Update README.md

README.md

@@ -11,14 +11,9 @@ pinned: false
 
 # 📖 Amharic Poetry Joint Theme Classifier
 
-Classify Amharic poetry into six thematic categories using transformer-based models.
+**Transformer-Based Joint Thematic Classification for Amharic Poetry**
 
-## ✨ Features
-
-- 🎯 **Joint Classification**: Predicts both dominant theme and multiple overlapping themes
-- 🤖 **Multi-Model Support**: Rasyosef-RoBERTa and AfroXLM-R models
-- 🎨 **Interactive UI**: User-friendly Gradio interface with sample poems
-- 📊 **Visual Results**: Probability charts with confidence scores
+Classify Amharic poetry into six thematic categories using a multi-task transformer model.
 
 ## 📚 Thematic Categories
 
@@ -31,24 +26,17 @@ Classify Amharic poetry into six thematic categories using transformer-based mod
 | 5 | Historical Poetry | ታሪካዊ ግጥም |
 | 6 | Love Poetry | የፍቅር ግጥም |
 
-## 🚀 How to Use
-
-1. **Enter Text**: Paste an Amharic poem in the text box
-2. **Adjust Threshold**: Use the slider (default: 0.5) to control additional theme sensitivity
-3. **Submit**: Click the "Submit" button
-4. **View Results**: See the predicted theme with confidence scores and probability chart
-
 ## 📊 Model Performance
 
-| Model | Accuracy | Multi-label F1 | Parameters |
-|-------|----------|----------------|------------|
-| Rasyosef-RoBERTa | 77.15% | 81.79% | 112.5M |
-| AfroXLM-R | 77.05% | 80.23% | 279.9M |
+| Metric | Score |
+|--------|-------|
+| Dominant Theme Accuracy | 77.15% |
+| Multi-label Macro F1 | 81.79% |
+| Parameters | 112.5M |
 
 ## 📝 Citation
 
-If you use this work in your research, please cite:
-
+```bibtex
 @article{desta2026transformer,
   title={Transformer-Based Joint Thematic Classification for Amharic Poetry},
   author={Desta, Abinet Bizuayehu and Beyene, Million Meshesha and