Demystifying and Extracting Fault-indicating Information from Logs for Failure Diagnosis
Logs are imperative in the maintenance of online service systems, which often encompass
important information for effective failure mitigation. While existing anomaly detection …
important information for effective failure mitigation. While existing anomaly detection …
Using large language models for template detection from security event logs
In modern IT systems and computer networks, real-time and offline event log analysis is a
crucial part of cyber security monitoring. In particular, event log analysis techniques are …
crucial part of cyber security monitoring. In particular, event log analysis techniques are …
Automated Defects Detection and Fix in Logging Statement
Developers use logging statements to monitor software, but misleading logs can complicate
maintenance by obscuring actual activities. Existing research on logging quality issues is …
maintenance by obscuring actual activities. Existing research on logging quality issues is …
HELP: Hierarchical Embeddings-based Log Parsing
A Xu, A Gau - arxiv preprint arxiv:2408.08300, 2024 - arxiv.org
Logs are a first-hand source of information for software maintenance and failure diagnosis.
Log parsing, which converts semi-structured log messages into structured templates, is a …
Log parsing, which converts semi-structured log messages into structured templates, is a …
LLM-based event log analysis techniques: A survey
Event log analysis is an important task that security professionals undertake. Event logs
record key information on activities that occur on computing devices, and due to the …
record key information on activities that occur on computing devices, and due to the …