SynRAG: LLM Framework for Cross-SIEM Query Generation
Published:Dec 31, 2025 02:35
•1 min read
•ArXiv
Analysis
This paper addresses a practical problem in cybersecurity: the difficulty of monitoring heterogeneous SIEM systems due to their differing query languages. The proposed SynRAG framework leverages LLMs to automate query generation from a platform-agnostic specification, potentially saving time and resources for security analysts. The evaluation against various LLMs and the focus on practical application are strengths.
Key Takeaways
- •SynRAG is a framework for generating platform-specific queries for heterogeneous SIEM systems.
- •It uses LLMs to translate platform-agnostic specifications into executable queries.
- •The framework aims to reduce the need for specialized training and manual query translation.
- •Evaluations show SynRAG outperforms state-of-the-art LLMs in this task.
Reference
“SynRAG generates significantly better queries for crossSIEM threat detection and incident investigation compared to the state-of-the-art base models.”