Update README.md

README.md

@@ -91,16 +91,61 @@ This dataset has been curated with care to include diverse and representative co
 By using this dataset, you acknowledge these potential limitations and accept responsibility for its application.
 
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+# Balochi Language Dataset: Data Sources
 
-## Licensing
+The Balochi dataset was developed using diverse and high-quality sources to ensure broad linguistic and contextual coverage. Below is a list of the primary sources utilized in the dataset creation, along with their respective credits:
 
-The dataset is released under the **CC-BY-SA 4.0** license. This means you can use, share, and modify it, provided proper attribution is given.
+---
+
+## Data Sources
+
+1. **[GlotSparse](https://huggingface.co/datasets/cis-lmu/GlotSparse)**:
+   - A multilingual dataset designed for sparse language modeling. Contains Balochi text extracted from various web sources, contributing valuable monolingual data.
+
+2. **[GlotCC-V1](https://huggingface.co/datasets/cis-lmu/GlotCC-V1)**:
+   - A dataset focused on creating multilingual corpora from Common Crawl. This source provided extensive Balochi text with a wide range of domains.
+
+3. **[URL-NLP Repository](https://github.com/google-research/url-nlp)**:
+   - A collection of linguistic datasets and tools by Google Research. The Balochi-specific data from this repository enhanced the linguistic diversity of the dataset.
+
+4. **[PanLex Meanings: Balochi](https://huggingface.co/datasets/cointegrated/panlex-meanings/blob/main/data/bal.tsv)**:
+   - A curated dataset providing word meanings and semantic pairs in Balochi, supporting vocabulary development and semantic understanding.
+
+5. **[PanLex Meanings](https://huggingface.co/datasets/cointegrated/panlex-meanings)**:
+   - A multilingual dataset of word meanings across languages. The Balochi subset enriched the dataset with valuable translation pairs and lexical entries.
+
+---
+
+## Additional Resources and Inspirations
+
+1. **[The Balochi Language Project (Uppsala University)](https://www.uu.se/en/department/linguistics-and-philology/research/proj/the-balochi-language)**:
+   - A research project focusing on the linguistic features, history, and preservation of the Balochi language. It served as a key inspiration for the dataset's design and goals.
+
+2. **[Balochi Dictionary on Webonary](https://www.webonary.org/balochidictionary/)**:
+   - A comprehensive online dictionary for the Balochi language. This resource supported lexical enrichment and linguistic reference.
+
+3. **[MLOps: Custom Balochi Tokenizer](https://mlops.systems/posts/2023-06-03-training-custom-balochi-tokenizer.html)**:
+   - A detailed guide on training a custom tokenizer for Balochi. While not directly used in this dataset, it offers valuable insights that could significantly enhance the basic tokenizer currently employed, providing a pathway for improved tokenization and language model performance in future Balochi projects.
 
 ---
 
 ## Acknowledgments
 
-This dataset is a result of efforts to preserve and enhance computational resources for the Balochi language. 
+We express our gratitude to the creators and maintainers of these datasets and repositories. Their work has been instrumental in building this resource for advancing Balochi language modeling and AI applications.
+
+If you are the creator of one of these datasets and have specific licensing or attribution requirements, feel free to reach out for further clarification or updates.
+
+---
+
+This README solely highlights the sources used in the dataset creation. For a complete overview of the dataset, please refer to the main README document.
+
+
+
+## Licensing
+
+The dataset is released under the **CC-BY-SA 4.0** license. This means you can use, share, and modify it, provided proper attribution is given.
+
+---