Using large Language models as a road map for establishing core values in a legal vacuum

Theo Theunissen, Lydia Duijvestijn
{"title":"Using large Language models as a road map for establishing core values in a legal vacuum","authors":"Theo Theunissen,&nbsp;Lydia Duijvestijn","doi":"10.1007/s43681-025-00706-8","DOIUrl":null,"url":null,"abstract":"<div><p>This approach offers a structured method for organizations to develop and articulate their ethical frameworks, particularly in areas where legal guidance is limited or nonexistent. Problem: This study investigates establishing core values in a legal vacuum, where research, design, or implementation of an invention or innovation is feasible but lacks regulations. We leverage Large Language Models (LLMs) to analyze codes of conduct from 1000 organizations (profit and not-for-profit) to identify core values. Metrics such as accuracy, bias, completeness, consistency, and relevance are used to validate the performance of LLMs in this context. From 493 non-profit organizations and companies on the Fortune 500 list, a total of 8646 core values including variations across 89 sectors were found. Using accuracy, bias, completeness, consistency and relevance as metrics for evaluating result from the LMMs, the number of core values is reduced to 362. The research employs a ten-step decision-making process to guide ethical decision-making when clear rules, laws, or regulations are absent. The framework presents how objectivity can be maintained without losing personal values. This research contributes to understanding how core values are established and applied in the absence of formal regulations.</p></div>","PeriodicalId":72137,"journal":{"name":"AI and ethics","volume":"5 4","pages":"4147 - 4166"},"PeriodicalIF":0.0000,"publicationDate":"2025-04-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s43681-025-00706-8.pdf","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"AI and ethics","FirstCategoryId":"1085","ListUrlMain":"https://link.springer.com/article/10.1007/s43681-025-00706-8","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

This approach offers a structured method for organizations to develop and articulate their ethical frameworks, particularly in areas where legal guidance is limited or nonexistent. Problem: This study investigates establishing core values in a legal vacuum, where research, design, or implementation of an invention or innovation is feasible but lacks regulations. We leverage Large Language Models (LLMs) to analyze codes of conduct from 1000 organizations (profit and not-for-profit) to identify core values. Metrics such as accuracy, bias, completeness, consistency, and relevance are used to validate the performance of LLMs in this context. From 493 non-profit organizations and companies on the Fortune 500 list, a total of 8646 core values including variations across 89 sectors were found. Using accuracy, bias, completeness, consistency and relevance as metrics for evaluating result from the LMMs, the number of core values is reduced to 362. The research employs a ten-step decision-making process to guide ethical decision-making when clear rules, laws, or regulations are absent. The framework presents how objectivity can be maintained without losing personal values. This research contributes to understanding how core values are established and applied in the absence of formal regulations.

使用大型语言模型作为在法律真空中建立核心价值的路线图
这种方法为组织提供了一种结构化的方法来发展和阐明他们的道德框架,特别是在法律指导有限或不存在的领域。问题:本研究探讨的是在法律真空中建立核心价值,在这种真空中,发明或创新的研究、设计或实施是可行的,但缺乏监管。我们利用大型语言模型(llm)来分析来自1000个组织(营利和非营利)的行为准则,以确定核心价值。准确度、偏差、完整性、一致性和相关性等指标用于验证法学硕士在这种情况下的性能。在《财富》500强榜单上的493家非营利组织和公司中,共发现了8646项核心价值观,涉及89个行业。使用准确性、偏差、完整性、一致性和相关性作为评估lmm结果的指标,核心值的数量减少到362。这项研究采用了一个十步决策过程,在没有明确规则、法律或法规的情况下指导道德决策。该框架展示了如何在不丧失个人价值的情况下保持客观性。这项研究有助于理解在缺乏正式法规的情况下如何建立和应用核心价值观。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信