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Paper Abstract and Keywords
Presentation 2024-12-12 17:30
Estimating preventive measures for human error events using RAG
Kazuhiko Murakami (Chuden CTI), Osamu Segawa (Chubu Electric Power), Yoshio Kimura (Chuden CTI) NLC2024-22 SP2024-13
Abstract (in Japanese) (See Japanese page) 
(in English) We have been studying a method for planning countermeasures against human error using “near-miss” cases that record human error events in electric power companies as a knowledge source. In this paper, we propose an enhanced approach that supplemets incomplete external knowledge with the internal knowledge of Large Language Model (LLM), using the framework of LLM and Retrieval Augmented Generation (RAG). Evaluation experiments on countermeasure planning (multi-document summarization) using hundreds of thousands of large-scale near-miss cases suggests the effectiveness of the proposed knowledge supplementation method.
Keyword (in Japanese) (See Japanese page) 
(in English) Human Error Event / Drafting of Countermeasures / Question and Answer / Information Recommendation / LLM / RAG / /  
Reference Info. IEICE Tech. Rep., vol. 124, no. 302, NLC2024-22, pp. 18-22, Dec. 2024.
Paper # NLC2024-22 
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 NLC2024-22 SP2024-13

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) Estimating preventive measures for human error events using RAG 
Sub Title (in English)  
Keyword(1) Human Error Event  
Keyword(2) Drafting of Countermeasures  
Keyword(3) Question and Answer  
Keyword(4) Information Recommendation  
Keyword(5) LLM  
Keyword(6) RAG  
Keyword(7)  
Keyword(8)  
1st Author's Name Kazuhiko Murakami  
1st Author's Affiliation Chuden CTI Co.,Ltd. (Chuden CTI)
2nd Author's Name Osamu Segawa  
2nd Author's Affiliation Chubu Electric Power, Co., Inc. (Chubu Electric Power)
3rd Author's Name Yoshio Kimura  
3rd Author's Affiliation Chuden CTI Co.,Ltd. (Chuden CTI)
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Speaker Author-1 
Date Time 2024-12-12 17:30:00 
Presentation Time 25 minutes 
Registration for NLC 
Paper # NLC2024-22, SP2024-13 
Volume (vol) vol.124 
Number (no) no.302(NLC), no.303(SP) 
Page pp.18-22 
#Pages 5 
Date of Issue 2024-12-05 (NLC, SP) 

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