PyResBugs: A Dataset of Residual Python Bugs for Natural Language-Driven Fault Injection
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Abstract (arXiv)
This paper presents PyResBugs, a curated dataset of residual bugs, i.e., defects that persist undetected during traditional testing but later surface in production, collected from major Python frameworks. Each bug in the dataset is paired with its corresponding fault-free (fixed) version and annotated with multi-level natural language (NL) descriptions. These NL descriptions enable natural language-driven fault injection, offering a novel approach to simulating real-world faults in software systems. By bridging the gap between software fault injection techniques and real-world representativeness, PyResBugs provides researchers with a high-quality resource for advancing AI-driven automated testing in Python systems.
Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 15 of its 41 references that are in the map. First posted on arXiv 9 May 2025.
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References · 15
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- 2024BugsInPy: A Database of Existing Bugs in Python Programs to Enable Controlled Testing and Debugging Studiescited by 36
- 2021Silent Bugs in Deep Learning Frameworks: An Empirical Study of Keras and TensorFlowcited by 25
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- 2021Tracking Patches for Open Source Software Vulnerabilitiescited by 2
- 2022ThorFI: A Novel Approach for Network Fault Injection as a Servicecited by 2
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Citing papers per year: 2026: 1.
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