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This dataset is derived from czlll/Loc-Bench_V1. We added a "fixed_commit" parameter for some of the issues we used for our
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# LOC-BENCH: A Benchmark for Code Localization
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LOC-BENCH is a dataset specifically designed to evaluate code localization methods in software repositories. LOC-BENCH provides diverse issues, including bug reports, feature requests, security vulnerabilities, and performance optimizations.
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Code: https://github.com/gersteinlab/LocAgent
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## 📊 Details
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[`Loc-Bench_V1`](https://huggingface.co/datasets/czlll/Loc-Bench_V1) is our **official** dataset for comparison with our approach.
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The table below shows the distribution of categories in the dataset.
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| category | count |
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|:---------|:---------|
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| Bug Report | 242 |
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| Feature Request | 150 |
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| Performance Issue | 139 |
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| Security Vulnerability | 29 |
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<details>
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<summary>Previous Versions</summary>
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- [`Loc-Bench_V0.1`](https://huggingface.co/datasets/czlll/Loc-Bench_V0.1): The dataset used in [the early version of our paper](https://arxiv.org/abs/2503.09089).
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Some examples in this dataset do not involve function-level code modifications but instead focus on modifying classes.
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V1 filters out 100 examples without function-level code modifications, creating a cleaner subset of the dataset.
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- [`Loc-Bench_V0.2`](https://huggingface.co/datasets/czlll/Loc-Bench_V0.2): Filtering out examples that do not involve function-level code modifications and then supplementing the dataset to restore it to the original size of 660 examples.
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</details>
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## 🔧 How to Use
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You can easily load LOC-BENCH using Hugging Face's datasets library:
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```
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from datasets import load_dataset
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dataset = load_dataset("czlll/Loc-Bench_V1", split="test")
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```
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## 📄 Citation
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If you use LOC-BENCH in your research, please cite our paper:
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```
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@article{chen2025locagent,
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title={LocAgent: Graph-Guided LLM Agents for Code Localization},
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author={Chen, Zhaoling and Tang,Xiangru and Deng,Gangda and Wu,Fang and Wu,Jialong and Jiang,Zhiwei and Prasanna,Viktor and Cohan,Arman and Wang,Xingyao},
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journal={arXiv preprint arXiv:2503.09089},
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year={2025}
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}
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```
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dtype: string
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- name: base_commit
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dtype: string
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- name: fixed_commit
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dtype: string
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- name: patch
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dtype: string
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- name: test_patch
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- split: test
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path: data/test-*
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---
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This dataset is derived from czlll/Loc-Bench_V1. We added a "fixed_commit" parameter for some of the issues we used for our work.
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