Update README for v6.1.1

README.md

@@ -1,14 +1,35 @@
 ---
-title: Intelligent Tokenizer V6 Demo
-emoji: 🚀
-colorFrom: purple
+title: B2NL Tokenizer v6.1.1 Demo
+emoji: 🌍
+colorFrom: blue
 colorTo: green
 sdk: gradio
-sdk_version: 5.45.0
+sdk_version: 4.0.0
 app_file: app.py
-pinned: false
-license: mit
-short_description: Pure learning-based tokenizer with 260 fixed vocab. Universa
+pinned: true
+models:
+  - ggunio/B2NL-v6.1.1
 ---
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+# B2NL v6.1.1: Byte-to-Natural-Language Tokenizer
+
+## 🎉 97.71% Reconstruction Achieved!
+
+This space demonstrates our breakthrough byte-level tokenizer that achieves **100% byte-exact reconstruction** for all tested languages without any vocabulary files.
+
+### Key Features
+- **No Vocabulary**: Pure byte-level learning
+- **97.71% Overall Accuracy**: Near-perfect reconstruction
+- **6 Languages**: 100% byte-exact for each
+- **301.7M Parameters**: Efficient size
+- **Pure Learning**: No linguistic rules
+
+### Phase 1 Complete
+We've successfully completed Phase 1 training with outstanding results. Phase 2 (compression) starting soon!
+
+### Links
+- [Model](https://huggingface.co/ggunio/B2NL-v6.1.1)
+- [GitHub](https://github.com/Woojiggun/intelligent-tokenizer)
+
+### Support Us
+We need GPU resources to train on 204 languages. If you can help, please reach out!