LibreLog: Accurate and Efficient Unsupervised Log Parsing Using Open-Source Large Language Models

Log parsing is a critical step that transforms unstructured log data into structured formats, facilitating subsequent log-based analysis. Traditional syntax-based log parsers are efficient and effective, but they often experience decreased accuracy when processing logs that deviate from the predefin...

Full description

Bibliographic Details

Published in:	Proceedings / International Conference on Software Engineering pp. 924 - 936
Main Authors:	Ma, Zeyang, Kim, Dong Jae, Chen, Tse-Hsun Peter
Format:	Conference Proceeding
Language:	English
Published:	IEEE 26.04.2025
Subjects:	Accuracy Costs large language model Large language models log analysis log parsing Memory management Privacy Retrieval augmented generation Software engineering Solid modeling Syntactics Transforms
ISSN:	1558-1225
Online Access:	Get full text
Tags:	Add Tag No Tags, Be the first to tag this record!