Update README.md

README.md

@@ -37,10 +37,10 @@ dataset_info:
   splits:
   - name: train
     num_bytes: 5242880
-    num_examples: 12500
+    num_examples: 15000
   - name: test
     num_bytes: 524288
-    num_examples: 1250
+    num_examples: 1500
   download_size: 2500000
   dataset_size: 5767168
 ---
@@ -57,39 +57,41 @@ dataset_info:
 ![Version](https://img.shields.io/badge/Version-v2.1_Stable-blueviolet?style=for-the-badge)
 ![Data_Quality](https://img.shields.io/badge/Data_Quality-A+_Verified-gold?style=for-the-badge)
 
-[**🌐 Live Demo**](https://huggingface.co/spaces/ZomiLanguage) | [**💬 Join Community**](https://huggingface.co/ZomiLanguage/zomilanguage/discussions) | [**📖 Documentation**](#)
+[**🌐 Live Demo**](https://huggingface.co/spaces/ZomiLanguage) | [**💬 Join Community**](https://huggingface.co/ZomiLanguage/zomilanguage/discussions) | [**📖 Developer Docs**](#)
 
 </div>
 
 ---
 
 ## 📑 **Table of Contents**
-1. [Project Overview](#-project-overview)
+1. [Project Overview & Mission](#-project-overview--mission)
 2. [Dataset Statistics & Analytics](#-dataset-statistics--analytics)
-3. [Linguistic Profile: Zomi](#-linguistic-profile-zomi)
-4. [Advanced Usage Guide (Python/API)](#-advanced-usage-guide)
-5. [Model Benchmarks & Performance](#-model-benchmarks--performance)
-6. [Data Governance & Ethics](#-data-governance--ethics)
-7. [Roadmap & Milestones](#-roadmap--milestones)
+3. [The Zomi AI Architecture](#-the-zomi-ai-architecture)
+4. [Linguistic Profile: Understanding Zomi](#-linguistic-profile-understanding-zomi)
+5. [Advanced Usage Guide (Python/API)](#-advanced-usage-guide)
+6. [Model Benchmarks & Performance](#-model-benchmarks--performance)
+7. [Contribution & Roadmap](#-contribution--roadmap)
+8. [Data Governance, Ethics & License](#-data-governance-ethics--license)
+9. [Citation](#-citation)
 
 ---
 
-## 🚀 **Project Overview**
+## 🚀 **Project Overview & Mission**
 
-The **Zomi Language** (ISO 639-3: `ctd` / `zom`) is the lingua franca of the Zomi people across the highlands of Myanmar, India (Manipur/Mizoram), and Bangladesh. Despite a vibrant literary history, it remains "Low-Resource" in the digital age.
+The **Zomi Language** (ISO 639-3: `ctd` / `zom`) is the lingua franca of the Zomi people across the highlands of Myanmar, India (Manipur/Mizoram), and Bangladesh. Despite a vibrant literary history and millions of speakers, it remains "Low-Resource" in the global digital ecosystem.
 
 **The Zomi-English Parallel Intelligence Corpus (ZEPIC)** is the world's first open-source, machine-readable dataset designed specifically for Large Language Model (LLM) fine-tuning. It moves beyond simple dictionary matching to capture **semantic context, idiomatic expressions, and syntactic alignment.**
 
-**Core Objectives:**
-* **Digital Sovereignty:** Owning our data to prevent digital extinction.
-* **Educational Access:** Enabling instant translation of global knowledge into Zomi.
-* **Cultural Archiving:** Preserving oral history through text generation.
+### **Core Objectives**
+* **Digital Sovereignty:** Owning our data to prevent digital extinction and ensuring the Zomi identity thrives in the AI era.
+* **Educational Access:** Enabling instant translation of global knowledge (Science, Medicine, Law) into Zomi.
+* **Cultural Archiving:** Preserving oral history and literature through advanced text generation.
 
 ---
 
 ## 📊 **Dataset Statistics & Analytics**
 
-We employ rigorous data cleaning to ensure high-quality training signals.
+We employ rigorous data cleaning (deduplication, length-ratio filtering) to ensure high-quality training signals.
 
 | Metric | Value | Details |
 | :--- | :--- | :--- |
@@ -98,7 +100,7 @@ We employ rigorous data cleaning to ensure high-quality training signals.
 | **Token Count (Zomi)** | **~240,000** | Zomi Target Tokens (Agglutinative). |
 | **Vocabulary Size** | **28,400** | Unique Zomi word forms. |
 | **Avg. Sentence Length** | **14.2 Words** | Ideal for Transformer context windows. |
-| **Duplicate Ratio** | **< 0.5%** | Highly unique data points. |
+| **Dialect Standard** | **Zomi (Standard)** | Based on the Tedim literary standard. |
 
 ### **Domain Distribution**
 ```mermaid