Update README.md

README.md

@@ -39,4 +39,29 @@ dataset_info:
     num_examples: 660
   download_size: 3913633
   dataset_size: 11007786
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+---
+
+# LOC-BENCH: A Benchmark for Code Localization
+
+<!-- Provide a quick summary of the dataset. -->
+
+LOC-BENCH is a dataset specifically designed for evaluating code localization methods in software repositories.
+LOC-BENCH provides a diverse set of issues, including bug reports, feature requests, security vulnerabilities, and performance optimizations.
+
+## 🔧 How to Use
+You can easily load LOC-BENCH using Hugging Face's datasets library:
+```
+from datasets import load_dataset
+
+dataset = load_dataset("czlll/Loc-Bench")
+```
+## 📄 Citation
+If you use LOC-BENCH in your research, please cite our paper:
+```
+@article{chen2025locagent,
+title={LocAgent: Graph-Guided LLM Agents for Code Localization},
+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},
+journal={arXiv preprint arXiv:2503.09089},
+year={2025}
+}
+```