Unleashing the True Potential of Semantic-Based Log Parsing with Pre-Trained Language Models

Software-intensive systems often produce console logs for troubleshooting purposes. Log parsing, which aims at parsing a log message into a specific log template, typically serves as the first step toward automated log analytics. To better comprehend the semantic information of log messages, many se...

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Bibliographic Details

Published in:	Proceedings / International Conference on Software Engineering pp. 975 - 987
Main Authors:	Le, Van-Hoang, Xiao, Yi, Zhang, Hongyu
Format:	Conference Proceeding
Language:	English
Published:	IEEE 26.04.2025
Subjects:	Business Chatbots Contrastive learning Large language models log analytics log parsing Optimization methods pre-trained LMs Scalability Semantics Software engineering
ISSN:	1558-1225
Online Access:	Get full text
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