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PatchBench: 213 vulnerability patching tasks with CWE labels

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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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+
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+ # PatchBench
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+
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+ [![ArXiv](https://img.shields.io/badge/arXiv-2609.04075-b31b1b?style=flat&logo=arxiv&logoColor=white)](https://arxiv.org/abs/2609.04075)
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+ [![GitHub](https://img.shields.io/badge/GitHub-ai--sec--lab%2FPatchBench-181717?style=flat&logo=github&logoColor=white)](https://github.com/ai-sec-lab/PatchBench)
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+ [![License](https://img.shields.io/badge/License-MIT-blue?style=flat)](https://github.com/ai-sec-lab/PatchBench/blob/main/LICENSE)
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+
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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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+
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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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+
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+ ## Dataset Structure
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+
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+ Each example contains:
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+
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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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+
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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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+
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+ ## Dataset Usage
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+
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+ ```python
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+ from datasets import load_dataset
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+
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+ dataset = load_dataset("ai-sec-lab/PatchBench", split="test")
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+
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+ ```
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+
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+ Filtering works the usual way:
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+
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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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+
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+ ## Evaluation
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+
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+ See our repo for details: [ai-sec-lab/PatchBench](https://github.com/ai-sec-lab/PatchBench).
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+
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+ ## Citation
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+
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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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