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PatchBench: 213 vulnerability patching tasks with CWE labels
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- README.md +85 -0
- data/test-00000-of-00001.parquet +3 -0
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README.md
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---
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license: mit
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pretty_name: PatchBench
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size_categories:
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- n<1K
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task_categories:
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- text-generation
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language:
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- en
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tags:
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- code
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- security
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- vulnerability-repair
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- program-repair
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- agents
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- benchmark
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- fuzzing
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configs:
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- config_name: default
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data_files:
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- split: test
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path: data/test-*.parquet
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---
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# PatchBench
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[](https://arxiv.org/abs/2609.04075)
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[](https://github.com/ai-sec-lab/PatchBench)
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[](https://github.com/ai-sec-lab/PatchBench/blob/main/LICENSE)
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PatchBench is a benchmark for evaluating AI agents on realistic vulnerability patching tasks: **213 tasks drawn from 32 popular GitHub C/C++ projects**. It selects vulnerabilities whose ground-truth fixes lie *outside* the crash stack, and uses vulnerability transplant plus code mutation to mitigate surface-level fixes and patch memorization.
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This repository holds the **task metadata**, one row per task to identify the project, the exact repository state, the crash, and the reference patch.
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## Dataset Structure
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Each example contains:
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- **id**: Unique task identifier, also naming the task's image (Same as the one in [ARVO](https://github.com/n132/ARVO-Meta))
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- **image**: Docker Hub image for the task, `b4drequest/vulpatch:{id}-vul`
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- **project**: Real-world repository name
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- **repo_addr**: Repository URL
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- **base_commit**: Historical commit at which the vulnerability is still present, upstream of the developer's fixing commit
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- **inverted_commit**: Newer upstream commit the vulnerability was transplanted onto
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- **fuzzer**: Fuzzing engine that produced the crash, one of `libfuzzer`, `honggfuzz`, `afl`, `aflpp`
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- **sanitizer_type**: The error detection tool type
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- **CWE_ID**: The weakness the task's vulnerability manifests, derived from the sanitizer report and confirmed against the ground-truth patch
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- **secondary_CWE_ID**: The underlying defect behind it where the evidence pins one down, and `None` where the primary already states the weakness
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- **command**: Command that reproduces the crash inside the image, with the PoC at `/tmp/poc`
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- **sanitizer_report**: Sanitizer output for the original PoC, including the crash stack
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- **patch**: Reference patch against the task repository
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`base_commit`, `inverted_commit` and `patch` are **ground truth** and are not visible to the agent during inference.
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## Dataset Usage
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```python
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from datasets import load_dataset
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dataset = load_dataset("ai-sec-lab/PatchBench", split="test")
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```
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Filtering works the usual way:
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```python
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libxml2 = dataset.filter(lambda r: r["project"] == "libxml2")
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ubsan = dataset.filter(lambda r: r["sanitizer_type"] == "ubsan")
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```
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## Evaluation
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See our repo for details: [ai-sec-lab/PatchBench](https://github.com/ai-sec-lab/PatchBench).
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## Citation
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```bibtex
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@misc{shen2026PatchBench,
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title = {{{PatchBench}}: Evaluating {{AI}} Agents for Vulnerability Patching},
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author = {Shen, Chihao and Li, Jiacheng and Mahajan, Aastha and Tian, Jeffery Siyuan and Kwon, Yonghwi and Chen, Yizheng},
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year = 2026,
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number = {arXiv:2609.04075},
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eprint = {2609.04075}
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}
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```
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data/test-00000-of-00001.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:25b8da20f5f245f362bdbad5e8f749889685908e3becadb4ec8af37435d959ce
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size 372867
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