Datasets:
Tasks:
Other
Size:
n<1K
Tags:
software-engineering
bug-reproduction
fault-localization
automated-program-repair
debugging
benchmark
License:
Upload folder using huggingface_hub
Browse files- CITATION.cff +52 -0
- README.md +9 -39
CITATION.cff
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cff-version: 1.2.0
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message: "If you use AIFaultBench, please cite it as below."
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type: dataset
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title: "AIFaultBench: A Reproducible Benchmark of Real-World AI Software Faults"
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abstract: >-
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AIFaultBench is a benchmark of 770 real-world AI software faults collected from
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105 open-source repositories across 76 organizations, spanning traditional
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machine learning, deep learning, large language model infrastructure,
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reinforcement learning, agentic AI systems, and AI tooling. Each fault ships
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with the original GitHub issue report, a minimal reproduction script, a
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dependency specification, codebase reconstruction and environment setup
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scripts, reproduction logs, structured metadata, and a reproduction
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trajectory. 652 of the 770 faults (85%) are verified reproducible; the
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remainder document the reasons preventing reproduction.
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authors:
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- family-names: Shah
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given-names: "Mehil B."
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email: shahmehil@dal.ca
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affiliation: "Dalhousie University"
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- family-names: Rahman
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given-names: "Mohammad Masudur"
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affiliation: "Dalhousie University"
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- family-names: Khomh
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given-names: Foutse
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affiliation: "Polytechnique Montréal"
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doi: 10.5281/zenodo.21763133
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identifiers:
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- type: doi
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value: 10.5281/zenodo.21763133
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description: "Version DOI for v1.1."
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- type: doi
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value: 10.5281/zenodo.21763132
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description: "Concept DOI — always resolves to the latest version."
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url: "https://zenodo.org/records/21763133"
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repository-code: "https://github.com/mehilshah/AIFaultBench"
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repository-artifact: "https://huggingface.co/datasets/mehilshah/AIFaultBench"
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license: CC-BY-4.0
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version: v1.1
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date-released: 2026-08-02
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keywords:
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- benchmark
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- software engineering
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- bug reproduction
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- fault localization
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- automated program repair
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- debugging
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- machine learning
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- deep learning
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- large language models
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- agentic AI
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- reinforcement learning
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- mining software repositories
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README.md
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---
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pretty_name: AIFaultBench
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license: cc-by-4.0
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language:
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- en
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- code
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size_categories:
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- n<1K
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task_categories:
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- other
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tags:
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- software-engineering
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- bug-reproduction
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- fault-localization
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- automated-program-repair
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- debugging
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- benchmark
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- machine-learning
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- deep-learning
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- llm-infrastructure
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- agentic-ai
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- reinforcement-learning
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- msr
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- mining-software-repositories
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configs:
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- config_name: default
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data_files:
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- split: train
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path: index.csv
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---
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-
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# AIFaultBench: A Benchmark of Real-World Faults in AI Software Systems
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[](https://
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[](https://huggingface.co/datasets/mehilshah/
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[ that names the
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## Citation
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```bibtex
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@misc{
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title={AIFaultBench: A Reproducible Benchmark of Real-World AI Software Faults},
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author={Shah, Mehil B and Rahman, Mohammad Masudur and Khomh, Foutse},
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year={
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doi={10.5281/zenodo.
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}
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```
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The reproduction scripts, metadata, and benchmark packaging are released under
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[CC BY 4.0](LICENSE).
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-
Each original bug report and source repository remains under its respective upstream license.
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# AIFaultBench: A Benchmark of Real-World Faults in AI Software Systems
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[](https://zenodo.org/records/21763133)
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[](https://huggingface.co/datasets/mehilshah/AIFaultBench)
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[](https://doi.org/10.5281/zenodo.21763133)
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AIFaultBench is a benchmark of **770 real-world AI software faults** collected from **105 open-source repositories** across **76 organizations**, spanning traditional machine learning, deep learning, large language model infrastructure, reinforcement learning, agentic AI systems, and AI tooling.
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```python
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from datasets import load_dataset
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index = load_dataset("mehilshah/AIFaultBench", split="train")
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```
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Note that `bug_id` is a zero-padded three-digit string (`001`, …, `774`) that names the
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## Citation
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```bibtex
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@misc{AIFaultBench_2026,
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title={AIFaultBench: A Reproducible Benchmark of Real-World AI Software Faults},
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author={Shah, Mehil B and Rahman, Mohammad Masudur and Khomh, Foutse},
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year={2026},
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doi={10.5281/zenodo.21763133},
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url={https://zenodo.org/records/21763133}
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}
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```
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The reproduction scripts, metadata, and benchmark packaging are released under
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[CC BY 4.0](LICENSE).
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Each original bug report and source repository remains under its respective upstream license.
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