| Paper Abstract and Keywords |
| Presentation |
2024-12-13 17:10
An Investigation into the Impact of Different Reference Point Presentation Methods on the Performance of Local Large Language Models
-- Applications in Sentiment Analysis of Online Reviews for Restaurant Evaluations -- Junichiro Niimi (Meijo Univ.) NLC2024-24 SP2024-15 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
It has become common for consumers to post online review, and various applications of large language models (LLMs) for sentiment analysis has been conducted. However, the evaluation of a service is affected not only by the service experiences but also by the various factors, such as the expectations prior to the actual experience and the content of other reviews. Therefore, in this study, we examine the impact of presenting such supplementary information in multiple ways to LLM inference on prediction accuracy. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Sentiment analysis / large language model / marketing / consumer heterogeneity / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 124, no. 302, NLC2024-24, pp. 29-34, Dec. 2024. |
| Paper # |
NLC2024-24 |
| Date of Issue |
2024-12-05 (NLC, SP) |
| 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 |
NLC2024-24 SP2024-15 |
| Conference Information |
| Committee |
SP NLC IPSJ-SLP IPSJ-NL |
| Conference Date |
2024-12-12 - 2024-12-14 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Nagoya Univ. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
NLC |
| Conference Code |
2024-12-SP-NLC-SLP-NL |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
An Investigation into the Impact of Different Reference Point Presentation Methods on the Performance of Local Large Language Models |
| Sub Title (in English) |
Applications in Sentiment Analysis of Online Reviews for Restaurant Evaluations |
| Keyword(1) |
Sentiment analysis |
| Keyword(2) |
large language model |
| Keyword(3) |
marketing |
| Keyword(4) |
consumer heterogeneity |
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| 1st Author's Name |
Junichiro Niimi |
| 1st Author's Affiliation |
Meijo University (Meijo Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2024-12-13 17:10:00 |
| Presentation Time |
25 minutes |
| Registration for |
NLC |
| Paper # |
NLC2024-24, SP2024-15 |
| Volume (vol) |
vol.124 |
| Number (no) |
no.302(NLC), no.303(SP) |
| Page |
pp.29-34 |
| #Pages |
6 |
| Date of Issue |
2024-12-05 (NLC, SP) |