Update README.md

README.md

@@ -431,16 +431,7 @@ This is the data for **Bug Localization** benchmark as part of LCA.
 
 ## How-to
 
-1. Since the dataset is private, if you haven't used HF Hub before, add your token via `huggingface-cli` first:
-
-    ```
-    huggingface-cli login
-    ```
-
-2. List all the available configs via [`datasets.get_dataset_config_names`](https://huggingface.co/docs/datasets/v2.14.3/en/package_reference/loading_methods#datasets.get_dataset_config_names) and choose an appropriate one
-   
-
-3. Load the data via [`load_dataset`](https://huggingface.co/docs/datasets/v2.14.3/en/package_reference/loading_methods#datasets.load_dataset):
+* Load the data via [`load_dataset`](https://huggingface.co/docs/datasets/v2.14.3/en/package_reference/loading_methods#datasets.load_dataset):
 
     ```py
     from datasets import load_dataset
@@ -453,7 +444,7 @@ This is the data for **Bug Localization** benchmark as part of LCA.
     dataset = load_dataset("JetBrains-Research/lca-bug-localization", configuration, split=split)  
     ```
 
-4. Load repos via [`hf_hub_download`](https://huggingface.co/docs/huggingface_hub/v0.20.3/en/package_reference/file_download#huggingface_hub.hf_hub_download)
+* Load repos via [`hf_hub_download`](https://huggingface.co/docs/huggingface_hub/v0.20.3/en/package_reference/file_download#huggingface_hub.hf_hub_download)
     ```py
     from huggingface_hub import hf_hub_download
     from datasets import load_dataset
@@ -485,8 +476,8 @@ This is the data for **Bug Localization** benchmark as part of LCA.
         os.remove(local_repo_zip_path)
    ```
 
-Moreover, all process of data loading and streaming is implemented in [HFDataSource](https://github.com/JetBrains-Research/lca-baselines/blob/main/bug_localization/src/baselines/data_sources/hf_data_source.py) which utilize Hugging Face data usage in benchmark infrastructure. 
-We recommend using it as besides repository cloning process, it returns the state of the repository where bug is reproducable, by extraction repository content for the moment of the base commit sha of fixing pull request.
+* Data streaming by [HFDataSource](https://github.com/JetBrains-Research/lca-baselines/blob/main/bug_localization/src/baselines/data_sources/hf_data_source.py) \\
+  Besides data loading, `HFDataSource` returns data point for running baseline, providing the state of the repository where bug is reproducable, by extraction repository content for the moment of the base commit sha of fixing pull request.
 
 ## Dataset Structure