學術產出-會議論文
| 題名 | LLM Agent for Disinformation Detection Based on DISARM Framework |
| 作者 | 沈錳坤 Shan, Man-Kwan;Tseng, Kevin |
| 貢獻者 | 資訊系 |
| 日期 | 2024-06 |
| 上傳時間 | 2025-01-23 |
| 摘要 | The rise of AI-generated disinformation driven by large language models (LLMs) exacerbates threats to information trust and democracy. Motivated by the need for efficient detection, this paper integrates the DISARM framework with LLMs to enhance capabilities. The proposed OSINT LLM Agent leverages DISARM's structure and LLMs' reasoning for an effective, adaptable solution against disinformation campaigns. Experiments using real-world cases demonstrate feasibility and effectiveness, highlighting DISARM-LLM integration's potential for advanced detection. |
| 關聯 | International AAAI Conference on Web and Social Media Workshop: Digital State Sponsored Disinformation and Propaganda, AAAI |
| 資料類型 | conference |
| DOI | https://doi.org/10.36190/2024.68 |
| dc.contributor | 資訊系 | |
| dc.creator (作者) | 沈錳坤 | |
| dc.creator (作者) | Shan, Man-Kwan;Tseng, Kevin | |
| dc.date (日期) | 2024-06 | |
| dc.date.accessioned | 2025-01-23 | - |
| dc.date.available | 2025-01-23 | - |
| dc.date.issued (上傳時間) | 2025-01-23 | - |
| dc.identifier.uri (URI) | https://nccur.lib.nccu.edu.tw/handle/140.119/155307 | - |
| dc.description.abstract (摘要) | The rise of AI-generated disinformation driven by large language models (LLMs) exacerbates threats to information trust and democracy. Motivated by the need for efficient detection, this paper integrates the DISARM framework with LLMs to enhance capabilities. The proposed OSINT LLM Agent leverages DISARM's structure and LLMs' reasoning for an effective, adaptable solution against disinformation campaigns. Experiments using real-world cases demonstrate feasibility and effectiveness, highlighting DISARM-LLM integration's potential for advanced detection. | |
| dc.format.extent | 529776 bytes | - |
| dc.format.mimetype | application/pdf | - |
| dc.relation (關聯) | International AAAI Conference on Web and Social Media Workshop: Digital State Sponsored Disinformation and Propaganda, AAAI | |
| dc.title (題名) | LLM Agent for Disinformation Detection Based on DISARM Framework | |
| dc.type (資料類型) | conference | |
| dc.identifier.doi (DOI) | 10.36190/2024.68 | |
| dc.doi.uri (DOI) | https://doi.org/10.36190/2024.68 |