Demystifying and Extracting Fault-indicating Information from Logs for Failure Diagnosis

J Huang, Z Jiang, J Liu, Y Huo, J Gu… - 2024 IEEE 35th …, 2024 - ieeexplore.ieee.org
Logs are imperative in the maintenance of online service systems, which often encompass
important information for effective failure mitigation. While existing anomaly detection …

Using large language models for template detection from security event logs

R Vaarandi, H Bahsi - arxiv preprint arxiv:2409.05045, 2024 - arxiv.org
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 …

Automated Defects Detection and Fix in Logging Statement

R Zhong, Y Li, J Kuang, W Gu, Y Huo… - arxiv preprint arxiv …, 2024 - arxiv.org
Developers use logging statements to monitor software, but misleading logs can complicate
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 …

LLM-based event log analysis techniques: A survey

S Akhtar, S Khan, S Parkinson - arxiv preprint arxiv:2502.00677, 2025 - arxiv.org
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 …