Deep(er) Web Indexing with LLMs

Author:

Holland Aidan

Abstract

AbstractThe “Deep Web” contains, among other data, sensitive information that is left unsecured and publicly available but not indexed and thus impossible to locate by search engines. Using search-augmented language models can potentially make the deep web shallower and more searchable, posing a concern for cyber defense, particularly in countries with linguistic specifics. Mitigation strategies include red-teaming of LLM-based search engines, end-to-end encryption, or modifying terms used in critical cyber-physical systems to make resources harder to find. However, these approaches may have limitations and cause potential disruptions to user workflows.

Publisher

Springer Nature Switzerland

Reference5 articles.

1. Google. How google search organizes information. https://www.google.com/search/howsearchworks/how-search-works/organizing-information/, 2023. Accessed 29 Sep 2023.

2. Arbër S Beshiri and Arsim Susuri. Dark web and its impact in online anonymity and privacy: A critical analysis and review. Journal of Computer and Communications, 7(03):30, 2019.

3. Josiah Marshall. What effects do large language models have on cybersecurity. 2023.

4. Shicheng Xu, Liang Pang, Huawei Shen, Xueqi Cheng, and Tat-seng Chua. Search-in-the-chain: Towards the accurate, credible and traceable content generation for complex knowledge-intensive tasks. arXiv preprint arXiv:2304.14732, 2023.

5. Gelei Deng, Yi Liu, Víctor Mayoral-Vilches, Peng Liu, Yuekang Li, Yuan Xu, Tianwei Zhang, Yang Liu, Martin Pinzger, and Stefan Rass. Pentestgpt: An llm-empowered automatic penetration testing tool. arXiv preprint arXiv:2308.06782, 2023.

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3