An Exploratory Study on How Non-Determinism in Large Language Models Affects Log Parsing
Merve Astekin, Max Hort, Leon Moonen · 2024
Most software systems used in production generate system logs that provide a rich source of information about the status and execution behavior of the system. These logs are commonly used to ensure the reliability and maintainability of software systems. The first step toward automated log analysis is generally log parsing, which aims to transform unstructured log messages into structured log templates and extract the corresponding parameters.