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@LogIntelligence

LogIntelligence

README.md

LogIntelligence

LogIntelligence is a research-driven GitHub organization focused on building intelligent log analysis tools.

📦 Projects

Project Description Related Publication
UNLEASH Enhanced log parsing with PLMs ICSE 2025
PreLog Contrastive pretraining for unified log analysis SIGMOD 2024
LogBatcher Demonstration-free log parsing with LLMs ASE 2024
LogPPT Prompt-based few-shot log parsing ICSE 2023
LogADEmpirical Empirical study on log anomaly detection with deep learning ICSE 2022
NeuralLog Semantic anomaly detection without log parsing ASE 2021

We welcome contributions, feedback, and collaborations. ⭐ Star us and join the journey toward smarter log analytics!

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  1. LogPPT LogPPT Public

    Log Parsing with Prompt-based Few-shot Learning (ICSE 2023, Technical Track)

    Jupyter Notebook 64 15

  2. LogADEmpirical LogADEmpirical Public

    Log-based Anomaly Detection with Deep Learning: How Far Are We? (ICSE 2022, Technical Track)

    Python 202 45

  3. NeuralLog NeuralLog Public

    Log-based Anomaly Detection Without Log Parsing (ASE 2021, Research Track)

    Python 135 41

  4. log-analytics-chatgpt log-analytics-chatgpt Public

    Log Parsing: How Far Can ChatGPT Go? (ASE 2023 - NIER Track)

    Python 21 1

  5. LogBatcher LogBatcher Public

    Demonstration-Free: Towards More Practical Log Parsing with Large Language Models

    Python 19 7

  6. UNLEASH UNLEASH Public

    This repository includes artifacts for reuse and reproduction of experimental results presented in our ICSE'25 paper titled "Unleashing the True Potential of Semantic-based Log Parsing with Pre-tra…

    Python 8 2

Repositories

Showing 9 of 9 repositories