Large Language Models (LLMs) for Log Parsing and Documentation

Authors: Srinivasa Rao Karanam

DOI: https://doi.org/10.37082/IJIRMPS.v13.i1.232046

Short DOI: https://doi.org/g86jxb

Country: United States

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Abstract: Large language models (LLMs) represent an advanced artificial intelligence approach with considerable potential for natural language processing tasks. Their capacity for comprehending and synthesizing human-like text makes them well-suited for applications including log file analysis and automated documentation generation. The paper explores the implementation of LLMs for parsing system logs and producing technical summaries. The advantages compared to conventional rule-based methods, recommended implementation strategies, challenges, and directions for further research are examined.

Keywords: Artificial Intelligence, Log Parsing, Large Language Models, Automated Documentation, NLP.

Paper Id: 232046

Published On: 2025-01-29

Published In: Volume 13, Issue 1, January-February 2025

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