Update README.md

README.md

@@ -54,7 +54,7 @@ size_categories:
 ## 1. Dataset Description
 
 ### Dataset Summary
-ZaBantu News[Raw] is a collection of news headlines in Sepedi (Northern Sotho) and Tshivenda languages, sourced from various public media platforms. This dataset is designed to support NLP research and development in low-resource languages, providing raw, unlabelled headlines. It complements the "ZaBantu News" dataset, which includes a mix of machine and human labels following IPTC news codes.
+ZaBantu News[Raw] is a collection of news headlines in Sepedi (Northern Sotho) and Tshivenda languages, sourced from various public media platforms. This dataset is designed to support NLP research and development in low-resource languages, providing raw, unlabelled headlines. It complements the "ZaBantu News" dataset, which includes a mix of machine and human labels following [IPTC news codes](https://www.iptc.org/std/NewsCodes/treeview/mediatopic/mediatopic-en-GB.html).
 
 ### Supported Tasks and Leaderboards
 This dataset is suitable for tasks such as language modeling, unsupervised learning, and pre-training for downstream NLP tasks (e.g., text classification, topic modeling). It can also be used for linguistic studies and developing NLP tools for Sepedi and Tshivenda.
@@ -93,24 +93,24 @@ The dataset is currently not annotated. It serves as a raw collection of news he
 #### Who are the annotators?
 Not applicable.
 
-## 5. Motivation
+## 4. Motivation
 
 - **Social Impact of Dataset** - The dataset contributes to NLP research in low-resource languages, potentially aiding in the development of technology that supports linguistic diversity and inclusion.
 
-## 6. Licensing Information
+## 5. Licensing Information
 The dataset is shared under a Share Alike license, allowing for adaptation and distribution of derivative works under the same or a compatible license.
 
-## 7. Citation Information
+## 6. Citation Information
 Please cite this dataset as follows:
 
 ```bibtext
 @misc{zabantu_news_raw,
 author = {Ndamulelo Nemakhavhani},
-title = {ZaBantu News[Raw]: Collecting News Headlines for Tshivenda and Sepedi for Cross-Lingual Transfer Evaluation,
+title = {ZaBantu News[Raw]: Collecting Tshivenda and Sepedi News Headlines for Cross-Lingual Transfer Evaluation,
 year = {2024},
 publisher = {GitHub},
 journal = {GitHub repository},
-howpublished = {\url{https://github.com/ndamulelonemakh/ZaBantuNewsRaw}}
+howpublished = {\url{https://huggingface.co/datasets/ndamulelonemakh/zabantu-news}}
 }
 ```