Efforts to improve the efficiency of generation and recording of dialogue using LLM |
| Keyword(1) |
virtual robot |
| Keyword(2) |
text chat |
| Keyword(3) |
multi-party dialogue system |
| Keyword(4) |
LLM |
| Keyword(5) |
efficiency improvement |
| Keyword(6) |
everyday activity information |
| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Kazutoshi Taguchi |
| 1st Author's Affiliation |
Nara Institute of Science and Technology (NAIST) |
| 2nd Author's Name |
Taishi Sawabe |
| 2nd Author's Affiliation |
Nara Institute of Science and Technology (NAIST) |
| 3rd Author's Name |
Masayuki Kanbara |
| 3rd Author's Affiliation |
Nara Institute of Science and Technology (NAIST) |
| 4th Author's Name |
Yuichiro Fujimoto |
| 4th Author's Affiliation |
Nara Institute of Science and Technology (NAIST) |
| 5th Author's Name |
Hirokazu Kato |
| 5th Author's Affiliation |
Nara Institute of Science and Technology (NAIST) |
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| Speaker |
Author-1 |
| Date Time |
2024-01-19 13:30:00 |
| Presentation Time |
30 minutes |
| Registration for |
CNR |
| Paper # |
CNR2023-29 |
| Volume (vol) |
vol.123 |
| Number (no) |
no.347 |
| Page |
pp.19-24 |
| #Pages |
6 |
| Date of Issue |
2024-01-12 (CNR) |