Update README.md

README.md

@@ -36,10 +36,13 @@ configs:
 ---
 
 # Portuguese Hate Speech Expanded Dataset (TuPyE)
-TuPyE, the expanded version of TuPy, includes 43,668 annotated documents curated for hate speech detection across various social networks.
-This extended dataset incorporates additional annotations and merges with datasets from Fortuna et al. (2019), Leite et al. (2020), and Vargas et al. (2022).
-The combination of new annotations and integration with cited datasets enhances TuPyE's effectiveness for developing advanced hate speech detection models using
-ML and NLP techniques.
+TuPyE, an enhanced iteration of TuPy, encompasses a compilation of 43,668 meticulously annotated documents specifically 
+selected for the purpose of hate speech detection within diverse social network contexts. 
+This augmented dataset integrates supplementary annotations and amalgamates with datasets sourced from [Fortuna et al. (2019)](https://aclanthology.org/W19-3510/), Leite et al. (2020), and Vargas et al. (2022),
+complemented by an infusion of 10,000 original documents from the [TuPy-Dataset](https://huggingface.co/datasets/Silly-Machine/TuPy-Dataset).
+
+The amalgamation of these new annotations and the seamless integration with the aforementioned cited datasets significantly amplifies the efficacy of TuPyE. 
+This augmentation facilitates the development of sophisticated hate speech detection models, leveraging Machine Learning (ML) and Natural Language Processing (NLP) techniques.
 This repository is organized as follows:
 
 ```sh