Update README.md

README.md

@@ -20,26 +20,34 @@ tags:
 - embeddings
 - remeinium
 pretty_name: Cleaned Sinhala Text Corpus
+task_categories:
+- text-generation
+- embedding
+- unsupervised-learning
+size_categories:
+- 10M<n<100M
 ---
 
 # 📚 Cleaned Sinhala Text Corpus
 
-The **Cleaned Sinhala Text Corpus** is a large-scale, high-quality Sinhala text dataset prepared and released by **Remeinium Corp**.  
+The **Cleaned Sinhala Text Corpus** is a large-scale, high-quality Sinhala text dataset prepared and released by **Remeinium**.
 
-This dataset contains **20GB** of Sinhala-only text (20 × 1GB `.gz` files when uncompressed), carefully cleaned and tokenized.  
+This dataset contains **20GB** of Sinhala-only text (20 × 1GB `.gz` files when uncompressed), carefully cleaned and tokenized.
 It is designed for **language modeling, embeddings, and NLP research**.
 
 ---
 
 ## ✨ Key Features
-- **Language**: Sinhala (si)
-- **Size**: ~20GB uncompressed (20 × 1GB files)
-- **Format**: Plain text (`.gz` compressed), one sentence per line
-- **Cleaning**:
-  - Removed all non-Sinhala characters
-  - No punctuation, numbers, or symbols
-  - Deduplicated and normalized
-- **Tokenization**: Pre-tokenized with consistent whitespace separation
+
+* **Language**: Sinhala (si)
+* **Size**: \~20GB uncompressed (20 × 1GB files)
+* **Format**: Plain text (`.gz` compressed), one sentence per line
+* **Cleaning**:
+
+  * Removed all non-Sinhala characters
+  * No punctuation, numbers, or symbols
+  * Deduplicated and normalized
+* **Tokenization**: Pre-tokenized with consistent whitespace separation
 
 ---
 
@@ -52,3 +60,47 @@ from datasets import load_dataset
 
 dataset = load_dataset("Remeinium/Cleaned_Sinhala_Text")
 print(dataset["train"][0])
+```
+
+Or download individual `.gz` files directly from the repo.
+
+---
+
+## 📂 Source & Processing
+
+* This dataset is a **curated blend** of multiple publicly available Sinhala text corpora (\~90%).
+* Combined, normalized, and filtered down to **only Sinhala letters** for maximum cleanliness.
+* Randomly sampled from a larger **283GB raw Sinhala dataset**.
+
+⚠️ **Note**: This is **not an original dataset**. It is a cleaned and prepared derivative for easier NLP use.
+
+---
+
+## 🗜️ License
+
+MIT
+
+---
+
+## ⚠️ Limitations
+
+* Contains **only Sinhala** (no multilingual support).
+* Cleaning removed punctuation and numerics — not suitable for tasks that require them.
+* Not exhaustive; represents only a portion of available Sinhala text data.
+
+---
+
+## 🤝 Collaboration
+
+We welcome:
+
+* Benchmarking and performance reports
+* Downstream tasks (embedding, classification, translation)
+* Community contributions for expanding and improving
+
+Contact us:
+📧 [support@remeinium.com](mailto:support@remeinium.com)
+
+---
+
+**Remeinium AI** — *Intelligence for a Greater Tomorrow* 🌍