AINeutralarXiv – CS AI · 18h ago6/10
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Sample-Efficient LLM-Based Detection of Malicious Web Server Logs with Forensically Explainable Reasoning
Researchers introduce CEF-Log, an LLM-based method for detecting malicious web server logs that achieves 99% F1-score using only four examples while generating forensically explainable reasoning. The approach embeds investigative methodology through structured chain-of-thought prompting, addressing the critical need for both accuracy and legal-admissible explanations in cybersecurity forensics.