Update README.md

README.md

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 # Noun Phrases Dataset
 
-This dataset contains noun phrases extracted from [allenai/c4](https://huggingface.co/datasets/allenai/c4). 
+This dataset contains noun phrases extracted from [allenai/c4](https://huggingface.co/datasets/allenai/c4).
+
 It includes two configurations: **uncased** and **cased**, with 1 895 908 and 2 000 002 entries, respectively.
 
 ### JSONL Fields
@@ -46,8 +47,8 @@ Each entry contains:
 
 ### Preprocessing and Extraction
 
-- **Preprocessing:** Unicode normalization, bracket removal, bullet point standardization, quotation mark normalization, and whitespace normalization.
-- **SpaCy:** Noun phrase extraction using the `"en_core_web_sm"` model. Articles such as "a" or "the" were removed.
+- [**Preprocessing:**](https://textacy.readthedocs.io/en/latest/api_reference/preprocessing.html) Unicode normalization, bracket removal, bullet point standardization, quotation mark normalization, and whitespace normalization.
+- [**SpaCy:**](https://spacy.io/) Noun phrase extraction using the `"en_core_web_sm"` model. Articles such as "a" or "the" were removed.
 
 ### Original Data Source