Development of an Expert Chatbot for Digital Forensics Using RAG Model Implementation

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

1 Scopus citations

Abstract

Digital forensics is an important evidence collecting technique in criminal justice system. However, due to the invisibility of digital evidence, the results of analysis vary depending on the expertise of the investigator. Though there has been a trend to use commercially available chatbots to minimize the divergence of investigator’s expertise, the effect was limited by unprofessional response and lack of standardized information sharing system. Therefore, this study proposed the data construction method for constructing expert chatbot based on web crawling of digital forensics related domains. Then, the collected data was used to build the new digital forensics knowledge DB. In addition, this research suggested the RAG based chatbot model that can address the problems of existing chatbots, such as generating misinformation and limitation in updating train data, and generate specialized answers based on the digital forensics knowledge DB. As a result, this research presented the possibility of establishing information sharing system of digital forensics and utilizing the specialized chatbot based on the system. Additionally, it provided the foundation of a multimodal chatbot for analyzing various forms of digital evidence.

Original languageEnglish
Title of host publication2024 International Conference on Platform Technology and Service, PlatCon 2024 - Proceedings
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages182-187
Number of pages6
ISBN (Electronic)9798350367874
DOIs
StatePublished - 2024
Event10th International Conference on Platform Technology and Service, PlatCon 2024 - Jeju, Korea, Republic of
Duration: 26 Aug 202428 Aug 2024

Publication series

Name2024 International Conference on Platform Technology and Service, PlatCon 2024 - Proceedings

Conference

Conference10th International Conference on Platform Technology and Service, PlatCon 2024
Country/TerritoryKorea, Republic of
CityJeju
Period26/08/2428/08/24

Keywords

  • Chatbot
  • ChatGPT
  • Digital Forensics
  • Information System
  • RAG

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