11 citations · 31 across the 21 of their papers we have counts for
3 papers · 1 filter
LILAC: Log Parsing using LLMs with Adaptive Parsing Cache
Zhihan Jiang, Jinyang Liu, Zhuangbin Chen +6
Log parsing transforms log messages into structured formats, serving as the prerequisite step for various log analysis tasks. Although a variety of log parsing approaches have been…
A Large-Scale Evaluation for Log Parsing Techniques: How Far Are We?
Zhihan Jiang, Jinyang Liu, Junjie Huang +6
Log data have facilitated various tasks of software development and maintenance, such as testing, debugging and diagnosing. Due to the unstructured nature of logs, log parsing is t…
Exploring the Effectiveness of LLMs in Automated Logging Generation: An Empirical Study
Yichen Li, Yintong Huo, Zhihan Jiang +5
Automated logging statement generation supports developers in documenting critical software runtime behavior. Given the great success in natural language generation and programming…