Update README.md

README.md

@@ -40,33 +40,7 @@ For details on the shared task, evaluation setup, and leaderboards, visit the [S
 
 ---
 
-## How to Use
-
-You can load the dataset using Hugging Face Datasets by specifying the appropriate `data_files`.
-
-### Sentence-level dataset
-
-```python
-data_files={"train": "Sent_Train.csv", "dev": "Sent_Dev.csv", "test": "Sent_Test.csv"}
-barec = load_dataset("CAMeL-Lab/BAREC-Shared-Task-2025", data_files=data_files, token=token)
-barec_train = barec["train"]
-barec_dev = barec["dev"]
-barec_test = barec["test"]
-```
-
-### Document-level dataset
-
-```python
-data_files={"train": "Doc_Train.csv", "dev": "Doc_Dev.csv", "test": "Doc_Test.csv"}
-barec = load_dataset("CAMeL-Lab/BAREC-Shared-Task-2025", data_files=data_files, token=token)
-barec_train = barec["train"]
-barec_dev = barec["dev"]
-barec_test = barec["test"]
-```
-
----
-
-## Dataset Structure (Sentence-level)
+## Dataset Structure
 
 ### Data Instances
 
@@ -90,35 +64,7 @@ barec_test = barec["test"]
 - **Domain**: Domain (`Arts & Humanities`, `STEM` or `Social Sciences`).
 - **Text_Class**: Readership group (`Foundational`, `Advanced` or `Specialized`).
 
----
-
-## Dataset Structure (Document-level)
-
-### Data Instances
-
-`{'ID': 1010219, 'Document': 'BAREC_Majed_1481_2007_038.txt', 'Sentences': '"موزة الحبوبة وشقيقها رشود\nآيس كريم بالكريمة..\nأم كريمة بالآيس كريم؟!"', 'Sentence_Count': 3, 'Word_Count': 15, 'Readability_Level': '8-Ha', 'Readability_Level_19': 8, 'Readability_Level_7': 3, 'Readability_Level_5': 2, 'Readability_Level_3': 1, 'Source': 'Majed', 'Book': 'Edition: 1481', 'Author': '#', 'Domain': 'Arts & Humanities', 'Text_Class': 'Foundational'}`
-
-### Data Fields
-
-- **ID**: Unique document identifier.
-- **Document**: Document file name.
-- **Sentences**: Full text of the document.
-- **Sentence_Count**: Number of sentences.
-- **Word_Count**: Total word count.
-- **Readability_Level**: The readability level in `19-levels` scheme, ranging from `1-alif` to `19-qaf`.
-- **Readability_Level_19**: The readability level in `19-levels` scheme, ranging from `1` to `19`.
-- **Readability_Level_7**: The readability level in `7-levels` scheme, ranging from `1` to `7`.
-- **Readability_Level_5**: The readability level in `5-levels` scheme, ranging from `1` to `5`.
-- **Readability_Level_3**: The readability level in `3-levels` scheme, ranging from `1` to `3`.
-- **Source**: Document source.
-- **Book**: Book name.
-- **Author**: Author name.
-- **Domain**: Domain (`Arts & Humanities`, `STEM` or `Social Sciences`).
-- **Text_Class**: Readership group (`Foundational`, `Advanced` or `Specialized`).
-
----
-
-## Data Splits
+### Data Splits
 
 - The BAREC dataset has three splits: *Train* (80%), *Dev* (10%), and *Test* (10%).
 - The splits are in the document level.