| Paper Abstract and Keywords |
| Presentation |
2026-03-26 13:30
Methods for Creating Dialogue Content According to Privacy Levels Yoshihiko Murakawa (Teikyo Heisei Univ.), Masayuki Kanbara (Konan Univ.), Nakanishi Isao (Tottori Univ.) BioX2025-95 CNR2025-14 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
As the use of robots interacting with humans in social service fields gains attention, rapid advances in AI technology for automated dialogue generation further heighten expectations for practical implementation. However, the critical issue of privacy protection in human-robot interactions within real-world service scenarios remains inadequately addressed. To address this, we propose a comprehensive framework for managing privacy in everyday human-robot interactions. This framework integrates authentication, dialogue content generation, and dialogue strategy to meet essential requirements for real-world applications. In this research, we have proposed three approaches for dialogue content generation: Retrieval-Augmented Generation (RAG), Low-Rank Adaptation (LoRA), and prompt-based methods. We previously reported on prototype development using the RAG method. Here, we report on experiments using the Low-Rank Adaptation method, which yielded insights into the execution environment and generation accuracy. We also discuss improvements to the Retrieval-Augmented Generation method based on these findings. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Conversational Robot / Privacy Level / RAG(Retrieval-Augmented Generation) / LoRA(Low-Rank Adaptation) / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 125, no. 427, CNR2025-14, pp. 7-9, March 2026. |
| Paper # |
CNR2025-14 |
| Date of Issue |
2026-03-19 (BioX, 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 |
BioX2025-95 CNR2025-14 |
| Conference Information |
| Committee |
CNR BioX |
| Conference Date |
2026-03-26 - 2026-03-27 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
|
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
CNR |
| Conference Code |
2026-03-CNR-BioX |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Methods for Creating Dialogue Content According to Privacy Levels |
| Sub Title (in English) |
|
| Keyword(1) |
Conversational Robot |
| Keyword(2) |
Privacy Level |
| Keyword(3) |
RAG(Retrieval-Augmented Generation) |
| Keyword(4) |
LoRA(Low-Rank Adaptation) |
| Keyword(5) |
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| Keyword(6) |
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| 1st Author's Name |
Yoshihiko Murakawa |
| 1st Author's Affiliation |
Teikyo Heisei University (Teikyo Heisei Univ.) |
| 2nd Author's Name |
Masayuki Kanbara |
| 2nd Author's Affiliation |
Kounan University (Konan Univ.) |
| 3rd Author's Name |
Nakanishi Isao |
| 3rd Author's Affiliation |
Tottori University (Tottori Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2026-03-26 13:30:00 |
| Presentation Time |
30 minutes |
| Registration for |
CNR |
| Paper # |
BioX2025-95, CNR2025-14 |
| Volume (vol) |
vol.125 |
| Number (no) |
no.426(BioX), no.427(CNR) |
| Page |
pp.7-9 |
| #Pages |
3 |
| Date of Issue |
2026-03-19 (BioX, CNR) |