| Paper Abstract and Keywords |
| Presentation |
2024-08-24 14:40
Is Generative AI an Artifact?
-- Considering from the Perspective of Bias Theory -- Takeshi Sato (Globis) HCS2024-39 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Generative AI is rapidly spreading, and conversational technology, in particular, has become widely available to the general public. Generative AI learns from data created by humans, which means its responses can reflect human biases. For example, reports from NASA have highlighted the existence of social biases related to race and gender. Generative AI is likely to incorporate these biases when predicting linguistic relationships.
This paper focuses on cognitive biases rather than social biases. Cognitive biases are inherent to humans and have characteristics that are often difficult to notice. Therefore, we conducted experiments on representative cognitive biases using three types of generative AI to determine whether they also exhibit cognitive biases. The results confirmed that each generative AI model, despite differing in form, possessed some degree of cognitive bias.
In the future, as the scope of what generative AI learns expands, the nature of its biases may change. Additionally, the meaning of these biases can vary depending on the user and the context in which the language is used.
Since generative AI exhibits both cognitive and social biases, it is difficult to perceive it purely as an artificial construct. However, if efforts are made to eliminate these biases, the responses of generative AI may become more recognizable as artificial creations. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
social bias / cognitive bias / artificial creations / generative AI / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 124, no. 161, HCS2024-39, pp. 29-34, Aug. 2024. |
| Paper # |
HCS2024-39 |
| Date of Issue |
2024-08-17 (HCS) |
| 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 |
HCS2024-39 |
| Conference Information |
| Committee |
HCS |
| Conference Date |
2024-08-24 - 2024-08-25 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
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| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
HCS |
| Conference Code |
2024-08-HCS |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Is Generative AI an Artifact? |
| Sub Title (in English) |
Considering from the Perspective of Bias Theory |
| Keyword(1) |
social bias |
| Keyword(2) |
cognitive bias |
| Keyword(3) |
artificial creations |
| Keyword(4) |
generative AI |
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| 1st Author's Name |
Takeshi Sato |
| 1st Author's Affiliation |
Globis University (Globis) |
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| Speaker |
Author-1 |
| Date Time |
2024-08-24 14:40:00 |
| Presentation Time |
30 minutes |
| Registration for |
HCS |
| Paper # |
HCS2024-39 |
| Volume (vol) |
vol.124 |
| Number (no) |
no.161 |
| Page |
pp.29-34 |
| #Pages |
6 |
| Date of Issue |
2024-08-17 (HCS) |