dx-2024-flex
Repository for Paper: "FLEX: Fault Localization and Explanation Using Open-Source Large Language Models in Powertrain Systems"
Science Score: 67.0%
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✓CITATION.cff file
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✓codemeta.json file
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✓.zenodo.json file
Found .zenodo.json file -
✓DOI references
Found 3 DOI reference(s) in README -
✓Academic publication links
Links to: zenodo.org -
○Academic email domains
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○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (10.2%) to scientific vocabulary
Repository
Repository for Paper: "FLEX: Fault Localization and Explanation Using Open-Source Large Language Models in Powertrain Systems"
Basic Info
Statistics
- Stars: 2
- Watchers: 1
- Forks: 0
- Open Issues: 0
- Releases: 10
Metadata Files
README.md
Code for our paper
This repository contains the code for the paper "Muehlburger, H., & Wotawa, F. (2024). FLEX: Fault Localization and Explanation with Open-Source Large Language Models in Powertrain Systems. In Proceedings of the 35th International Workshop on Principles of Diagnosis and Resilient Systems (DX 2024), Vienna, Austria, November 4-7, 2024."
Installation
Use the package manager pip to install our used libraries.
bash
pip install -r requirements.txt -v
Usage
You find our implementation in the folder code:
Contributing
Pull requests are welcome. For major changes, please open an issue first to discuss what you would like to change.
Citation
If you find our work useful, please cite our paper:
bibtex
@inproceedings{muehlburger2024flex,
author = {Herbert Muehlburger and Franz Wotawa},
title = {FLEX: Fault Localization with Open-Source LLMs in Powertrain Systems},
booktitle = {DX 2024: Proceedings of the 35th International Workshop on Principles of Diagnosis and Resilient Systems},
year = {2024},
location = {Vienna, Austria},
month = {November 4-7}
}
License
Owner
- Name: Herbert Mühlburger
- Login: muehlburger
- Kind: user
- Location: Graz
- Company: IT-ZT.at
- Website: https://www.it-zt.at
- Twitter: hmuehlburger
- Repositories: 6
- Profile: https://github.com/muehlburger
👨🏻💻 Founder of IT-ZT.at (IT-Ziviltechniker) 👨🏻💻 Computer Science Researcher at Graz University of Technology 👨🏻💻 Software Engineer by ❤️
Citation (CITATION.cff)
cff-version: 1.0.0
message: "If you use FLEX for your research, please cite the following."
title: "FLEX: Fault Localization and Explanation with Open-Source Large Langauge Models in Powertrain Systems"
version: "v0.0.1"
doi: 10.5281/zenodo.13879993
authors:
- family-names: Mühlburger
given-names: Herbert
affiliation: "Graz University of Technology"
orcid: "https://orcid.org/0000-0002-7672-0501"
- family-names: Wotawa
given-names: Franz
affiliation: "Graz University of Technology"
orcid: "https://orcid.org/0000-0002-0462-2283"
date-released: "2024-10-02"
references:
- type: conference-paper
authors:
- family-names: Mühlburger
given-names: Herbert
- family-names: Wotawa
given-names: Franz
title: "FLEX: Fault Localization and Explanation with Open-Source Large Langauge Models in Powertrain Systems"
year: 2024
collection-title: "Proceedings of the 35th International Workshop on Principles of Diagnosis and Resilient Systems"
conference:
name: "35th International Workshop on Principles of Diagnosis and Resilient Systems"
location: "Vienna, Austria"
date-start: "2024-11-04"
date-end: "2024-11-07"
start: 100
end: 110
doi: 10.5281/zenodo.13879936
GitHub Events
Total
- Create event: 2
- Issues event: 2
- Release event: 3
- Watch event: 4
- Issue comment event: 2
- Push event: 3
Last Year
- Create event: 2
- Issues event: 2
- Release event: 3
- Watch event: 4
- Issue comment event: 2
- Push event: 3
Dependencies
- argparse *
- langchain *
- langchain-community *
- logging *
- matplotlib *
- num2words *
- numpy *
- pandas *
- qdrant-client *
- scikit-learn *
- sentence-transformers *
- sympy *
- tqdm *
- uuid *