Update README.md

README.md

@@ -33,10 +33,10 @@ This dataset contains a collection of scientific articles related to **Alzheimer
 
 ## Data Sources and Annotation Tools
 
-- The original data was obtained via the **PubTator3 API**, exported as `converted_from_bioc.json`.
-- Entity annotations were generated using NCBI's standard models:
-  - **TaggerOne** and **GNORM** for `disease_tagged_articles.json`
-  - **GNORM** alone for `gene_species_tagged_articles.json`
+- Entity annotations were generated using NCBI's standard models and API calls to the **PubTator3 API**:
+  - **TaggerOne** and **GNORM** for `gene_species_tagged_articles.json`
+  - **TaggerOne** alone for `disease_tagged_articles.json`
+  - **PubTator3 API** for 'converted_from_bioc.json'
 
 These tools are widely used in biomedical NLP for tagging mentions of diseases, genes, and species within PubMed articles.
 
@@ -65,7 +65,6 @@ The dataset has been simplified:
 
 * Original nested structures were flattened
 * Tuples were converted to JSON-compliant lists
-* All text content was lowercased for consistency
 * Only `title` and `abstract` sections are currently included
 
 ## Future Work
@@ -78,7 +77,7 @@ The dataset has been simplified:
 ```python
 from datasets import load_dataset
 
-dataset = load_dataset("your-username/your-dataset-name")
+dataset = load_dataset("AbrehamT/tagged_articles")
 ```
 
 ## License