Update README.md

README.md

@@ -47,21 +47,30 @@ dataset_info:
 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.
 
-Note:
-This is the dataset that was used in [paper](https://arxiv.org/abs/2503.09089).
+Please refer to [**`Loc-Bench_V1`**](https://huggingface.co/datasets/czlll/Loc-Bench_V1) for evaluating code localization methods and for easy comparison with our approach.
 
-Actually, this dataset is the first version;
-We later released a refined version, [`czlll/Loc-Bench`](https://huggingface.co/datasets/czlll/Loc-Bench), with improved data quality by filtering out examples that do not modify any functions. 
-We recommend using the refined dataset to evaluate code localization performance.
+Code: https://github.com/gersteinlab/LocAgent
 
-<!-- Code: https://github.com/gersteinlab/LocAgent -->
+
+## 📊 Details
+This is the dataset that was used in [the early version of our paper](https://arxiv.org/abs/2503.09089).
+We later released a refined version, [`czlll/Loc-Bench_V1`](https://huggingface.co/datasets/czlll/Loc-Bench_V1), with improved data quality by filtering out examples that do not modify any functions. 
+We **recommend** using the refined dataset to evaluate code localization performance.
+
+The table below shows the distribution of categories in the dataset `Loc-Bench_V0.1`.
+| category | count |
+|:---------|:---------|
+| Bug Report  | 282  |
+| Feature Request  | 203  |
+| Performance Issue  | 144  |
+| Security Vulnerability  | 31  |
 
 ## 🔧 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_V0", split='test')
+dataset = load_dataset("czlll/Loc-Bench_V0.1", split='test')
 ```
 ## 📄 Citation
 If you use LOC-BENCH in your research, please cite our paper: