Update README.md

README.md

@@ -21,14 +21,14 @@ Markdownified Wikipedia is a large-scale, pre-processed version of the English W
 
 Our conversion pipeline combines several sophisticated techniques to transform raw Wikipedia HTML into high-quality Markdown:
 
-1. **HTML Preprocessing:** We start with the Enterprise HTML dump in DOLMA format, which provides HTML representations of Wikipedia articles with metadata.
+1. **HTML Preprocessing:** We start with the Enterprise HTML dump in Extended DOLMA format, which provides HTML representations of Wikipedia articles with metadata.
 
 2. **Structural Cleanup**
     - Mathematical equations are converted from MathML to LaTeX notation with appropriate delimiters
     - Infoboxes are relocated to a dedicated section at the end of each article
     - Reference sections and citations are removed to reduce noise and focus on the informative content
 
-3. **DOM Simplification:** We employ a [custom-enhanced version of Resiliparse](https://github.com/stanford-crfm/chatnoir-resiliparse) that preserves semantic HTML structure. Rather than flattening to plain text, we retain important elements like headings, paragraphs, lists, and links while removing scripts, tracking code, and boilerplate.
+3. **DOM Simplification:** We employ a [custom-enhanced version of Resiliparse](https://github.com/stanford-crfm/chatnoir-resiliparse) that preserves semantic HTML structure. Rather than flattening to plain text, we retain important elements like headings, paragraphs, lists while removing scripts, tracking code, and boilerplate.
 
 4. **Markdown Conversion:** Our [custom Markdownify](https://github.com/marin-community/marin/blob/main/marin/markdown/markdown.py#L145-L650) implementation transforms the simplified DOM into clean Markdown with these characteristics:
     - Consistent heading format using the ATX style (# Heading)
@@ -64,10 +64,10 @@ for article in ds.take(3):
 If you use this dataset in your research, please cite both the original Wikipedia contributors and our work:
 ```
 @misc{markdownified_wiki_2024,
-  title        = {Markdownified Wikipedia},
+  title        = {Marin Markdownified Wikipedia},
   author       = {The Marin Community},
   year         = {2024},
-  url          = {https://huggingface.co/datasets/marin-community/markdownified-wiki}
+  url          = {https://huggingface.co/datasets/marin-community/wikipedia-markdown}
 }
 ```