most citedPreprocessing is All You Need: Boosting the Performance of Log Parsers With a General Preprocessing Framework

1 citations · 1 across the 6 of their papers we have counts for

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6 papers

cs.SE2025

A Story About Cohesion and Separation: Label-Free Metric for Log Parser Evaluation

Qiaolin Qin, Jianchen Zhao, Heng Li +2

Log parsing converts log messages into structured event templates, allowing for automated log analysis and reducing manual inspection effort. To select the most compatible parser f…

cs.SE2025

Plug it and Play on Logs: A Configuration-Free Statistic-Based Log Parser

Qiaolin Qin, Xingfang Wu, Heng Li +1

Log parsing is an essential task in log analysis, and many tools have been designed to accomplish it. Existing log parsers can be categorized into statistic-based and semantic-base…

cs.SE20241 cited

Preprocessing is All You Need: Boosting the Performance of Log Parsers With a General Preprocessing Framework

Qiaolin Qin, Roozbeh Aghili, Heng Li +1

Log parsing has been a long-studied area in software engineering due to its importance in identifying dynamic variables and constructing log templates. Prior work has proposed many…

cs.SE2024

Automated, Unsupervised, and Auto-parameterized Inference of Data Patterns and Anomaly Detection

Qiaolin Qin, Heng Li, Ettore Merlo +1

With the advent of data-centric and machine learning (ML) systems, data quality is playing an increasingly critical role in ensuring the overall quality of software systems. Data p…

cs.SE2024

Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study

Genevieve Caumartin, Qiaolin Qin, Sharon Chatragadda +3

Code reviews are an integral part of software development and have been recognized as a crucial practice for minimizing bugs and favouring higher code quality. They serve as an imp…

cs.SE2024

Understanding Web Application Workloads and Their Applications: Systematic Literature Review and Characterization

Roozbeh Aghili, Qiaolin Qin, Heng Li +1

Web applications, accessible via web browsers over the Internet, facilitate complex functionalities without local software installation. In the context of web applications, a workl…