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Software . 2026
License: CC BY
Data sources: Datacite
ZENODO
Software . 2026
License: CC BY
Data sources: Datacite
ZENODO
Software . 2026
License: CC BY
Data sources: Datacite
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AIFaultBench: A Reproducible Benchmark of Real-World AI Software Faults

Authors: Shah, Mehil B.; Rahman, Mohammad Masudur; Khomh, Foutse;

AIFaultBench: A Reproducible Benchmark of Real-World AI Software Faults

Abstract

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. Each fault ships with the original GitHub issue report, a minimal reproduction script, a dependency specification, codebase reconstruction and environment setup scripts, reproduction logs, structured metadata, and a reproduction trajectory. 652 of the 770 faults (85%) are verified reproducible; the remainder document the reasons preventing reproduction.

If you use AIFaultBench, please cite it as below.

Keywords

agentic AI, reinforcement learning, benchmark, machine learning, automated program repair, bug reproduction, deep learning, large language models, fault localization, debugging, software engineering, mining software repositories

  • BIP!
    Impact byBIP!
    selected citations
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    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    0
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Average
Powered by OpenAIRE graph
Found an issue? Give us feedback
selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average