Sample-Efficient LLM-Based Detection of Malicious Web Server Logs with Forensically Explainable Reasoning 事件

Sample-Efficient LLM-Based Detection of Malicious Web Server Logs with Forensically Explainable Reasoning arXiv:2606.08649v1 Announce Type: cross Abstract: Forensic analysis of web server logs demands both accurate detection and human-readable explanations that can satisfy legal requirements. We present CEF-Log, a context-enhanced few-shot chain-of-thought prompting strategy for Large Language Models that addresses this dual requirement. CEF-Log embeds expert investigative methodology through a