TY - GEN
T1 - Development of an Expert Chatbot for Digital Forensics Using RAG Model Implementation
AU - Kim, Minsoo
AU - Kim, Doyoun
AU - Park, Yunji
AU - Jeong, Doowon
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - 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.
AB - 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.
KW - Chatbot
KW - ChatGPT
KW - Digital Forensics
KW - Information System
KW - RAG
UR - https://www.scopus.com/pages/publications/85217364190
U2 - 10.1109/PLATCON63925.2024.10830748
DO - 10.1109/PLATCON63925.2024.10830748
M3 - Conference contribution
AN - SCOPUS:85217364190
T3 - 2024 International Conference on Platform Technology and Service, PlatCon 2024 - Proceedings
SP - 182
EP - 187
BT - 2024 International Conference on Platform Technology and Service, PlatCon 2024 - Proceedings
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 10th International Conference on Platform Technology and Service, PlatCon 2024
Y2 - 26 August 2024 through 28 August 2024
ER -