Systematic review of 145 papers on LLM-based log analysis, providing a unified taxonomy, common design patterns, evaluation practices, and challenges for deployment under drift and limited labels.
Defects4log: Benchmarking llms for logging code defect detection and reasoning
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LLM4Log: A Systematic Review of Large Language Model-based Log Analysis
Systematic review of 145 papers on LLM-based log analysis, providing a unified taxonomy, common design patterns, evaluation practices, and challenges for deployment under drift and limited labels.
- Automated Logging Is Language-Sensitive: A Multilingual Benchmark and Empirical Study of LLMs