| Paper Abstract and Keywords |
| Presentation |
2025-03-18 16:50
Automatic Evaluation of Discussion Quality Using the Discourse Quality Index
-- Application of LLM for Idea-Based Citizen Discussions -- Kazuhito Mori, Shiyao Ding (Kyoto Univ.), Susumu Ohnuma, Yume Souma (Hokkaido Univ.), Takayuki Ito (Kyoto Univ.) Consen2024-16 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
This study aims to automatically classify statements and evaluate discussion quality based on the Discourse Quality Index (DQI).
The extended DQI used for real-world citizen deliberations was specialized for specific topics.
To enable broader application, we created new labels and built a dataset.
Specifically, we developed a generalized DQI that can be applied to discussions, such as citizen workshops, regardless of the topic.
We then used GPT-4 to automatically classify statements with these labels.
The experiment showed that the inter-rater kappa coefficient among human evaluators exceeded 0.6, confirming the reliability of the index.
Additionally, the kappa coefficient between automatic classification and human evaluators also exceeded 0.6, demonstrating that GPT-4 has some potential as a substitute for human evaluators. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Discourse Quality Index (DQI) / Large Language Model / GPT / / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 124, no. 447, Consen2024-16, pp. 54-59, March 2025. |
| Paper # |
Consen2024-16 |
| Date of Issue |
2025-03-11 (Consen) |
| 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 |
Consen2024-16 |
| Conference Information |
| Committee |
Consen |
| Conference Date |
2025-03-18 - 2025-03-18 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Humanities and Social Sciences Bldg., Hokkaido University |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Consensus and Cocreation, etc |
| Paper Information |
| Registration To |
Consen |
| Conference Code |
2025-03-Consen |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Automatic Evaluation of Discussion Quality Using the Discourse Quality Index |
| Sub Title (in English) |
Application of LLM for Idea-Based Citizen Discussions |
| Keyword(1) |
Discourse Quality Index (DQI) |
| Keyword(2) |
Large Language Model |
| Keyword(3) |
GPT |
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| 1st Author's Name |
Kazuhito Mori |
| 1st Author's Affiliation |
Kyoto University (Kyoto Univ.) |
| 2nd Author's Name |
Shiyao Ding |
| 2nd Author's Affiliation |
Kyoto University (Kyoto Univ.) |
| 3rd Author's Name |
Susumu Ohnuma |
| 3rd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 4th Author's Name |
Yume Souma |
| 4th Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 5th Author's Name |
Takayuki Ito |
| 5th Author's Affiliation |
Kyoto University (Kyoto Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2025-03-18 16:50:00 |
| Presentation Time |
20 minutes |
| Registration for |
Consen |
| Paper # |
Consen2024-16 |
| Volume (vol) |
vol.124 |
| Number (no) |
no.447 |
| Page |
pp.54-59 |
| #Pages |
6 |
| Date of Issue |
2025-03-11 (Consen) |