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Paper Abstract and Keywords
Presentation 2024-09-12 09:25
Analysis of the internal behavior of language models in systematic reasoning
Ryosuke Inoue, Hisashi Miyamori (Kyoto Sangyo Univ.) DE2024-6
Abstract (in Japanese) (See Japanese page) 
(in English) Large Language Models have achieved remarkable advancements in natural language processing tasks such as language generation and translation recently. On the other hand, their ability to solve unseen logical inference problems is still limited, and it is unclear which parts of the models have the capability to store acquired knowledge and skills to generalize. In this paper, we draw inspiration from the systematicity of language to explore crucial elements for generalizing language models. To this end, we utilize a propositional logic dataset to analyze the internal behavior of language models. Specifically, we compare the activation of neurons in models that can generalize to different forms of propositions with those that cannot, identifying areas believed to be responsible for the systematicity of propositional logic within the language model.
Keyword (in Japanese) (See Japanese page) 
(in English) Language model / Generalization / Systematicity / Propositional logic / Inference / / /  
Reference Info. IEICE Tech. Rep., vol. 124, no. 185, DE2024-6, pp. 13-18, Sept. 2024.
Paper # DE2024-6 
Date of Issue 2024-09-04 (DE) 
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 DE2024-6

Conference Information
Committee DE IPSJ-DBS IPSJ-IFAT  
Conference Date 2024-09-11 - 2024-09-12 
Place (in Japanese) (See Japanese page) 
Place (in English) Awaji Yumebutai 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Bigdata management, information retrieval, knowledge discovery, etc. 
Paper Information
Registration To DE 
Conference Code 2024-09-DE-DBS-IFAT 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Analysis of the internal behavior of language models in systematic reasoning 
Sub Title (in English)  
Keyword(1) Language model  
Keyword(2) Generalization  
Keyword(3) Systematicity  
Keyword(4) Propositional logic  
Keyword(5) Inference  
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Keyword(8)  
1st Author's Name Ryosuke Inoue  
1st Author's Affiliation Kyoto Sangyo University (Kyoto Sangyo Univ.)
2nd Author's Name Hisashi Miyamori  
2nd Author's Affiliation Kyoto Sangyo University (Kyoto Sangyo Univ.)
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Speaker Author-1 
Date Time 2024-09-12 09:25:00 
Presentation Time 25 minutes 
Registration for DE 
Paper # DE2024-6 
Volume (vol) vol.124 
Number (no) no.185 
Page pp.13-18 
#Pages 6 
Date of Issue 2024-09-04 (DE) 

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