Did we miss something important? studying and exploring variable-aware log abstraction

Z Li, C Luo, TH Chen, W Shang, S He… - 2023 IEEE/ACM 45th …, 2023 - ieeexplore.ieee.org
Due to the sheer size of software logs, developers rely on automated techniques for log
analysis. One of the first and most important steps of automated log analysis is log …

Semparser: A semantic parser for log analytics

Y Huo, Y Su, C Lee, MR Lyu - 2023 IEEE/ACM 45th …, 2023 - ieeexplore.ieee.org
Logs, being run-time information automatically generated by software, record system events
and activities with their timestamps. Before obtaining more insights into the run-time status of …

Llmparser: A llm-based log parsing framework

Z Jiang, J Liu, Z Chen, Y Li, J Huang, Y Huo… - arXiv preprint arXiv …, 2023 - arxiv.org
The process of log parsing, which converts log messages into structured formats, is a crucial
step for various log analysis tasks. Although numerous log parsers have been proposed …

A Large-scale Benchmark for Log Parsing

Z Jiang, J Liu, J Huang, Y Li, Y Huo, J Gu… - arXiv preprint arXiv …, 2023 - arxiv.org
Log data is pivotal in activities like anomaly detection and failure diagnosis in the automated
maintenance of software systems. Due to their unstructured format, log parsing is often …

Software Failure Log Analysis for Engineers

W Dobrowolski, M Nikodem, O Unold - Electronics, 2023 - mdpi.com
The use of automated methods for log analysis is unavoidable in any large company;
therefore, it has attracted attention from engineers and researchers. As a result, the number …

Are They All Good? Studying Practitioners' Expectations on the Readability of Log Messages

Z Li, AR Chen, X Hu, X Xia, TH Chen… - 2023 38th IEEE/ACM …, 2023 - ieeexplore.ieee.org
Developers write logging statements to generate logs that provide run-time information for
various tasks. The readability of log messages in the logging statements (ie, the descriptive …

Autolog: A log sequence synthesis framework for anomaly detection

Y Huo, Y Li, Y Su, P He, Z Xie… - 2023 38th IEEE/ACM …, 2023 - ieeexplore.ieee.org
The rapid progress of modern computing systems has led to a growing interest in informative
run-time logs. Various log-based anomaly detection techniques have been proposed to …

LogAssist: Assisting log analysis through log summarization

S Locke, H Li, THP Chen, W Shang… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Logs contain valuable information about the runtime behaviors of software systems. Thus,
practitioners rely on logs for various tasks such as debugging, system comprehension, and …

LILAC: Log Parsing using LLMs with Adaptive Parsing Cache

Z Jiang, J Liu, Z Chen, Y Li, J Huang, Y Huo… - Proceedings of the …, 2024 - dl.acm.org
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 …

[PDF][PDF] Capturing the Long-Distance Dependency in the Control Flow Graph via Structural-Guided Attention for Bug Localization.

YF Ma, Y Du, M Li - IJCAI, 2023 - ijcai.org
To alleviate the burden of software maintenance, bug localization, which aims to
automatically locate the buggy source files based on the bug report, has drawn significant …